j_hartling/paper_2025
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Wrote results rect-lp and log-hp :)

Browse Source 
Finished some more figure captions.
This commit is contained in:
j-hartling
2026-05-04 19:50:04 +02:00
parent 69f172ff2c
commit 16014c02a0
15 changed files with 1376 additions and 1232 deletions
Download Patch File Download Diff File Expand all files Collapse all files

BIN
figures/fig_invariance_full_Omocestus_rufipes.pdf
View File

Binary file not shown.

BIN
figures/fig_invariance_rect_lp.pdf
View File

Binary file not shown.

BIN
figures/fig_invariance_short_Omocestus_rufipes.pdf
View File

Binary file not shown.

120
main.aux
View File

@@ -44,8 +44,6 @@
\abx@aux@page{4}{1}
\abx@aux@page{5}{1}
\abx@aux@page{6}{1}
\abx@aux@page{7}{1}
\abx@aux@page{8}{1}
\abx@aux@cite{0}{helversen1977stridulatory}
\abx@aux@segm{0}{0}{helversen1977stridulatory}
\abx@aux@cite{0}{stumpner1994song}
@@ -96,6 +94,8 @@
\abx@aux@segm{0}{0}{clemens2010intensity}
\abx@aux@cite{0}{hildebrandt2009origin}
\abx@aux@segm{0}{0}{hildebrandt2009origin}
\abx@aux@page{7}{2}
\abx@aux@page{8}{2}
\abx@aux@page{9}{2}
\abx@aux@page{10}{2}
\abx@aux@page{11}{2}
@@ -117,7 +117,6 @@
\abx@aux@page{27}{2}
\abx@aux@page{28}{2}
\abx@aux@page{29}{2}
\abx@aux@page{30}{2}
\abx@aux@cite{0}{clemens2013computational}
\abx@aux@segm{0}{0}{clemens2013computational}
\abx@aux@cite{0}{hennig2014time}
@@ -136,6 +135,7 @@
\abx@aux@segm{0}{0}{clemens2011efficient}
\abx@aux@cite{0}{clemens2012nonlinear}
\abx@aux@segm{0}{0}{clemens2012nonlinear}
\abx@aux@page{30}{3}
\abx@aux@page{31}{3}
\abx@aux@page{32}{3}
\abx@aux@page{33}{3}
@@ -194,10 +194,9 @@
\abx@aux@page{60}{5}
\newlabel{eq:bandpass}{{1}{5}{}{}{}}
\abx@aux@page{61}{5}
\abx@aux@page{62}{5}
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces \textbf {Schematic organisation of the grasshopper song recognition pathway and structure of the functional model pathway.} \textbf {a}:~Simplified course of the pathway in the grasshopper, from the tympanal membrane over receptor neurons, local interneurons, and ascending neurons further towards the supraesophageal ganglion. \textbf {b}:~Schematic of synaptic connections between the three neuronal populations within the metathoracic ganglion. \textbf {c}:~Network representation of neuronal connectivity. \textbf {d}:~Flow diagram of consecutive signal representations~(boxes) and transformations~(arrows) along the model pathway. All representations are time-varying. 1st half: Preprocessing stage~(one-dimensional representation). 2nd half: Feature extraction stage~(high-dimensional representation). }}{6}{}\protected@file@percent }
\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
\newlabel{fig:pathway}{{1}{6}{\textbf {Schematic organisation of the grasshopper song recognition pathway and structure of the functional model pathway.} \textbf {a}:~Simplified course of the pathway in the grasshopper, from the tympanal membrane over receptor neurons, local interneurons, and ascending neurons further towards the supraesophageal ganglion. \textbf {b}:~Schematic of synaptic connections between the three neuronal populations within the metathoracic ganglion. \textbf {c}:~Network representation of neuronal connectivity. \textbf {d}:~Flow diagram of consecutive signal representations~(boxes) and transformations~(arrows) along the model pathway. All representations are time-varying. 1st half: Preprocessing stage~(one-dimensional representation). 2nd half: Feature extraction stage~(high-dimensional representation). }{}{}}
\newlabel{fig:pathway}{{1}{6}{}{}{}}
\abx@aux@cite{0}{suga1960peripheral}
\abx@aux@segm{0}{0}{suga1960peripheral}
\abx@aux@cite{0}{gollisch2002energy}
@@ -212,6 +211,7 @@
\abx@aux@segm{0}{0}{hildebrandt2009origin}
\abx@aux@cite{0}{clemens2010intensity}
\abx@aux@segm{0}{0}{clemens2010intensity}
\abx@aux@page{62}{7}
\newlabel{eq:env}{{2}{7}{}{}{}}
\abx@aux@page{63}{7}
\abx@aux@page{64}{7}
@@ -223,7 +223,7 @@
\abx@aux@page{69}{7}
\newlabel{eq:highpass}{{4}{7}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces \textbf {Representations of a song of \textit {O. rufipes} during the preprocessing stage.} \textbf {a}:~Bandpass filtered tympanal signal $x_{\text {filt}}(t)$. \textbf {b}:~Signal envelope $x_{\text {env}}(t)$. \textbf {c}:~Logarithmically compressed envelope $x_{\text {log}}(t)$. \textbf {d}:~Intensity-adapted envelope $x_{\text {adapt}}(t)$. }}{8}{}\protected@file@percent }
\newlabel{fig:stages_pre}{{2}{8}{\textbf {Representations of a song of \textit {O. rufipes} during the preprocessing stage.} \textbf {a}:~Bandpass filtered tympanal signal $x_{\text {filt}}(t)$. \textbf {b}:~Signal envelope $x_{\text {env}}(t)$. \textbf {c}:~Logarithmically compressed envelope $x_{\text {log}}(t)$. \textbf {d}:~Intensity-adapted envelope $x_{\text {adapt}}(t)$. }{}{}}
\newlabel{fig:stages_pre}{{2}{8}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Feature extraction by individual neurons}{8}{}\protected@file@percent }
\newlabel{eq:conv}{{5}{8}{}{}{}}
\newlabel{eq:gabor}{{6}{8}{}{}{}}
@@ -234,68 +234,70 @@
\abx@aux@cite{0}{bhavsar2017brain}
\abx@aux@segm{0}{0}{bhavsar2017brain}
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Values of phase $\phi $ that are specific for the four major groups of Gabor kernels.}}{9}{}\protected@file@percent }
\newlabel{tab:gabor_phases}{{1}{9}{Values of phase $\phi $ that are specific for the four major groups of Gabor kernels.}{}{}}
\newlabel{tab:gabor_phases}{{1}{9}{}{}{}}
\newlabel{eq:binary}{{9}{9}{}{}{}}
\abx@aux@page{70}{10}
\abx@aux@page{71}{10}
\abx@aux@page{72}{10}
\newlabel{eq:lowpass}{{10}{10}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces \textbf {Representations of a song of \textit {O. rufipes} during the feature extraction stage.} Different color shades indicate different types of Gabor kernels with specific lobe number $n$ and either $+$ or $-$ sign, sorted (dark to light) first by increasing $n$ and then by sign~($1\,\leq \,n\,\leq \,4$; first $+$, then $-$ for each $n$; two kernel widths $\sigma $ of $4\,$ms and $32\,$ms per type; 8 types, 16 kernels in total). \textbf {a}:~Kernel-specific filter responses $c_i(t)$. \textbf {b}:~Binary responses $b_i(t)$. \textbf {c}:~Finalized features $f_i(t)$.}}{10}{}\protected@file@percent }
\newlabel{fig:stages_feat}{{3}{10}{\textbf {Representations of a song of \textit {O. rufipes} during the feature extraction stage.} Different color shades indicate different types of Gabor kernels with specific lobe number $n$ and either $+$ or $-$ sign, sorted (dark to light) first by increasing $n$ and then by sign~($1\,\leq \,n\,\leq \,4$; first $+$, then $-$ for each $n$; two kernel widths $\sigma $ of $4\,$ms and $32\,$ms per type; 8 types, 16 kernels in total). \textbf {a}:~Kernel-specific filter responses $c_i(t)$. \textbf {b}:~Binary responses $b_i(t)$. \textbf {c}:~Finalized features $f_i(t)$.}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {3}Two mechanisms driving the emergence of intensity-invariant song representation}{10}{}\protected@file@percent }
\newlabel{fig:stages_feat}{{3}{10}{}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {3}Mechanisms driving the emergence of\\intensity-invariant song representation}{10}{}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Full-wave rectification \& lowpass filtering}{11}{}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces \textbf {Rectification and lowpass filtering improves SNR but does not contribute to intensity invariance.} Input $x_{\text {raw}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is successively transformed into tympanal signal $x_{\text {filt}}(t)$ and envelope $x_{\text {env}}(t)$. Different line styles indicate different cutoff frequencies $f_{\text {cut}}$ of the lowpass filter extracting $x_{\text {env}}(t)$. \textbf {Top}:~Example representations of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$ for different $\alpha $. \textbf {a}:~Noiseless case. \textbf {b}:~Noisy case. \textbf {Bottom}:~Intensity metrics over a range of $\alpha $. \textbf {c}:~Noiseless case: Standard deviations $\sigma _x$ of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$. \textbf {d}:~Noisy case: Ratios of $\sigma _x$ of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$ to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {raw}}(t)=\eta (t)$. \textbf {e}:~Ratios of $\sigma _x$ to $\sigma _{\eta }$ of $x_{\text {env}}(t)$ as in \textbf {d} for different species (averaged over songs and recordings, see appendix Fig.\,\ref {fig:app_rect-lp}). }}{12}{}\protected@file@percent }
\newlabel{fig:rect-lp}{{4}{12}{\textbf {Rectification and lowpass filtering improves SNR but does not contribute to intensity invariance.} Input $x_{\text {raw}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is successively transformed into tympanal signal $x_{\text {filt}}(t)$ and envelope $x_{\text {env}}(t)$. Different line styles indicate different cutoff frequencies $f_{\text {cut}}$ of the lowpass filter extracting $x_{\text {env}}(t)$. \textbf {Top}:~Example representations of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$ for different $\alpha $. \textbf {a}:~Noiseless case. \textbf {b}:~Noisy case. \textbf {Bottom}:~Intensity metrics over a range of $\alpha $. \textbf {c}:~Noiseless case: Standard deviations $\sigma _x$ of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$. \textbf {d}:~Noisy case: Ratios of $\sigma _x$ of $x_{\text {filt}}(t)$ and $x_{\text {env}}(t)$ to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {raw}}(t)=\eta (t)$. \textbf {e}:~Ratios of $\sigma _x$ to $\sigma _{\eta }$ of $x_{\text {env}}(t)$ as in \textbf {d} for different species (averaged over songs and recordings, see appendix Fig.\,\ref {fig:app_rect-lp}). }{}{}}
\newlabel{fig:rect-lp}{{4}{12}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Logarithmic compression \& spike-frequency adaptation}{12}{}\protected@file@percent }
\newlabel{eq:toy_env}{{11}{13}{}{}{}}
\newlabel{eq:toy_log}{{12}{13}{}{}{}}
\newlabel{eq:toy_highpass}{{13}{13}{}{}{}}
\newlabel{eq:toy_snr}{{14}{13}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces \textbf {Intensity invariance through logarithmic compression and adaptation is restricted by the noise floor and decreases SNR.} Input $x_{\text {filt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is successively transformed into envelope $x_{\text {env}}(t)$, logarithmically compressed envelope $x_{\text {log}}(t)$, and intensity-adapted envelope $x_{\text {adapt}}(t)$. \textbf {Top}:~Example representations of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ for different $\alpha $. \textbf {a}:~Noiseless case. \textbf {b}:~Noisy case. \textbf {Bottom}:~Intensity metrics over a range of $\alpha $. \textbf {c}:~Noiseless case: Standard deviations $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$. \textbf {d}:~Noisy case: Ratios of $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {filt}}(t)=\eta (t)$. Shaded areas indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span for $x_{\text {adapt}}(t)$. \textbf {e}:~Ratios of $\sigma _x$ to $\sigma _{\eta }$ of $x_{\text {adapt}}(t)$ as in \textbf {d} for different species (averaged over songs and recordings, see appendix Fig\,\ref {fig:app_log-hp_curves}). Dots indicate $95\,\%$ curve span per species. }}{14}{}\protected@file@percent }
\newlabel{fig:log-hp}{{5}{14}{\textbf {Intensity invariance through logarithmic compression and adaptation is restricted by the noise floor and decreases SNR.} Input $x_{\text {filt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is successively transformed into envelope $x_{\text {env}}(t)$, logarithmically compressed envelope $x_{\text {log}}(t)$, and intensity-adapted envelope $x_{\text {adapt}}(t)$. \textbf {Top}:~Example representations of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ for different $\alpha $. \textbf {a}:~Noiseless case. \textbf {b}:~Noisy case. \textbf {Bottom}:~Intensity metrics over a range of $\alpha $. \textbf {c}:~Noiseless case: Standard deviations $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$. \textbf {d}:~Noisy case: Ratios of $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {filt}}(t)=\eta (t)$. Shaded areas indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span for $x_{\text {adapt}}(t)$. \textbf {e}:~Ratios of $\sigma _x$ to $\sigma _{\eta }$ of $x_{\text {adapt}}(t)$ as in \textbf {d} for different species (averaged over songs and recordings, see appendix Fig\,\ref {fig:app_log-hp_curves}). Dots indicate $95\,\%$ curve span per species. }{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Thresholding nonlinearity \& temporal averaging}{15}{}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces \textbf {Intensity invariance through thresholding and temporal averaging is mediated by the interaction of threshold value and noise floor.} Input $x_{\text {adapt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is transformed into single kernel response $c(t)$, binary response $b(t)$, and feature $f(t)$. Different color shades indicate different threshold values $\Theta $ (multiples of reference standard deviation $\sigma _{\eta }$ of $c(t)$ for input $x_{\text {adapt}}(t)=\eta (t)$, with darker colors for higher $\Theta $). \textbf {Left}:~Noisy case: Example representations of $x_{\text {adapt}}(t)$ as well as $c(t)$, $b(t)$, and $f(t)$ for different $\alpha $. \textbf {a}:~$x_{\text {adapt}}(t)$ with kernel $k(t)$ in black. \textbf {b\,-\,d}: $c(t)$, $b(t)$, and $f(t)$ based on the same $x_{\text {adapt}}(t)$ from \textbf {a} but with different $\Theta $. \textbf {Right}:~Average value $\mu _f$ of $f(t)$ for each $\Theta $ from \textbf {b\,-\,d}, once for the noisy case (solid lines) and once for the noiseless case (dotted lines). Dots indicate $95\,\%$ curve span (noisy case). \textbf {e}:~$\mu _f$ over a range of $\alpha $. \textbf {f}:~$\mu _f$ over the standard deviation of noisy input $x_{\text {adapt}}$ corresponding to the values of $\alpha $ shown in \textbf {e}. }}{16}{}\protected@file@percent }
\newlabel{fig:thresh-lp_single}{{6}{16}{\textbf {Intensity invariance through thresholding and temporal averaging is mediated by the interaction of threshold value and noise floor.} Input $x_{\text {adapt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is transformed into single kernel response $c(t)$, binary response $b(t)$, and feature $f(t)$. Different color shades indicate different threshold values $\Theta $ (multiples of reference standard deviation $\sigma _{\eta }$ of $c(t)$ for input $x_{\text {adapt}}(t)=\eta (t)$, with darker colors for higher $\Theta $). \textbf {Left}:~Noisy case: Example representations of $x_{\text {adapt}}(t)$ as well as $c(t)$, $b(t)$, and $f(t)$ for different $\alpha $. \textbf {a}:~$x_{\text {adapt}}(t)$ with kernel $k(t)$ in black. \textbf {b\,-\,d}: $c(t)$, $b(t)$, and $f(t)$ based on the same $x_{\text {adapt}}(t)$ from \textbf {a} but with different $\Theta $. \textbf {Right}:~Average value $\mu _f$ of $f(t)$ for each $\Theta $ from \textbf {b\,-\,d}, once for the noisy case (solid lines) and once for the noiseless case (dotted lines). Dots indicate $95\,\%$ curve span (noisy case). \textbf {e}:~$\mu _f$ over a range of $\alpha $. \textbf {f}:~$\mu _f$ over the standard deviation of noisy input $x_{\text {adapt}}$ corresponding to the values of $\alpha $ shown in \textbf {e}. }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces \textbf {Feature representation of different species-specific songs saturates at different points in feature space.} Same input and processing as in Fig.\,\ref {fig:thresh-lp_single} but with three different kernels $k_i$, each with a single kernel-specific threshold value $\Theta _i=0.5\cdot \sigma _{\eta _i}$. \textbf {a}:~Examples of species-specific grasshopper songs. \textbf {Middle}:~Average value $\mu _{f_i}$ of each feature $f_i(t)$ over $\alpha $ per species (averaged over songs and recordings, see appendix Figs.\,\ref {fig:app_thresh-lp_pure} and \ref {fig:app_thresh-lp_noise}). Different color shades indicate different kernels $k_i$. Dots indicate $95\,\%$ curve span per $k_i$. \textbf {b}:~Noiseless case. \textbf {c}:~Noisy case. \textbf {Bottom}:~2D feature spaces spanned by each pair of $f_i(t)$. Each trajectory corresponds to a species-specific combination of $\mu _{f_i}$ that develops with $\alpha $ (colorbars). Horizontal dashes in the colorbar indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span of the norm across all three $\mu _{f_i}$ per species. \textbf {d}:~Noiseless case. \textbf {e}:~Noisy case. Shaded areas }}{17}{}\protected@file@percent }
\newlabel{fig:thresh-lp_species}{{7}{17}{\textbf {Feature representation of different species-specific songs saturates at different points in feature space.} Same input and processing as in Fig.\,\ref {fig:thresh-lp_single} but with three different kernels $k_i$, each with a single kernel-specific threshold value $\Theta _i=0.5\cdot \sigma _{\eta _i}$. \textbf {a}:~Examples of species-specific grasshopper songs. \textbf {Middle}:~Average value $\mu _{f_i}$ of each feature $f_i(t)$ over $\alpha $ per species (averaged over songs and recordings, see appendix Figs.\,\ref {fig:app_thresh-lp_pure} and \ref {fig:app_thresh-lp_noise}). Different color shades indicate different kernels $k_i$. Dots indicate $95\,\%$ curve span per $k_i$. \textbf {b}:~Noiseless case. \textbf {c}:~Noisy case. \textbf {Bottom}:~2D feature spaces spanned by each pair of $f_i(t)$. Each trajectory corresponds to a species-specific combination of $\mu _{f_i}$ that develops with $\alpha $ (colorbars). Horizontal dashes in the colorbar indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span of the norm across all three $\mu _{f_i}$ per species. \textbf {d}:~Noiseless case. \textbf {e}:~Noisy case. Shaded areas }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces \textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }}{18}{}\protected@file@percent }
\newlabel{fig:pipeline_full}{{8}{18}{\textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces \textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }}{19}{}\protected@file@percent }
\newlabel{fig:pipeline_short}{{9}{19}{\textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {10}{\ignorespaces \textbf {Inter- and intraspecific feature variability.} }}{20}{}\protected@file@percent }
\newlabel{fig:feat_cross_species}{{10}{20}{\textbf {Inter- and intraspecific feature variability.} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {11}{\ignorespaces \textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }}{21}{}\protected@file@percent }
\newlabel{fig:pipeline_field}{{11}{21}{\textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }{}{}}
\newlabel{eq:pdf_split}{{15}{22}{}{}{}}
\newlabel{eq:feat_avg}{{16}{22}{}{}{}}
\newlabel{eq:feat_prop}{{17}{22}{}{}{}}
\newlabel{eq:toy_env_pure}{{11}{13}{}{}{}}
\newlabel{eq:toy_log_pure}{{12}{13}{}{}{}}
\newlabel{eq:toy_highpass_pure}{{13}{13}{}{}{}}
\newlabel{eq:toy_env_noise}{{14}{13}{}{}{}}
\newlabel{eq:toy_log_noise}{{15}{13}{}{}{}}
\newlabel{eq:toy_highpass_noise}{{16}{13}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces \textbf {Intensity invariance through logarithmic compression and adaptation is restricted by the noise floor and decreases SNR.} Input $x_{\text {filt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is successively transformed into envelope $x_{\text {env}}(t)$, logarithmically compressed envelope $x_{\text {log}}(t)$, and intensity-adapted envelope $x_{\text {adapt}}(t)$. \textbf {Top}:~Example representations of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ for different $\alpha $. \textbf {a}:~Noiseless case. \textbf {b}:~Noisy case. \textbf {Bottom}:~Intensity metrics over a range of $\alpha $. \textbf {c}:~Noiseless case: Standard deviations $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$. \textbf {d}:~Noisy case: Ratios of $\sigma _x$ of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {filt}}(t)=\eta (t)$. Shaded areas indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span for $x_{\text {adapt}}(t)$. \textbf {e}:~Ratios of $\sigma _x$ to $\sigma _{\eta }$ of $x_{\text {adapt}}(t)$ as in \textbf {d} for different species (averaged over songs and recordings, see appendix Fig\,\ref {fig:app_log-hp_curves}). Dots indicate $95\,\%$ curve span per species. }}{15}{}\protected@file@percent }
\newlabel{fig:log-hp}{{5}{15}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Thresholding nonlinearity \& temporal averaging}{16}{}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces \textbf {Intensity invariance through thresholding and temporal averaging is mediated by the interaction of threshold value and noise floor.} Input $x_{\text {adapt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with optional noise component $\eta (t)$ and is transformed into single kernel response $c(t)$, binary response $b(t)$, and feature $f(t)$. Different color shades indicate different threshold values $\Theta $ (multiples of reference standard deviation $\sigma _{\eta }$ of $c(t)$ for input $x_{\text {adapt}}(t)=\eta (t)$, with darker colors for higher $\Theta $). \textbf {Left}:~Noisy case: Example representations of $x_{\text {adapt}}(t)$ as well as $c(t)$, $b(t)$, and $f(t)$ for different $\alpha $. \textbf {a}:~$x_{\text {adapt}}(t)$ with kernel $k(t)$ in black. \textbf {b\,-\,d}: $c(t)$, $b(t)$, and $f(t)$ based on the same $x_{\text {adapt}}(t)$ from \textbf {a} but with different $\Theta $. \textbf {Right}:~Average value $\mu _f$ of $f(t)$ for each $\Theta $ from \textbf {b\,-\,d}, once for the noisy case (solid lines) and once for the noiseless case (dotted lines). Dots indicate $95\,\%$ curve span (noisy case). \textbf {e}:~$\mu _f$ over a range of $\alpha $. \textbf {f}:~$\mu _f$ over the standard deviation of noisy input $x_{\text {adapt}}$ corresponding to the values of $\alpha $ shown in \textbf {e}. }}{17}{}\protected@file@percent }
\newlabel{fig:thresh-lp_single}{{6}{17}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces \textbf {Feature representation of different species-specific songs saturates at different points in feature space.} Same input and processing as in Fig.\,\ref {fig:thresh-lp_single} but with three different kernels $k_i$, each with a single kernel-specific threshold value $\Theta _i=0.5\cdot \sigma _{\eta _i}$. \textbf {a}:~Examples of species-specific grasshopper songs. \textbf {Middle}:~Average value $\mu _{f_i}$ of each feature $f_i(t)$ over $\alpha $ per species (averaged over songs and recordings, see appendix Figs.\,\ref {fig:app_thresh-lp_pure} and \ref {fig:app_thresh-lp_noise}). Different color shades indicate different kernels $k_i$. Dots indicate $95\,\%$ curve span per $k_i$. \textbf {b}:~Noiseless case. \textbf {c}:~Noisy case. \textbf {Bottom}:~2D feature spaces spanned by each pair of $f_i(t)$. Each trajectory corresponds to a species-specific combination of $\mu _{f_i}$ that develops with $\alpha $ (colorbars). Horizontal dashes in the colorbar indicate $5\,\%$ (dark grey) and $95\,\%$ (light grey) curve span of the norm across all three $\mu _{f_i}$ per species. \textbf {d}:~Noiseless case. \textbf {e}:~Noisy case. Shaded areas indicate the average minimum $\mu _{f_i}$ across all species-specific trajectories. }}{18}{}\protected@file@percent }
\newlabel{fig:thresh-lp_species}{{7}{18}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces \textbf {Step-wise emergence of intensity-invariant song representation along the full model pathway.} Input $x_{\text {raw}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with added noise component $\eta (t)$ and is processed up to the feature set $f_i(t)$. Different color shades indicate different types of Gabor kernels with specific lobe number $n$ and either $+$ or $-$ sign, sorted (dark to light) first by increasing $n$ and then by sign~($1\,\leq \,n\,\leq \,4$; first $+$, then $-$ for each $n$; five kernel widths $\sigma $ of 1, 2, 4, 8, and $16\,$ms per type; 8 types, 40 kernels in total). \textbf {a}:~Example representations of $x_{\text {filt}}(t)$, $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, $x_{\text {adapt}}(t)$, $c_i(t)$, and $f_i(t)$ for different $\alpha $. \textbf {b}:~Intensity metrics over $\alpha $. For $c_i(t)$ and $f_i(t)$, the median over kernels is shown. Dots indicate $95\,\%$ curve span for $x_{\text {log}}(t)$, $x_{\text {adapt}}(t)$, $c_i(t)$, and $f_i(t)$. \textbf {c}:~Average value $\mu _{f_i}$ of each feature $f_i(t)$ over $\alpha $. \textbf {d}:~Ratios of intensity metrics to the respective reference value for input $x_{\text {raw}}(t)=\eta (t)$. For $c_i(t)$ and $f_i(t)$, the median over kernel-specific ratios is shown. \textbf {e}:~Ratios of standard deviation $\sigma _{c_i}$ of each $c_i(t)$. \textbf {f}:~Ratios of $\mu _{f_i}$. \textbf {g}:~Distributions of kernel-specific $\alpha $ that correspond to $95\,\%$ curve span for $c_i(t)$ and $f_i(t)$. Dots indicate the values from \textbf {b}. }}{19}{}\protected@file@percent }
\newlabel{fig:pipeline_full}{{8}{19}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces \textbf {Step-wise emergence of intensity invariant song representation along the model pathway without logarithmic compression.} Input $x_{\text {raw}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with added noise component $\eta (t)$ and is processed up to the feature set $f_i(t)$, skipping $x_{\text {log}}(t)$. Different color shades indicate different types of Gabor kernels with specific lobe number $n$ and either $+$ or $-$ sign, sorted (dark to light) first by increasing $n$ and then by sign~($1\,\leq \,n\,\leq \,4$; first $+$, then $-$ for each $n$; five kernel widths $\sigma $ of 1, 2, 4, 8, and $16\,$ms per type; 8 types, 40 kernels in total). \textbf {a}:~Example representations of $x_{\text {filt}}(t)$, $x_{\text {env}}(t)$, $x_{\text {adapt}}(t)$, $c_i(t)$, and $f_i(t)$ for different $\alpha $. \textbf {b}:~Intensity metrics over $\alpha $. For $c_i(t)$ and $f_i(t)$, the median over kernels is shown. Dots indicate $95\,\%$ curve span for $f_i(t)$. \textbf {c}:~Average value $\mu _{f_i}$ of each feature $f_i(t)$ over $\alpha $. \textbf {d}:~Ratios of intensity metrics to the respective reference value for input $x_{\text {raw}}(t)=\eta (t)$. For $c_i(t)$ and $f_i(t)$, the median over kernel-specific ratios is shown. \textbf {e}:~Ratios of $\mu _{f_i}$. \textbf {f}:~Distribution of kernel-specific $\alpha $ that correspond to $95\,\%$ curve span for $f_i(t)$. Dots indicate the value from \textbf {b}. }}{20}{}\protected@file@percent }
\newlabel{fig:pipeline_short}{{9}{20}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {10}{\ignorespaces \textbf {Interspecific and intraspecific feature variability.} Average value $\mu _{f_i}$ of each feature $f_i(t)$ against its counterpart from a 2nd feature set based on a different input $x_{\text {raw}}(t)$. Each dot within a subplot represents a single feature $f_i(t)$. Different color shades indicate different types of Gabor kernels with specific lobe number $n$ and either $+$ or $-$ sign, sorted (dark to light) first by increasing $n$ and then by sign~($1\,\leq \,n\,\leq \,4$; first $+$, then $-$ for each $n$; five kernel widths $\sigma $ of 1, 2, 4, 8, and $16\,$ms per type; 8 types, 40 kernels in total). Data is based on the analysis underlying Fig\,\ref {fig:pipeline_full}. \textbf {Lower triangular}:~Interspecific comparisons between single songs of different species. \textbf {Upper triangular}:~Intraspecific comparisons between different songs of a single species (\textit {O. rufipes}). \textbf {Lower left}:~Distribution of correlation coefficients $\rho $ for each interspecific and intraspecific comparison. Dots indicate single $\rho $ values. }}{21}{}\protected@file@percent }
\newlabel{fig:feat_cross_species}{{10}{21}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {11}{\ignorespaces \textbf {Step-wise emergence of intensity invariant song representation along the model pathway.} }}{22}{}\protected@file@percent }
\newlabel{fig:pipeline_field}{{11}{22}{}{}{}}
\newlabel{eq:pdf_split}{{17}{23}{}{}{}}
\newlabel{eq:feat_avg}{{18}{23}{}{}{}}
\newlabel{eq:feat_prop}{{19}{23}{}{}{}}
\abx@aux@cite{0}{stumpner1991auditory}
\abx@aux@segm{0}{0}{stumpner1991auditory}
\@writefile{toc}{\contentsline {section}{\numberline {4}Discriminating species-specific song\\patterns in feature space}{23}{}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5}Conclusions \& outlook}{23}{}\protected@file@percent }
\abx@aux@page{73}{23}
\@writefile{lof}{\contentsline {figure}{\numberline {12}{\ignorespaces \textbf {} }}{25}{}\protected@file@percent }
\newlabel{fig:app_env-sd}{{12}{25}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces \textbf {} }}{25}{}\protected@file@percent }
\newlabel{fig:app_rect-lp}{{13}{25}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
\newlabel{fig:app_log-hp_curves}{{14}{26}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {15}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
\newlabel{fig:app_log-hp_saturation}{{15}{26}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {16}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_pure}{{16}{27}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {17}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_noise}{{17}{27}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {18}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_kern-sd}{{18}{28}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {19}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
\newlabel{fig:app_full_kern-sd}{{19}{28}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {20}{\ignorespaces \textbf {} }}{29}{}\protected@file@percent }
\newlabel{fig:app_short_kern-sd}{{20}{29}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {21}{\ignorespaces \textbf {} }}{29}{}\protected@file@percent }
\newlabel{fig:app_field_kern-sd}{{21}{29}{\textbf {} }{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {22}{\ignorespaces \textbf {} }}{30}{}\protected@file@percent }
\newlabel{fig:app_cross_species_thresh}{{22}{30}{\textbf {} }{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {4}Discriminating species-specific song\\patterns in feature space}{24}{}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5}Conclusions \& outlook}{24}{}\protected@file@percent }
\abx@aux@page{73}{24}
\@writefile{lof}{\contentsline {figure}{\numberline {12}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
\newlabel{fig:app_env-sd}{{12}{26}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
\newlabel{fig:app_rect-lp}{{13}{26}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
\newlabel{fig:app_log-hp_curves}{{14}{27}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {15}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
\newlabel{fig:app_log-hp_saturation}{{15}{27}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {16}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_pure}{{16}{28}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {17}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_noise}{{17}{28}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {18}{\ignorespaces \textbf {} }}{29}{}\protected@file@percent }
\newlabel{fig:app_thresh-lp_kern-sd}{{18}{29}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {19}{\ignorespaces \textbf {} }}{29}{}\protected@file@percent }
\newlabel{fig:app_full_kern-sd}{{19}{29}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {20}{\ignorespaces \textbf {} }}{30}{}\protected@file@percent }
\newlabel{fig:app_short_kern-sd}{{20}{30}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {21}{\ignorespaces \textbf {} }}{30}{}\protected@file@percent }
\newlabel{fig:app_field_kern-sd}{{21}{30}{}{}{}}
\@writefile{lof}{\contentsline {figure}{\numberline {22}{\ignorespaces \textbf {} }}{31}{}\protected@file@percent }
\newlabel{fig:app_cross_species_thresh}{{22}{31}{}{}{}}
\gdef\svg@ink@ver@settings{{\m@ne }{inkscape}{\m@ne }}
\abx@aux@read@bbl@mdfivesum{9F6C5EB9B092C01D1CB433A0E1BC4A06}
\gdef \@abspage@last{30}
\abx@aux@read@bbl@mdfivesum{1380DC8C93D2855FDB132CC5A40AD52F}
\gdef \@abspage@last{31}

138
main.blg
View File

@@ -1,71 +1,71 @@
[0] Config.pm:307> INFO - This is Biber 2.19
[0] Config.pm:310> INFO - Logfile is 'main.blg'
[222] biber-MSWIN64:340> INFO - ===
[315] Biber.pm:419> INFO - Reading 'main.bcf'
[506] Biber.pm:979> INFO - Found 55 citekeys in bib section 0
[534] Biber.pm:4419> INFO - Processing section 0
[566] Biber.pm:4610> INFO - Looking for bibtex file 'cite.bib' for section 0
[633] bibtex.pm:1713> INFO - LaTeX decoding ...
[774] bibtex.pm:1519> INFO - Found BibTeX data source 'cite.bib'
[1417] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
[1417] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
[1418] Biber.pm:4239> INFO - Sorting list 'nyt/global//global/global' of type 'entry' with template 'nyt' and locale 'en-US'
[1418] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US'
[1556] bbl.pm:660> INFO - Writing 'main.bbl' with encoding 'UTF-8'
[1616] bbl.pm:763> INFO - Output to main.bbl
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 10, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 21, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 38, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 49, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 58, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 73, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 82, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 91, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 100, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 109, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 118, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 127, warning: 6 characters of junk seen at toplevel
[1617] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 136, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 157, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 178, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 187, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 196, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 207, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 218, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 229, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 240, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 249, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 258, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 269, warning: 6 characters of junk seen at toplevel
[1618] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 278, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 289, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 300, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 309, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 328, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 337, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 400, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 419, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 428, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 437, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 456, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 491, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 526, warning: 6 characters of junk seen at toplevel
[1619] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 535, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 556, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 565, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 576, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 587, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 619, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 648, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 658, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 667, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 688, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 709, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 720, warning: 6 characters of junk seen at toplevel
[1620] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 729, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 749, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 766, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 775, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 800, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:131> WARN - BibTeX subsystem: C:\Users\jonah\AppData\Local\Temp\biber_tmp_n7RG\347c261ec4135a5723bef5c751f5078f_20112.utf8, line 817, warning: 6 characters of junk seen at toplevel
[1621] Biber.pm:133> INFO - WARNINGS: 55
[37] biber:340> INFO - === Mo Mai 4, 2026, 19:48:34
[45] Biber.pm:419> INFO - Reading 'main.bcf'
[75] Biber.pm:979> INFO - Found 55 citekeys in bib section 0
[80] Biber.pm:4419> INFO - Processing section 0
[85] Biber.pm:4610> INFO - Looking for bibtex file 'cite.bib' for section 0
[87] bibtex.pm:1713> INFO - LaTeX decoding ...
[117] bibtex.pm:1519> INFO - Found BibTeX data source 'cite.bib'
[296] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
[296] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
[296] Biber.pm:4239> INFO - Sorting list 'nyt/global//global/global' of type 'entry' with template 'nyt' and locale 'en-US'
[296] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US'
[320] bbl.pm:660> INFO - Writing 'main.bbl' with encoding 'UTF-8'
[331] bbl.pm:763> INFO - Output to main.bbl
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 10, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 21, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 38, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 49, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 58, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 73, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 82, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 91, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 100, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 109, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 118, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 127, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 136, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 157, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 178, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 187, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 196, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 207, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 218, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 229, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 240, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 249, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 258, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 269, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 278, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 289, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 300, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 309, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 328, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 337, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 400, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 419, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 428, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 437, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 456, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 491, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 526, warning: 6 characters of junk seen at toplevel
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 535, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 556, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 565, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 576, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 587, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 619, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 648, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 658, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 667, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 688, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 709, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 720, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 729, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 749, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 766, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 775, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 800, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_vMHw/347c261ec4135a5723bef5c751f5078f_55959.utf8, line 817, warning: 6 characters of junk seen at toplevel
[332] Biber.pm:133> INFO - WARNINGS: 55

348
main.fdb_latexmk
View File

@@ -1,180 +1,184 @@
# Fdb version 4
["biber main"] 1777829759 "main.bcf" "main.bbl" "main" 1777829958 0
"./cite.bib" 1771664051 28308 4290db0c91f7b5055e25472ef913f6b4 ""
"main.bcf" 1777829957 112931 2a478116d80ebb1ada7083a24facd6e3 "pdflatex"
["biber main"] 1777916914.1072 "main.bcf" "main.bbl" "main" 1777916953.0495 0
"cite.bib" 1770904753.08918 27483 4290db0c91f7b5055e25472ef913f6b4 ""
"main.bcf" 1777916952.98174 112931 2a478116d80ebb1ada7083a24facd6e3 "pdflatex"
(generated)
"main.bbl"
"main.blg"
(rewritten before read)
["pdflatex"] 1777829955 "c:/Users/jonah/Desktop/phd/paper/paper_2025/main.tex" "main.pdf" "main" 1777829958 0
"C:/Users/jonah/AppData/Local/MiKTeX/fonts/map/pdftex/pdftex.map" 1770058784 279778 aa8c8b08a6e6f5b912fcdb1120e47ad8 ""
"C:/Users/jonah/AppData/Local/MiKTeX/miktex/data/le/pdftex/pdflatex.fmt" 1692800637 24120620 9856d41a93bb8d2530a663260e901d35 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm" 1233951848 1004 54797486969f23fa377b128694d548df ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm" 1233951848 988 bdf658c3bfc2d96d3c8b02cfc1c94c20 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/symbols/msam10.tfm" 1233951854 916 f87d7c45f9c908e672703b83b72241a3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/symbols/msam7.tfm" 1233951854 928 2dc8d444221b7a635bb58038579b861a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/symbols/msbm10.tfm" 1233951854 908 2921f8a10601f252058503cc6570e581 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/amsfonts/symbols/msbm7.tfm" 1233951854 940 228d6584342e91276bf566bcf9716b83 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmbx10.tfm" 1136765053 1328 c834bbb027764024c09d3d2bf908b5f0 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmbx12.tfm" 1136765053 1324 c910af8c371558dc20f2d7822f66fe64 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmbxti10.tfm" 1136765053 1532 9162035f4e7176612125649e348e2195 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmex10.tfm" 1136765053 992 662f679a0b3d2d53c1b94050fdaa3f50 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmmi10.tfm" 1136765053 1528 abec98dbc43e172678c11b3b9031252a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmmi12.tfm" 1136765053 1524 4414a8315f39513458b80dfc63bff03a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmmi6.tfm" 1136765053 1512 f21f83efb36853c0b70002322c1ab3ad ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmmi8.tfm" 1136765053 1520 eccf95517727cb11801f4f1aee3a21b4 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmr10.tfm" 1136765053 1296 45809c5a464d5f32c8f98ba97c1bb47f ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmr12.tfm" 1136765053 1288 655e228510b4c2a1abe905c368440826 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmr17.tfm" 1136765053 1292 296a67155bdbfc32aa9c636f21e91433 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmr6.tfm" 1136765053 1300 b62933e007d01cfd073f79b963c01526 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmr8.tfm" 1136765053 1292 21c1c5bfeaebccffdb478fd231a0997d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmsy10.tfm" 1136765053 1124 6c73e740cf17375f03eec0ee63599741 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmsy6.tfm" 1136765053 1116 933a60c408fc0a863a92debe84b2d294 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmsy8.tfm" 1136765053 1120 8b7d695260f3cff42e636090a8002094 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/tfm/public/cm/cmti12.tfm" 1136765053 1484 ed72f8f5cf654cda15ecc8e32bfcbee5 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmbx10.pfb" 1247596666 34811 78b52f49e893bcba91bd7581cdc144c0 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmbx12.pfb" 1247596666 32080 340ef9bf63678554ee606688e7b5339d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmbxti10.pfb" 1247596667 36554 b67dc2cfa451409e100b3fcf5f506509 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmex10.pfb" 1247596667 30251 6afa5cb1d0204815a708a080681d4674 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmmi10.pfb" 1247596667 36299 5f9df58c2139e7edcf37c8fca4bd384d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmmi12.pfb" 1247596667 36741 0ee9e374ec3e30da87cdfb0ea3575226 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmmi6.pfb" 1247596666 37166 8ab3487cbe3ab49ebce74c29ea2418db ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmmi8.pfb" 1247596666 35469 dcf3a5f2fc1862f5952e3ee5eb1d98c4 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr10.pfb" 1247596667 35752 024fb6c41858982481f6968b5fc26508 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr12.pfb" 1247596667 32722 d7379af29a190c3f453aba36302ff5a9 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr17.pfb" 1247596666 32362 bc3f3eec7ab7d65fe700963d4017d32c ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr6.pfb" 1247596667 32734 69e00a6b65cedb993666e42eedb3d48f ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr8.pfb" 1247596667 32726 39f0f9e62e84beb801509898a605dbd5 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmsy10.pfb" 1247596667 32569 5e5ddc8df908dea60932f3c484a54c0d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmsy8.pfb" 1247596667 32626 5abc8bb2f28aa647d4c70f8ea38cc0d3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmti12.pfb" 1247596667 36118 fad905eba93cff5bce1e185fe980a177 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/symbols/msbm10.pfb" 1247596673 34694 870c211f62cb72718a00e353f14f254d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/context/base/mkii/supp-pdf.mkii" 1580390158 71627 94eb9990bed73c364d7f53f960cc8c5b ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/babel.sty" 1689436349 147701 c67babac98fcd1d4a6956667b84c7fca ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/locale/de/babel-de.ini" 1689436351 4096 fa1802f91144b2c083d61dddf097a6d2 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/locale/de/babel-german.tex" 1689436351 699 565e921a0b7b8366adf163b0ecc00e44 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/locale/en/babel-en.ini" 1689436352 3966 caeee5a9e5771d4446aa1ca9015ba1b2 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/locale/en/babel-english.tex" 1689436352 336 ed676b5e7dfd862bc78d634f6a973f37 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/babel/txtbabel.def" 1689436349 6939 32fafc8710de4e160e43d0f176d64af5 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/iftex/iftex.sty" 1643997108 7237 bdd120a32c8fdb4b433cf9ca2e7cd98a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/iftex/ifvtex.sty" 1643997108 1057 525c2192b5febbd8c1f662c9468335bb ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/infwarerr/infwarerr.sty" 1575399508 8356 7bbb2c2373aa810be568c29e333da8ed ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/ltxcmds/ltxcmds.sty" 1601735609 18568 4409f8f50cd365c68e684407e5350b1b ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pdftexcmds/pdftexcmds.sty" 1623005277 20089 80423eac55aa175305d35b49e04fe23b ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/pgf.revision.tex" 1673775190 114 e6d443369d0673933b38834bf99e422d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgf.cfg" 1673775190 926 2963ea0dcf6cc6c0a770b69ec46a477b ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgfsys-common-pdf.def" 1673775190 5542 32f75a31ea6c3a7e1148cd6d5e93dbb7 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgfsys-pdftex.def" 1673775190 12612 7774ba67bfd72e593c4436c2de6201e3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgfsys.code.tex" 1673775190 61351 bc5f86e0355834391e736e97a61abced ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex" 1673775190 1896 b8e0ca0ac371d74c0ca05583f6313c91 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex" 1673775190 7778 53c8b5623d80238f6a20aa1df1868e63 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/utilities/pgfkeys.code.tex" 1673775190 39784 414c54e866ebab4b801e2ad81d9b21d8 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/utilities/pgfkeyslibraryfiltered.code.tex" 1673775190 37433 940bc6d409f1ffd298adfdcaf125dd86 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/utilities/pgfrcs.code.tex" 1673775190 4385 510565c2f07998c8a0e14f0ec07ff23c ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/utilities/pgfutil-common.tex" 1673775190 29239 22e8c7516012992a49873eff0d868fed ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/generic/pgf/utilities/pgfutil-latex.def" 1673775190 6950 8524a062d82b7afdc4a88a57cb377784 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/00miktex/epstopdf-sys.cfg" 1616067285 584 2a1075dd71571459f59146da9f7502ad ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsfonts/amsfonts.sty" 1358197772 5949 3f3fd50a8cc94c3d4cbf4fc66cd3df1c ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsfonts/amssymb.sty" 1358197772 13829 94730e64147574077f8ecfea9bb69af4 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsfonts/umsa.fd" 1358197772 961 6518c6525a34feb5e8250ffa91731cff ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsfonts/umsb.fd" 1358197772 961 d02606146ba5601b5645f987c92e6193 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsmath/amsbsy.sty" 1686931788 2222 499d61426192c39efd8f410ee1a52b9c ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsmath/amsgen.sty" 1686931787 4173 82ac04dfb1256038fad068287fbb4fe6 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsmath/amsmath.sty" 1686931788 88371 d84032c0f422c3d1e282266c01bef237 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsmath/amsopn.sty" 1686931788 4474 b811654f4bf125f11506d13d13647efb ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/amsmath/amstext.sty" 1686931788 2444 0d0c1ee65478277e8015d65b86983da2 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/arabi/bblopts.cfg" 1139961600 902 c30e5c373bc58bde21f8f63a3091626f ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/auxhook/auxhook.sty" 1576538732 3935 57aa3c3e203a5c2effb4d2bd2efbc323 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/babel-english/english.ldf" 1623001666 7008 9ff5fdcc865b01beca2b0fe4a46231d4 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/babel-german/german.ldf" 1614782471 2317 40210c959e8d1b681cdd9a3e3a7081df ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/babel-german/germanb.ldf" 1614782471 9576 59ee032efd80d5e19d7d93b8546f5875 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/base/article.cls" 1687174146 20144 fbcf51733730d8f1a62143512ff5b1fe ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/base/ifthen.sty" 1687174146 5319 5435f8f7051e23a851a1c665c5b84e22 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/base/size12.clo" 1687174146 8449 9de778d73ba774a5f2bd601f23f8922e ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/bbx/authoryear.bbx" 1679055682 8024 f170876981d3e1db9ed0abd5abc62dbe ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/bbx/standard.bbx" 1679055682 25680 409c3f3d570418bc545e8065bebd0688 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/biblatex.cfg" 1679055682 69 249fa6df04d948e51b6d5c67bea30c42 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/biblatex.def" 1679055682 92527 8f6b3a677f74ea525477a813f33c4e65 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/biblatex.sty" 1679055682 528517 7eed285c714f532e12ae48b360c080f8 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/blx-case-expl3.sty" 1679055682 8433 72f8188742e7214b7068f345cd0287ac ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/blx-compat.def" 1679055682 13919 5426dbe90e723f089052b4e908b56ef9 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/blx-dm.def" 1679055682 32455 8d3e554836db11aab80a8e11be62e1b1 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/cbx/authoryear.cbx" 1679055682 3976 2d46354b304f9bc8fda915fe9215de04 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/lbx/english.lbx" 1679055682 39965 48ce9ce3350aba9457f1020b1deba5cf ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/biblatex/lbx/german.lbx" 1679055682 33908 9178e63849ed8d931ae427546930e76a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/caption/caption.sty" 1690831746 55961 5dd0cc28ec0f605352923cfc60f3574b ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/caption/caption3.sty" 1690831746 72314 c1778fb03c6374e35a484f5ee100cc9e ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/caption/subcaption.sty" 1690831746 12494 0c0cdb824278a4d51cefeb2e79901315 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/epstopdf-pkg/epstopdf-base.sty" 1623003186 13886 d1306dcf79a944f6988e688c1785f9ce ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/etoolbox/etoolbox.sty" 1601897756 46845 3b58f70c6e861a13d927bff09d35ecbc ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/float/float.sty" 1469023953 6916 16d2656a1984957e674b149555f1ea1d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/geometry/geometry.cfg" 1578053545 1104 7ac475a4e3466b0b43e138e9356bda83 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/geometry/geometry.sty" 1578053545 42759 9cf6c5257b1bc7af01a58859749dd37a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics-cfg/color.cfg" 1465894292 1213 620bba36b25224fa9b7e1ccb4ecb76fd ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics-cfg/graphics.cfg" 1465894292 1224 978390e9c2234eab29404bc21b268d1e ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics-def/pdftex.def" 1663918690 19448 1e988b341dda20961a6b931bcde55519 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/color.sty" 1665067579 7233 e46ce9241d2b2ca2a78155475fdd557a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/graphics.sty" 1665067579 18387 8f900a490197ebaf93c02ae9476d4b09 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/graphicx.sty" 1665067579 8010 a8d949cbdbc5c983593827c9eec252e1 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/keyval.sty" 1665067579 2671 7e67d78d9b88c845599a85b2d41f2e39 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/mathcolor.ltx" 1665067579 3171 1cf0d440b5464e2f034398ce4ef36f75 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/graphics/trig.sty" 1665067579 4023 293ea1c16429fc0c4cf605f4da1791a9 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/import/import.sty" 1585736816 6201 0ad8b5da8e12f60a88d546b2198a56f2 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/koma-script/scrbase.sty" 1688717150 100856 24b70029ad44c2ee829db2529cf4ee23 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/koma-script/scrlfile-hook.sty" 1688717150 11185 15c86b5a61db19da88ab941ca5b70a12 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/koma-script/scrlfile.sty" 1688717150 3328 3d5fc41a419bf18130ce17d90a23c295 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/koma-script/scrlogo.sty" 1688717150 2162 418e29bcf2b8059e8a9ee1ea4d0d0c87 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/kvoptions/kvoptions.sty" 1656236481 22555 6d8e155cfef6d82c3d5c742fea7c992e ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/kvsetkeys/kvsetkeys.sty" 1665066333 13815 760b0c02f691ea230f5359c4e1de23a7 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/l3backend/l3backend-pdftex.def" 1681896761 29940 9473d58112bc8a88f5505b823a053dde ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/l3kernel/expl3.sty" 1691765796 6547 0a941b039a849be5d35eb6686a945e7a ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/l3packages/xparse/xparse.sty" 1675359988 6812 3c152a1c8d562d7b7291c4839b61a5c3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/logreq/logreq.def" 1280941015 1620 fb1c32b818f2058eca187e5c41dfae77 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/logreq/logreq.sty" 1280941015 6187 b27afc771af565d3a9ff1ca7d16d0d46 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/parskip/parskip.sty" 1615976160 4288 94714aa7f535440f33181fec52a31963 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/pgf/systemlayer/pgfsys.sty" 1673775190 443 8c872229db56122037e86bcda49e14f3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/pgf/utilities/pgfrcs.sty" 1673775190 325 f9f16d12354225b7dd52a3321f085955 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/placeins/placeins.sty" 1113865200 4087 636308456f60d2b31cbf97867db5708d ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/setspace/setspace.sty" 1670403145 22490 8cac309b79a4c53a4ffce4b1b07aead0 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/siunitx/siunitx.sty" 1691092768 325960 c337e4fb660b178514644cbed5463e3c ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/svg/svg.sty" 1607182056 43468 671ae75b3a15019004495eff4c0911e8 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/tools/array.sty" 1686255640 12691 ddae4e0162a664f166015d992388b742 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/tools/shellesc.sty" 1686255640 4121 54904b35568f3b7e15748a2fa1ae9cb4 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/translations/dicts/translations-basic-dictionary-english.trsl" 1644048522 5588 0c1628daf15f4411ff1f463114c634a3 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/translations/dicts/translations-basic-dictionary-german.trsl" 1644048522 5724 19fd98571803494f625d81b5ad0a0589 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/translations/translations.sty" 1644048522 44247 2188b95d0ee74e31eca4d316263c58a7 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/transparent/transparent-nometadata.sty" 1674488802 4212 8da4873548cbd3f1cdb053c708e8aa7e ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/transparent/transparent.sty" 1674488802 1918 c8d1ecb3722721d6f624992cbc042b70 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/trimspaces/trimspaces.sty" 1253169183 1380 971a51b00a14503ddf754cab24c3f209 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/url/url.sty" 1388490452 12796 8edb7d69a20b857904dd0ea757c14ec9 ""
"C:/Users/jonah/AppData/Local/Programs/MiKTeX/tex/latex/xcolor/xcolor.sty" 1656236890 56148 51a9a8571c07b9921892ae11063ae853 ""
"c:/Users/jonah/Desktop/phd/paper/paper_2025/main.tex" 1777829950 58473 caa6f7d8a58dea2d5c2aabdab6502294 ""
"figures/fig_auditory_pathway.pdf" 1771664051 1153923 b84f7179a3c2c52f6fa6ff466e170baa ""
"figures/fig_feat_stages.pdf" 1777797162 11308299 08bc35a650905bd83933b9012ff27a05 ""
"figures/fig_features_cross_species.pdf" 1777797162 58996 fcc65e86daedf065c7afd0a814031f72 ""
"figures/fig_invariance_cross_species_thresh_appendix.pdf" 1777797162 302422 8c358fc0efb37a0c4716e00b99b842dd ""
"figures/fig_invariance_field.pdf" 1777045954 9131898 884d7ab77c70b10e418fe13f0f2b7c40 ""
"figures/fig_invariance_full_Omocestus_rufipes.pdf" 1777797162 4817796 b6ee4f756a38fbc1e33a35c8c0795cd0 ""
"figures/fig_invariance_log-hp_appendix.pdf" 1777797162 537850 c6c626abb9294b1fd27882d36a698f55 ""
"figures/fig_invariance_log_hp.pdf" 1777797162 856466 895aecb11969f3e26fc4237d62beb566 ""
"figures/fig_invariance_rect-lp_appendix.pdf" 1777797162 2034997 9367c1f7056c192a8e309683dec9a2d8 ""
"figures/fig_invariance_rect_lp.pdf" 1777797162 660469 4edf22b258a9f258983679b0021a013b ""
"figures/fig_invariance_short_Omocestus_rufipes.pdf" 1777797162 1964443 fdcb805d26f98d4df68b2610576ba65c ""
"figures/fig_invariance_thresh-lp_noise_appendix.pdf" 1777797162 1484986 2e30c32cb12d14665231c49a3d1f8b39 ""
"figures/fig_invariance_thresh-lp_pure_appendix.pdf" 1777797162 1387834 b188c2af617633e33b4ca07122fa4878 ""
"figures/fig_invariance_thresh_lp_single.pdf" 1777797162 859309 b138f3059a39260c0c983abac57c555f ""
"figures/fig_invariance_thresh_lp_species.pdf" 1777797162 1607791 7ccd5637525e6bffb5625a5af725a97f ""
"figures/fig_kernel_sd_perc_field_appendix.pdf" 1777797162 100184 d572524a4fd770aee768eab482584c67 ""
"figures/fig_kernel_sd_perc_full_appendix.pdf" 1777797162 90770 f1311aaecd3b4ab303dc750fd3e5fb3f ""
"figures/fig_kernel_sd_perc_short_appendix.pdf" 1777797162 91395 e4dbc95190032b05aaa0b93ebeed29eb ""
"figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf" 1777797162 90770 e530c18918a1323009c56794bac1102f ""
"figures/fig_noise_env_sd_conversion_appendix.pdf" 1777045954 45466 c2be20312c1572203bdbeb9c8e32525e ""
"figures/fig_pre_stages.pdf" 1777797162 441645 c53d7047133adfb1fb56b5900ada31bb ""
"figures/fig_saturation_log-hp_appendix.pdf" 1777797162 28579 137855d03bab8dc5f6d31b70d404e082 ""
"main.aux" 1777829957 28341 b75f4a9b005b67f68bc257eeb560f7fa "pdflatex"
"main.bbl" 1777829765 93246 1380dc8c93d2855fdb132cc5a40ad52f "biber main"
"main.run.xml" 1777829957 2335 a049bc26a7f032e842ce55de5bc38328 "pdflatex"
"main.tex" 1777829950 58473 caa6f7d8a58dea2d5c2aabdab6502294 ""
["pdflatex"] 1777916951.95758 "/home/hartling/phd/paper/paper_2025/main.tex" "main.pdf" "main" 1777916953.04972 0
"/etc/texmf/web2c/texmf.cnf" 1761560044.43676 475 c0e671620eb5563b2130f56340a5fde8 ""
"/home/hartling/phd/paper/paper_2025/main.tex" 1777916950.72576 68778 147a74bc47f134671ded4038c7c927f6 ""
"/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm" 1246382020 1004 54797486969f23fa377b128694d548df ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm" 1246382020 988 bdf658c3bfc2d96d3c8b02cfc1c94c20 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm" 1246382020 916 f87d7c45f9c908e672703b83b72241a3 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam7.tfm" 1246382020 928 2dc8d444221b7a635bb58038579b861a ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm" 1246382020 908 2921f8a10601f252058503cc6570e581 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm7.tfm" 1246382020 940 228d6584342e91276bf566bcf9716b83 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx10.tfm" 1136768653 1328 c834bbb027764024c09d3d2bf908b5f0 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm" 1136768653 1324 c910af8c371558dc20f2d7822f66fe64 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbxti10.tfm" 1136768653 1532 9162035f4e7176612125649e348e2195 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmex10.tfm" 1136768653 992 662f679a0b3d2d53c1b94050fdaa3f50 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi10.tfm" 1136768653 1528 abec98dbc43e172678c11b3b9031252a ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi12.tfm" 1136768653 1524 4414a8315f39513458b80dfc63bff03a ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi6.tfm" 1136768653 1512 f21f83efb36853c0b70002322c1ab3ad ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi8.tfm" 1136768653 1520 eccf95517727cb11801f4f1aee3a21b4 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr10.tfm" 1136768653 1296 45809c5a464d5f32c8f98ba97c1bb47f ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr12.tfm" 1136768653 1288 655e228510b4c2a1abe905c368440826 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr17.tfm" 1136768653 1292 296a67155bdbfc32aa9c636f21e91433 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr6.tfm" 1136768653 1300 b62933e007d01cfd073f79b963c01526 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr8.tfm" 1136768653 1292 21c1c5bfeaebccffdb478fd231a0997d ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy10.tfm" 1136768653 1124 6c73e740cf17375f03eec0ee63599741 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy6.tfm" 1136768653 1116 933a60c408fc0a863a92debe84b2d294 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy8.tfm" 1136768653 1120 8b7d695260f3cff42e636090a8002094 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmti10.tfm" 1136768653 1480 aa8e34af0eb6a2941b776984cf1dfdc4 ""
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmti12.tfm" 1136768653 1484 ed72f8f5cf654cda15ecc8e32bfcbee5 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx10.pfb" 1248133631 34811 78b52f49e893bcba91bd7581cdc144c0 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx12.pfb" 1248133631 32080 340ef9bf63678554ee606688e7b5339d ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbxti10.pfb" 1248133631 36554 b67dc2cfa451409e100b3fcf5f506509 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmex10.pfb" 1248133631 30251 6afa5cb1d0204815a708a080681d4674 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi10.pfb" 1248133631 36299 5f9df58c2139e7edcf37c8fca4bd384d ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi12.pfb" 1248133631 36741 fa121aac0049305630cf160b86157ee4 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi6.pfb" 1248133631 37166 8ab3487cbe3ab49ebce74c29ea2418db ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi8.pfb" 1248133631 35469 70d41d2b9ea31d5d813066df7c99281c ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr10.pfb" 1248133631 35752 024fb6c41858982481f6968b5fc26508 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr12.pfb" 1248133631 32722 d7379af29a190c3f453aba36302ff5a9 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr17.pfb" 1248133631 32362 179c33bbf43f19adbb3825bb4e36e57a ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr6.pfb" 1248133631 32734 69e00a6b65cedb993666e42eedb3d48f ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr8.pfb" 1248133631 32726 0a1aea6fcd6468ee2cf64d891f5c43c8 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy10.pfb" 1248133631 32569 5e5ddc8df908dea60932f3c484a54c0d ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy8.pfb" 1248133631 32626 4f5c1b83753b1dd3a97d1b399a005b4b ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmti10.pfb" 1248133631 37944 359e864bd06cde3b1cf57bb20757fb06 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmti12.pfb" 1248133631 36118 fad905eba93cff5bce1e185fe980a177 ""
"/usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/symbols/msbm10.pfb" 1248133631 34694 ad62b13721ee8eda1dcc8993c8bd7041 ""
"/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii" 1461363279 71627 94eb9990bed73c364d7f53f960cc8c5b ""
"/usr/share/texlive/texmf-dist/tex/generic/babel-english/english.ldf" 1496785618 7008 9ff5fdcc865b01beca2b0fe4a46231d4 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel-german/german.ldf" 1705784828 2317 770765b11eb80315440660ff5398cbfc ""
"/usr/share/texlive/texmf-dist/tex/generic/babel-german/germanb.ldf" 1705784828 9838 b9de1c6e35ce08917e2d0fbc14c06d99 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/babel.sty" 1704662920 150008 7a05b0fdc0167c04e192003e780ab195 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-de.ini" 1661803479 4096 fa1802f91144b2c083d61dddf097a6d2 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-german.tex" 1681846791 699 565e921a0b7b8366adf163b0ecc00e44 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-en.ini" 1661803479 3966 caeee5a9e5771d4446aa1ca9015ba1b2 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-english.tex" 1498512262 336 ed676b5e7dfd862bc78d634f6a973f37 ""
"/usr/share/texlive/texmf-dist/tex/generic/babel/txtbabel.def" 1704662920 6948 df63e25be1d2bc35bbad5a0141f41348 ""
"/usr/share/texlive/texmf-dist/tex/generic/iftex/iftex.sty" 1644112042 7237 bdd120a32c8fdb4b433cf9ca2e7cd98a ""
"/usr/share/texlive/texmf-dist/tex/generic/iftex/ifvtex.sty" 1572645307 1057 525c2192b5febbd8c1f662c9468335bb ""
"/usr/share/texlive/texmf-dist/tex/generic/infwarerr/infwarerr.sty" 1575499628 8356 7bbb2c2373aa810be568c29e333da8ed ""
"/usr/share/texlive/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty" 1701727651 17865 1a9bd36b4f98178fa551aca822290953 ""
"/usr/share/texlive/texmf-dist/tex/generic/pdftexcmds/pdftexcmds.sty" 1593379760 20089 80423eac55aa175305d35b49e04fe23b ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/pgf.revision.tex" 1673816307 114 e6d443369d0673933b38834bf99e422d ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgf.cfg" 1601326656 926 2963ea0dcf6cc6c0a770b69ec46a477b ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-common-pdf.def" 1673816307 5542 32f75a31ea6c3a7e1148cd6d5e93dbb7 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-pdftex.def" 1673816307 12612 7774ba67bfd72e593c4436c2de6201e3 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex" 1673816307 61351 bc5f86e0355834391e736e97a61abced ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex" 1601326656 1896 b8e0ca0ac371d74c0ca05583f6313c91 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex" 1601326656 7778 53c8b5623d80238f6a20aa1df1868e63 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeys.code.tex" 1673816307 39784 414c54e866ebab4b801e2ad81d9b21d8 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeyslibraryfiltered.code.tex" 1673816307 37433 940bc6d409f1ffd298adfdcaf125dd86 ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex" 1673816307 4385 510565c2f07998c8a0e14f0ec07ff23c ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-common.tex" 1673816307 29239 22e8c7516012992a49873eff0d868fed ""
"/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-latex.def" 1673816307 6950 8524a062d82b7afdc4a88a57cb377784 ""
"/usr/share/texlive/texmf-dist/tex/latex/amsfonts/amsfonts.sty" 1359763108 5949 3f3fd50a8cc94c3d4cbf4fc66cd3df1c ""
"/usr/share/texlive/texmf-dist/tex/latex/amsfonts/amssymb.sty" 1359763108 13829 94730e64147574077f8ecfea9bb69af4 ""
"/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd" 1359763108 961 6518c6525a34feb5e8250ffa91731cff ""
"/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd" 1359763108 961 d02606146ba5601b5645f987c92e6193 ""
"/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty" 1686341992 2222 499d61426192c39efd8f410ee1a52b9c ""
"/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty" 1686341992 4173 82ac04dfb1256038fad068287fbb4fe6 ""
"/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty" 1686341992 88371 d84032c0f422c3d1e282266c01bef237 ""
"/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty" 1686341992 4474 b811654f4bf125f11506d13d13647efb ""
"/usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty" 1686341992 2444 0d0c1ee65478277e8015d65b86983da2 ""
"/usr/share/texlive/texmf-dist/tex/latex/auxhook/auxhook.sty" 1576625391 3935 57aa3c3e203a5c2effb4d2bd2efbc323 ""
"/usr/share/texlive/texmf-dist/tex/latex/base/article.cls" 1705352648 20144 147463a6a579f4597269ef9565205cfe ""
"/usr/share/texlive/texmf-dist/tex/latex/base/ifthen.sty" 1705352648 5319 2b738d02ce36ada6dcdd9534940db0ee ""
"/usr/share/texlive/texmf-dist/tex/latex/base/size12.clo" 1705352648 8449 f07039d8e4e89f21078d9b5137579bfc ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/authoryear.bbx" 1566680006 8024 f170876981d3e1db9ed0abd5abc62dbe ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/standard.bbx" 1609451401 25680 409c3f3d570418bc545e8065bebd0688 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.cfg" 1342308459 69 249fa6df04d948e51b6d5c67bea30c42 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.def" 1678141846 92527 8f6b3a677f74ea525477a813f33c4e65 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.sty" 1678141846 528517 7eed285c714f532e12ae48b360c080f8 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-case-expl3.sty" 1609451401 8433 72f8188742e7214b7068f345cd0287ac ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-compat.def" 1643926307 13919 5426dbe90e723f089052b4e908b56ef9 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-dm.def" 1643926307 32455 8d3e554836db11aab80a8e11be62e1b1 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/cbx/authoryear.cbx" 1566680006 3976 2d46354b304f9bc8fda915fe9215de04 ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/english.lbx" 1643926307 39965 48ce9ce3350aba9457f1020b1deba5cf ""
"/usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/german.lbx" 1643926307 33908 9178e63849ed8d931ae427546930e76a ""
"/usr/share/texlive/texmf-dist/tex/latex/caption/caption.sty" 1696191071 56128 c2ccf1a29d78c33bc553880402e4fb9a ""
"/usr/share/texlive/texmf-dist/tex/latex/caption/caption3.sty" 1696191071 72619 ee90b6612147680fd73c3b1406a74245 ""
"/usr/share/texlive/texmf-dist/tex/latex/caption/subcaption.sty" 1690576852 12494 0c0cdb824278a4d51cefeb2e79901315 ""
"/usr/share/texlive/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty" 1579991033 13886 d1306dcf79a944f6988e688c1785f9ce ""
"/usr/share/texlive/texmf-dist/tex/latex/etoolbox/etoolbox.sty" 1601931149 46845 3b58f70c6e861a13d927bff09d35ecbc ""
"/usr/share/texlive/texmf-dist/tex/latex/float/float.sty" 1137110151 6749 16d2656a1984957e674b149555f1ea1d ""
"/usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty" 1578002852 41601 9cf6c5257b1bc7af01a58859749dd37a ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/color.cfg" 1459978653 1213 620bba36b25224fa9b7e1ccb4ecb76fd ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg" 1465944070 1224 978390e9c2234eab29404bc21b268d1e ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def" 1663965824 19448 1e988b341dda20961a6b931bcde55519 ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/color.sty" 1654720880 7233 e46ce9241d2b2ca2a78155475fdd557a ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty" 1654720880 18387 8f900a490197ebaf93c02ae9476d4b09 ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty" 1654720880 8010 a8d949cbdbc5c983593827c9eec252e1 ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty" 1654720880 2671 7e67d78d9b88c845599a85b2d41f2e39 ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/mathcolor.ltx" 1667332637 2885 9c645d672ae17285bba324998918efd8 ""
"/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty" 1654720880 4023 293ea1c16429fc0c4cf605f4da1791a9 ""
"/usr/share/texlive/texmf-dist/tex/latex/import/import.sty" 1586645574 6201 0ad8b5da8e12f60a88d546b2198a56f2 ""
"/usr/share/texlive/texmf-dist/tex/latex/koma-script/scrbase.sty" 1688762466 100856 24b70029ad44c2ee829db2529cf4ee23 ""
"/usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile-hook.sty" 1688762466 11185 15c86b5a61db19da88ab941ca5b70a12 ""
"/usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile.sty" 1688762466 3328 3d5fc41a419bf18130ce17d90a23c295 ""
"/usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlogo.sty" 1688762466 2162 418e29bcf2b8059e8a9ee1ea4d0d0c87 ""
"/usr/share/texlive/texmf-dist/tex/latex/kvoptions/kvoptions.sty" 1655478651 22555 6d8e155cfef6d82c3d5c742fea7c992e ""
"/usr/share/texlive/texmf-dist/tex/latex/kvsetkeys/kvsetkeys.sty" 1665067230 13815 760b0c02f691ea230f5359c4e1de23a7 ""
"/usr/share/texlive/texmf-dist/tex/latex/l3backend/l3backend-pdftex.def" 1704491087 30006 57b07afb710ee2f649c65cfbafda39c1 ""
"/usr/share/texlive/texmf-dist/tex/latex/l3kernel/expl3.sty" 1705955748 6565 cfd9fd0a1d5f5ad985151778771ff7a9 ""
"/usr/share/texlive/texmf-dist/tex/latex/l3packages/xparse/xparse.sty" 1696969620 9327 c30c00c0072edba199ede5889311aaa9 ""
"/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg" 1279039959 678 4792914a8f45be57bb98413425e4c7af ""
"/usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.def" 1284153563 1620 fb1c32b818f2058eca187e5c41dfae77 ""
"/usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.sty" 1284153563 6187 b27afc771af565d3a9ff1ca7d16d0d46 ""
"/usr/share/texlive/texmf-dist/tex/latex/parskip/parskip.sty" 1615762720 4288 94714aa7f535440f33181fec52a31963 ""
"/usr/share/texlive/texmf-dist/tex/latex/pgf/systemlayer/pgfsys.sty" 1601326656 443 8c872229db56122037e86bcda49e14f3 ""
"/usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgfrcs.sty" 1601326656 325 f9f16d12354225b7dd52a3321f085955 ""
"/usr/share/texlive/texmf-dist/tex/latex/placeins/placeins.sty" 1137110565 4087 636308456f60d2b31cbf97867db5708d ""
"/usr/share/texlive/texmf-dist/tex/latex/setspace/setspace.sty" 1670275497 22490 8cac309b79a4c53a4ffce4b1b07aead0 ""
"/usr/share/texlive/texmf-dist/tex/latex/siunitx/siunitx.sty" 1706217749 330278 a251dbbaec6ade657fe551be54fa0659 ""
"/usr/share/texlive/texmf-dist/tex/latex/svg/svg.sty" 1606428179 43468 671ae75b3a15019004495eff4c0911e8 ""
"/usr/share/texlive/texmf-dist/tex/latex/tools/array.sty" 1698869629 12667 e4b5eb11e4b7239e6c8a52bbe074a6c6 ""
"/usr/share/texlive/texmf-dist/tex/latex/tools/shellesc.sty" 1698869629 4121 f96144e646260251ded7f19bcb6f4e71 ""
"/usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-english.trsl" 1644096163 5588 0c1628daf15f4411ff1f463114c634a3 ""
"/usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-german.trsl" 1644096163 5724 19fd98571803494f625d81b5ad0a0589 ""
"/usr/share/texlive/texmf-dist/tex/latex/translations/translations.sty" 1644096163 44247 2188b95d0ee74e31eca4d316263c58a7 ""
"/usr/share/texlive/texmf-dist/tex/latex/transparent/transparent-nometadata.sty" 1667073146 4212 8da4873548cbd3f1cdb053c708e8aa7e ""
"/usr/share/texlive/texmf-dist/tex/latex/transparent/transparent.sty" 1667073146 1918 c8d1ecb3722721d6f624992cbc042b70 ""
"/usr/share/texlive/texmf-dist/tex/latex/trimspaces/trimspaces.sty" 1253232110 1380 971a51b00a14503ddf754cab24c3f209 ""
"/usr/share/texlive/texmf-dist/tex/latex/url/url.sty" 1388531844 12796 8edb7d69a20b857904dd0ea757c14ec9 ""
"/usr/share/texlive/texmf-dist/tex/latex/xcolor/xcolor.sty" 1700082560 55487 80a65caedd3722f4c20a14a69e785d8f ""
"/usr/share/texlive/texmf-dist/web2c/texmf.cnf" 1707919699 40399 f2c302f7d2af602abb742093540a5834 ""
"/usr/share/texmf/web2c/texmf.cnf" 1707919699 40399 f2c302f7d2af602abb742093540a5834 ""
"/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map" 1761648465.84635 5472669 54eaf61a88b6b7896ebd0dac973cb29c ""
"/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1761648508 8213325 7fd20752ab46ff9aa583e4973d7433df ""
"figures/fig_auditory_pathway.pdf" 1771593904.14638 1153923 3df8539421fd21dc866cc8d320bd9b1d ""
"figures/fig_feat_stages.pdf" 1777568594.52063 11308299 aa000e352d557e9395028dd7235cf375 ""
"figures/fig_features_cross_species.pdf" 1777569988.90598 58996 ac2c8a9c32fb447ab6461246cfe6a1c3 ""
"figures/fig_invariance_cross_species_thresh_appendix.pdf" 1777568946.883 302422 5f33b50142db8b69ae9735c4aa8be688 ""
"figures/fig_invariance_field.pdf" 1776952657.04263 9131898 e9d9acff1d03fdf60ddc9e32b87ae6c2 ""
"figures/fig_invariance_full_Omocestus_rufipes.pdf" 1777914919.48322 4817854 489437547b91e2c147d390725d05c6bd ""
"figures/fig_invariance_log-hp_appendix.pdf" 1777378237.41292 537850 039c3b97fa1196f939cb46c7124692c2 ""
"figures/fig_invariance_log_hp.pdf" 1777397498.84496 856466 80c2296c4244a5028c5680207c983431 ""
"figures/fig_invariance_rect-lp_appendix.pdf" 1777378650.4805 2034997 232e08d6eb888802d738123188aaa6f5 ""
"figures/fig_invariance_rect_lp.pdf" 1777887652.48157 619573 8d0cca3295f96c6125c04430dbe1ff32 ""
"figures/fig_invariance_short_Omocestus_rufipes.pdf" 1777915059.23603 1964460 d7d5094b99b7a2cfc755e60b9cc107ae ""
"figures/fig_invariance_thresh-lp_noise_appendix.pdf" 1777378570.40754 1484986 42bec6aa96a984e1b2872daafbf7decf ""
"figures/fig_invariance_thresh-lp_pure_appendix.pdf" 1777378581.6234 1387834 7815dfef418fdf540749fafb8a79ac6f ""
"figures/fig_invariance_thresh_lp_single.pdf" 1777447653.9361 859309 caf82e9ed5fd0b299978dd54205eb29b ""
"figures/fig_invariance_thresh_lp_species.pdf" 1777378512.7163 1607791 f0b47f0ad73ff3b1dd65eee81fb5abfb ""
"figures/fig_kernel_sd_perc_field_appendix.pdf" 1777273985.83211 100184 e699513599b5828cd498b1621e1e79ee ""
"figures/fig_kernel_sd_perc_full_appendix.pdf" 1777273971.01214 90770 e3ecb7db816fc5046b866a9b27a35193 ""
"figures/fig_kernel_sd_perc_short_appendix.pdf" 1777273977.37413 91395 b7d8e68ba3a353986dbde11221d0051f ""
"figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf" 1777273964.75216 90770 9cb3f2324eea517a8412177ca3dba932 ""
"figures/fig_noise_env_sd_conversion_appendix.pdf" 1776328774.43347 45466 c2be20312c1572203bdbeb9c8e32525e ""
"figures/fig_pre_stages.pdf" 1777568592.25966 441645 7231cde61e83c7ce28a9e6cfaceac8d3 ""
"figures/fig_saturation_log-hp_appendix.pdf" 1777378621.26288 28579 137855d03bab8dc5f6d31b70d404e082 ""
"main.aux" 1777916952.97474 24854 b90e0090dcf1a7382cc45749d2a95136 "pdflatex"
"main.bbl" 1777916914.74899 91039 1380dc8c93d2855fdb132cc5a40ad52f "biber main"
"main.run.xml" 1777916952.98174 2335 a049bc26a7f032e842ce55de5bc38328 "pdflatex"
"main.tex" 1777916950.72576 68778 147a74bc47f134671ded4038c7c927f6 ""
(generated)
"main.aux"
"main.bcf"

833
main.fls
View File

@@ -1,446 +1,407 @@
PWD c:\Users\jonah\Desktop\phd\paper\paper_2025
INPUT C:\Users\jonah\AppData\Local\MiKTeX\miktex\data\le\pdftex\pdflatex.fmt
INPUT c:\Users\jonah\Desktop\phd\paper\paper_2025\main.tex
PWD /home/hartling/phd/paper/paper_2025
INPUT /etc/texmf/web2c/texmf.cnf
INPUT /usr/share/texmf/web2c/texmf.cnf
INPUT /usr/share/texlive/texmf-dist/web2c/texmf.cnf
INPUT /var/lib/texmf/web2c/pdftex/pdflatex.fmt
INPUT /home/hartling/phd/paper/paper_2025/main.tex
OUTPUT main.log
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\article.cls
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\article.cls
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\size12.clo
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\size12.clo
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\size12.clo
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\geometry\geometry.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\geometry\geometry.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\keyval.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\keyval.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\iftex\ifvtex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\iftex\ifvtex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\iftex\iftex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\iftex\iftex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\geometry\geometry.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\geometry\geometry.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\geometry\geometry.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\setspace\setspace.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\setspace\setspace.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\graphicx.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\graphicx.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\graphics.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\graphics.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\trig.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\trig.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\graphics.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\graphics.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\graphics.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-def\pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-def\pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-def\pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\svg\svg.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\svg\svg.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrbase.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrbase.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlfile.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlfile.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlfile-hook.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlfile-hook.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlogo.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\koma-script\scrlogo.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pdftexcmds\pdftexcmds.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pdftexcmds\pdftexcmds.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\infwarerr\infwarerr.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\infwarerr\infwarerr.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\ltxcmds\ltxcmds.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\ltxcmds\ltxcmds.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\trimspaces\trimspaces.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\trimspaces\trimspaces.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\tools\shellesc.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\tools\shellesc.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\xcolor\xcolor.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\xcolor\xcolor.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\color.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\color.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics-cfg\color.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\mathcolor.ltx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\mathcolor.ltx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\mathcolor.ltx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\transparent\transparent.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\transparent\transparent.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\transparent\transparent-nometadata.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\transparent\transparent-nometadata.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\auxhook\auxhook.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\auxhook\auxhook.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\pgf\systemlayer\pgfsys.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\pgf\systemlayer\pgfsys.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\pgf\utilities\pgfrcs.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\pgf\utilities\pgfrcs.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfutil-common.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfutil-latex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfrcs.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfrcs.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfrcs.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\pgf.revision.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\pgf.revision.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfkeys.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\utilities\pgfkeyslibraryfiltered.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgf.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys-pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys-pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsys-common-pdf.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsyssoftpath.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsyssoftpath.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsyssoftpath.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsysprotocol.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsysprotocol.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\pgf\systemlayer\pgfsysprotocol.code.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\import\import.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\import\import.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\float\float.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\float\float.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\placeins\placeins.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\placeins\placeins.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\parskip\parskip.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\parskip\parskip.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\kvoptions\kvoptions.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\kvoptions\kvoptions.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\kvsetkeys\kvsetkeys.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\kvsetkeys\kvsetkeys.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\etoolbox\etoolbox.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\etoolbox\etoolbox.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsmath.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsmath.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsopn.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amstext.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amstext.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsgen.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsgen.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsbsy.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsbsy.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsopn.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\amssymb.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\amssymb.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\amsfonts.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\amsfonts.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\subcaption.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\subcaption.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\caption.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\caption.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\caption3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\caption\caption3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\babel.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\babel.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\txtbabel.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\arabi\bblopts.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\arabi\bblopts.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\arabi\bblopts.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-german\german.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-german\german.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-german\german.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-german\germanb.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-english\english.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-english\english.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\babel-english\english.ldf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\en\babel-english.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\en\babel-english.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\en\babel-english.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\en\babel-en.ini
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\de\babel-german.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\de\babel-german.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\de\babel-german.tex
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\generic\babel\locale\de\babel-de.ini
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\siunitx\siunitx.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\siunitx\siunitx.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\translations.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\translations.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\tools\array.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\tools\array.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\logreq\logreq.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\logreq\logreq.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\logreq\logreq.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\logreq\logreq.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\logreq\logreq.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\ifthen.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\base\ifthen.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\url\url.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\url\url.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-dm.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-dm.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-dm.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-compat.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-compat.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-compat.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\authoryear.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\authoryear.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\authoryear.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\standard.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\standard.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\bbx\standard.bbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\cbx\authoryear.cbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\cbx\authoryear.cbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\cbx\authoryear.cbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\biblatex.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3kernel\expl3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3kernel\expl3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3backend\l3backend-pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3backend\l3backend-pdftex.def
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-case-expl3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\blx-case-expl3.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3packages\xparse\xparse.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\l3packages\xparse\xparse.sty
INPUT .\main.aux
INPUT .\main.aux
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/article.cls
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/article.cls
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/size12.clo
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/size12.clo
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/size12.clo
INPUT /usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr12.tfm
INPUT /usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/iftex/ifvtex.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/iftex/ifvtex.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/iftex/iftex.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/iftex/iftex.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/setspace/setspace.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/setspace/setspace.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/svg/svg.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/svg/svg.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrbase.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrbase.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile-hook.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlfile-hook.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlogo.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/koma-script/scrlogo.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/pdftexcmds/pdftexcmds.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/pdftexcmds/pdftexcmds.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/infwarerr/infwarerr.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/infwarerr/infwarerr.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/trimspaces/trimspaces.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/trimspaces/trimspaces.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/tools/shellesc.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/tools/shellesc.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/xcolor/xcolor.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/xcolor/xcolor.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/color.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/color.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/color.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/mathcolor.ltx
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/mathcolor.ltx
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/mathcolor.ltx
INPUT /usr/share/texlive/texmf-dist/tex/latex/transparent/transparent.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/transparent/transparent.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/transparent/transparent-nometadata.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/transparent/transparent-nometadata.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/auxhook/auxhook.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/auxhook/auxhook.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/pgf/systemlayer/pgfsys.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/pgf/systemlayer/pgfsys.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgfrcs.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgfrcs.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-common.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-latex.def
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/pgf.revision.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/pgf.revision.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeys.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeyslibraryfiltered.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgf.cfg
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-common-pdf.def
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex
INPUT /usr/share/texlive/texmf-dist/tex/latex/import/import.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/import/import.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/float/float.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/float/float.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/placeins/placeins.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/placeins/placeins.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/parskip/parskip.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/parskip/parskip.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/kvoptions/kvoptions.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/kvoptions/kvoptions.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/kvsetkeys/kvsetkeys.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/kvsetkeys/kvsetkeys.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/etoolbox/etoolbox.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/etoolbox/etoolbox.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/amssymb.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/amssymb.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/amsfonts.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/amsfonts.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/subcaption.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/subcaption.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/caption.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/caption.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/caption3.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/caption/caption3.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/babel.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/babel.sty
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/txtbabel.def
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-german/german.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-german/german.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-german/german.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-german/germanb.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-english/english.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-english/english.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel-english/english.ldf
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-english.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-english.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-english.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/en/babel-en.ini
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-german.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-german.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-german.tex
INPUT /usr/share/texlive/texmf-dist/tex/generic/babel/locale/de/babel-de.ini
INPUT /usr/share/texlive/texmf-dist/tex/latex/siunitx/siunitx.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/siunitx/siunitx.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/tools/array.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/tools/array.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/logreq/logreq.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/ifthen.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/base/ifthen.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/url/url.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/url/url.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-dm.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-dm.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-dm.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-compat.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-compat.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-compat.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/authoryear.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/authoryear.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/authoryear.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/standard.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/standard.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/bbx/standard.bbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/cbx/authoryear.cbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/cbx/authoryear.cbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/cbx/authoryear.cbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/biblatex.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3kernel/expl3.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3kernel/expl3.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3backend/l3backend-pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3backend/l3backend-pdftex.def
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-case-expl3.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/blx-case-expl3.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3packages/xparse/xparse.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/l3packages/xparse/xparse.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/graphics/color.sty
INPUT ./main.aux
INPUT ./main.aux
INPUT main.aux
OUTPUT main.aux
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\context\base\mkii\supp-pdf.mkii
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\context\base\mkii\supp-pdf.mkii
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\context\base\mkii\supp-pdf.mkii
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\epstopdf-pkg\epstopdf-base.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\epstopdf-pkg\epstopdf-base.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\00miktex\epstopdf-sys.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\00miktex\epstopdf-sys.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\00miktex\epstopdf-sys.cfg
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\graphics\color.sty
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-english.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-english.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-english.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-german.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-german.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\translations\dicts\translations-basic-dictionary-german.trsl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\english.lbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\english.lbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\english.lbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\german.lbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\german.lbx
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\biblatex\lbx\german.lbx
INPUT /usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii
INPUT /usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii
INPUT /usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii
INPUT /usr/share/texlive/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty
INPUT /usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-english.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-english.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-english.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-german.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-german.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/translations/translations-basic-dictionary-german.trsl
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/english.lbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/english.lbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/english.lbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/german.lbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/german.lbx
INPUT /usr/share/texlive/texmf-dist/tex/latex/biblatex/lbx/german.lbx
OUTPUT main.bcf
INPUT main.bbl
INPUT .\main.bbl
INPUT .\main.bbl
INPUT .\main.bbl
INPUT ./main.bbl
INPUT ./main.bbl
INPUT ./main.bbl
INPUT main.bbl
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr17.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmex10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\cmextra\cmex7.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsa.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsa.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsa.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam7.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsb.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsb.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\tex\latex\amsfonts\umsb.fd
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm7.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr17.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmti12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr17.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmex10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam7.tfm
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd
INPUT /usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm7.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr17.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmti12.tfm
OUTPUT main.pdf
INPUT C:\Users\jonah\AppData\Local\MiKTeX\fonts\map\pdftex\pdftex.map
INPUT .\figures\fig_auditory_pathway.pdf
INPUT .\figures\fig_auditory_pathway.pdf
INPUT .\figures\fig_auditory_pathway.pdf
INPUT .\figures\fig_auditory_pathway.pdf
INPUT .\figures\fig_auditory_pathway.pdf
INPUT .\figures\fig_auditory_pathway.pdf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr8.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmr6.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi12.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi8.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi6.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy8.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy6.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmex10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\cmextra\cmex8.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\cmextra\cmex7.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam7.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm7.tfm
INPUT .\figures\fig_pre_stages.pdf
INPUT .\figures\fig_pre_stages.pdf
INPUT .\figures\fig_pre_stages.pdf
INPUT .\figures\fig_pre_stages.pdf
INPUT .\figures\fig_pre_stages.pdf
INPUT .\figures\fig_pre_stages.pdf
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbxti10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmex10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_feat_stages.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_rect_lp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_log_hp.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_single.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_thresh_lp_species.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_full_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_invariance_short_Omocestus_rufipes.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_features_cross_species.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_invariance_field.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_noise_env_sd_conversion_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_rect-lp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_saturation_log-hp_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_pure_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_invariance_thresh-lp_noise_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_full_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_short_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_kernel_sd_perc_field_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT .\figures\fig_invariance_cross_species_thresh_appendix.pdf
INPUT /var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map
INPUT ./figures/fig_auditory_pathway.pdf
INPUT ./figures/fig_auditory_pathway.pdf
INPUT ./figures/fig_auditory_pathway.pdf
INPUT ./figures/fig_auditory_pathway.pdf
INPUT ./figures/fig_auditory_pathway.pdf
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr8.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr6.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi12.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi8.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi6.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy8.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy6.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmex10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam7.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm7.tfm
INPUT ./figures/fig_pre_stages.pdf
INPUT ./figures/fig_pre_stages.pdf
INPUT ./figures/fig_pre_stages.pdf
INPUT ./figures/fig_pre_stages.pdf
INPUT ./figures/fig_pre_stages.pdf
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbxti10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmex10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm
INPUT ./figures/fig_feat_stages.pdf
INPUT ./figures/fig_feat_stages.pdf
INPUT ./figures/fig_feat_stages.pdf
INPUT ./figures/fig_feat_stages.pdf
INPUT ./figures/fig_feat_stages.pdf
INPUT ./figures/fig_invariance_rect_lp.pdf
INPUT ./figures/fig_invariance_rect_lp.pdf
INPUT ./figures/fig_invariance_rect_lp.pdf
INPUT ./figures/fig_invariance_rect_lp.pdf
INPUT ./figures/fig_invariance_rect_lp.pdf
INPUT ./figures/fig_invariance_log_hp.pdf
INPUT ./figures/fig_invariance_log_hp.pdf
INPUT ./figures/fig_invariance_log_hp.pdf
INPUT ./figures/fig_invariance_log_hp.pdf
INPUT ./figures/fig_invariance_log_hp.pdf
INPUT ./figures/fig_invariance_thresh_lp_single.pdf
INPUT ./figures/fig_invariance_thresh_lp_single.pdf
INPUT ./figures/fig_invariance_thresh_lp_single.pdf
INPUT ./figures/fig_invariance_thresh_lp_single.pdf
INPUT ./figures/fig_invariance_thresh_lp_single.pdf
INPUT ./figures/fig_invariance_thresh_lp_species.pdf
INPUT ./figures/fig_invariance_thresh_lp_species.pdf
INPUT ./figures/fig_invariance_thresh_lp_species.pdf
INPUT ./figures/fig_invariance_thresh_lp_species.pdf
INPUT ./figures/fig_invariance_thresh_lp_species.pdf
INPUT ./figures/fig_invariance_full_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_full_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_full_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_full_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_full_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_short_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_short_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_short_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_short_Omocestus_rufipes.pdf
INPUT ./figures/fig_invariance_short_Omocestus_rufipes.pdf
INPUT ./figures/fig_features_cross_species.pdf
INPUT ./figures/fig_features_cross_species.pdf
INPUT ./figures/fig_features_cross_species.pdf
INPUT ./figures/fig_features_cross_species.pdf
INPUT ./figures/fig_features_cross_species.pdf
INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmti10.tfm
INPUT ./figures/fig_invariance_field.pdf
INPUT ./figures/fig_invariance_field.pdf
INPUT ./figures/fig_invariance_field.pdf
INPUT ./figures/fig_invariance_field.pdf
INPUT ./figures/fig_invariance_field.pdf
INPUT ./figures/fig_noise_env_sd_conversion_appendix.pdf
INPUT ./figures/fig_noise_env_sd_conversion_appendix.pdf
INPUT ./figures/fig_noise_env_sd_conversion_appendix.pdf
INPUT ./figures/fig_noise_env_sd_conversion_appendix.pdf
INPUT ./figures/fig_noise_env_sd_conversion_appendix.pdf
INPUT ./figures/fig_invariance_rect-lp_appendix.pdf
INPUT ./figures/fig_invariance_rect-lp_appendix.pdf
INPUT ./figures/fig_invariance_rect-lp_appendix.pdf
INPUT ./figures/fig_invariance_rect-lp_appendix.pdf
INPUT ./figures/fig_invariance_rect-lp_appendix.pdf
INPUT ./figures/fig_invariance_log-hp_appendix.pdf
INPUT ./figures/fig_invariance_log-hp_appendix.pdf
INPUT ./figures/fig_invariance_log-hp_appendix.pdf
INPUT ./figures/fig_invariance_log-hp_appendix.pdf
INPUT ./figures/fig_invariance_log-hp_appendix.pdf
INPUT ./figures/fig_saturation_log-hp_appendix.pdf
INPUT ./figures/fig_saturation_log-hp_appendix.pdf
INPUT ./figures/fig_saturation_log-hp_appendix.pdf
INPUT ./figures/fig_saturation_log-hp_appendix.pdf
INPUT ./figures/fig_saturation_log-hp_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_pure_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_pure_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_pure_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_pure_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_pure_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_noise_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_noise_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_noise_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_noise_appendix.pdf
INPUT ./figures/fig_invariance_thresh-lp_noise_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_full_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_full_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_full_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_full_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_full_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_short_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_short_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_short_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_short_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_short_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_field_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_field_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_field_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_field_appendix.pdf
INPUT ./figures/fig_kernel_sd_perc_field_appendix.pdf
INPUT ./figures/fig_invariance_cross_species_thresh_appendix.pdf
INPUT ./figures/fig_invariance_cross_species_thresh_appendix.pdf
INPUT ./figures/fig_invariance_cross_species_thresh_appendix.pdf
INPUT ./figures/fig_invariance_cross_species_thresh_appendix.pdf
INPUT ./figures/fig_invariance_cross_species_thresh_appendix.pdf
INPUT main.aux
INPUT main.run.xml
OUTPUT main.run.xml
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbx10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbx10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbx12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbx12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbxti10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmbxti10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmex10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmex10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi6.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi6.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmmi8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr17.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr17.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr6.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr6.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmr8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmsy10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmsy10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmsy8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmsy8.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmti12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\cm\cmti12.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\symbols\msbm10.pfb
INPUT C:\Users\jonah\AppData\Local\Programs\MiKTeX\fonts\type1\public\amsfonts\symbols\msbm10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx12.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbxti10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmex10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi12.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi6.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmmi8.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr12.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr17.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr6.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr8.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy8.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmti10.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmti12.pfb
INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/symbols/msbm10.pfb

791
main.log
View File

File diff suppressed because it is too large Load Diff

BIN
main.pdf
View File

Binary file not shown.

BIN
main.synctex.gz
View File

Binary file not shown.

336
main.tex
View File

@@ -33,7 +33,7 @@
%\bibstyle
%\citation
\title{Emergent intensity invariance in a physiologically inspired model of the grasshopper auditory system}
\title{Emergent intensity invariance vs. signal-to-noise ratio at three consecutive processing stages along the grasshopper song recognition pathway}
\author{Jona Hartling, Jan Benda}
\date{}
@@ -403,7 +403,7 @@ pathway, logarithmic compression is achieved by conversion to decibel scale
\db(t)\,=\,20\,\cdot\,\dec \frac{\env(t)}{\dbref}, \qquad \dbref\,=\,1
\label{eq:log}
\end{equation}
relative to the maximum intensity $\dbref$ of the signal envelope $\env(t)$.
relative to the common reference intensity $\dbref$.
Both the receptor neurons~(\bcite{romer1976informationsverarbeitung};
\bcite{gollisch2004input}; \bcite{fisch2012channel}) and, on a larger scale,
the subsequent local interneurons~(\bcite{hildebrandt2009origin};
@@ -555,7 +555,7 @@ can be read out by a simple linear classifier.
\end{figure}
\FloatBarrier
\section{Two mechanisms driving the emergence of intensity-invariant song representation}
\section{Mechanisms driving the emergence of\\intensity-invariant song representation}
% Still missing the SNR analysis. Should be able to write around it for now.
The robustness of song recognition is tied to the degree of intensity
@@ -573,6 +573,54 @@ specific operations involved, as outlined in the following sections.
\subsection{Full-wave rectification \& lowpass filtering}
The first nonlinear transformation along the model pathway is the full-wave
rectification of the tympanal signal $\filt(t)$ during the extraction of the
signal envelope (Eq.\,\ref{eq:env}). Rectification transforms the distribution
of $\filt(t)$ from an approximately zero-centered distribution with both
positive and negative values into a strictly non-negative distribution. Signal
envelope $\env(t)$ is then obtained by lowpass filtering the rectified
$\filt(t)$. The effects of this transformation pair on SNR and potential
intensity invariance were analyzed by rescaling and processing the input signal
$\raw(t)$ and comparing standard deviations between the resulting $\filt(t)$
and $\env(t)$, once for the noiseless case~(Fig.\,\ref{fig:rect-lp}a) and once
for the noisy case~(Fig.\,\ref{fig:rect-lp}b). In addition, the cutoff
frequency $\fc$ of the lowpass filter was varied to investigate the influence
of different filter bandwidths. In the noiseless case, the standard deviations
of $\filt(t)$ and $\env(t)$ are each reduced compared to the input $\raw(t)$ by
a multiplicative factor. These factors are constant across all $\sca$, which
results in a downward shift of the respective curve on a double-logarithmic
scale, away from the diagonal~(Fig.\,\ref{fig:rect-lp}c). For $\filt(t)$, the
reduction is a consequence of the bandpass filtering~(Eq.\,\ref{eq:bandpass})
of $\raw(t)$. For $\env(t)$, the standard deviation is further reduced compared
to $\filt(t)$. Rectification contributes much less to this reduction than
lowpass filtering. The degree of reduction by lowpass filtering depends on the
cutoff frequency $\fc$, with lower $\fc$ (narrow bandwidth) resulting in a
stronger reduction. In the noisy case, the standard deviations of $\filt(t)$
and $\env(t)$ can be related to the respective pure-noise reference standard
deviation~(Fig.\,\ref{fig:rect-lp}d). This causes each curve to start with a
constant regime of SNR values near 1 for smaller $\sca$, which reflects the
dominance of the noise component $\noc(t)$ over the song component $\soc(t)$ in
the input $\raw(t)$. For larger $\sca$, all curves transition into a regime of
linearly increasing SNR on a double-logarithmic scale. For $\filt(t)$, the
linear part of the curve deviates only slightly from the diagonal. For
$\env(t)$, however, the transition occurs at lower $\sca$ compared to
$\filt(t)$, and the linear part of the curve is shifted leftward away from the
diagonal, which means that higher SNR values are achieved for the same $\sca$.
This effect is more pronounced for lower $\fc$ of the lowpass filter and is
presumably caused by the attenuation of high-frequency components in the
signal, which are more prominent in the noise component $\noc(t)$ than in the
song component $\soc(t)$. The effect also appears relatively consistent across
different species, although small variations based on different song structures
and distributions exist~(Fig.\,\ref{fig:rect-lp}e). In summary, the standard
deviation of $\env(t)$ has never been observed to transition into a saturation
regime for larger $\sca$ but rather continues to increase proportionally to
$\sca$ for all tested $\fc$, in both the noiseless and the noisy case and
across different species. Consequently, the combination of rectification and
lowpass filtering does not contribute to intensity invariance. However, this
transformation pair does improve the SNR of $\env(t)$ relative to $\filt(t)$
and thus provides subsequent processing stages with a more robust input
representation and higher input SNR.
\begin{figure}[!ht]
\centering
\includegraphics[width=\textwidth]{figures/fig_invariance_rect_lp.pdf}
@@ -605,73 +653,113 @@ specific operations involved, as outlined in the following sections.
\subsection{Logarithmic compression \& spike-frequency adaptation}
The first notable emergence of intensity invariance along the model pathway
occurs during the transformation of the signal envelope $\env(t)$ into the
logarithmically scaled envelope $\db(t)$ and then into the intensity-adapted
envelope $\adapt(t)$. In order to disentangle the interplay of logarithmic
compression and adaptation, $\env(t)$ can be rewritten as a synthetic mixture
The second nonlinear transformation along the model pathway is the logarithmic
compression of the signal envelope $\env(t)$ into $\db(t)$, Eq.\,\ref{eq:log},
which is then followed by the highpass filtering of $\db(t)$,
Eq.\,\ref{eq:highpass}, to obtain the intensity-adapted envelope $\adapt(t)$.
The interplay of this transformation pair was analyzed by rescaling and
processing the input signal $\filt(t)$ and comparing standard deviations
between the resulting $\env(t)$, $\db(t)$, and $\adapt(t)$. It is necessary to
use $\filt(t)$ as input for this analysis instead of $\env(t)$, because
$\env(t)$ results from a nonlinear transformation and hence cannot be
synthesized as an additive mixture of song component $\soc(t)$ and noise
component $\noc(t)$. % <-- Sentence may be methods section material.
However, it is much easier to conceive a mathematical description of the
effects of logarithmic compression and adaptation if $\env(t)$ itself is
assumed to be composed of $\soc(t)$ and $\noc(t)$. In the noiseless
case~(Fig.\,\ref{fig:log-hp}a), $\env(t)$ takes the form of
\begin{equation}
\env(t)\,=\,\sca\,\cdot\,\soc(t), \qquad \env(t)\,>\,0\enspace\forall\enspace t\,\in\,\mathbb{R}
\label{eq:toy_env_pure}
\end{equation}
The standard deviation of $\env(t)$ increases linearly with $\sca$ on a
double-logarithmic scale and is slightly reduced~(Fig.\,\ref{fig:log-hp}c)
compared to the input $\filt(t)$, which is consistent with the results of the
previous analysis~(Fig.\,\ref{fig:rect-lp}c). By conversion of $\env(t)$ to
decibel scale, $\sca$ turns from a multiplicative scale in linear space into an
additive term, or offset, in logarithmic space:
\begin{equation}
\db(t)\,=\,20\,\cdot\,\dec \left[\,\sca\,\cdot\,s(t)\,\right]\,=\,20\,\cdot\,\left[\dec \sca\,+\,\dec s(t)\right], \qquad \sca\,>\,0
\label{eq:toy_log_pure}
\end{equation}
The highpass filtering of $\db(t)$ can be approximated as a subtraction of the
local signal offset within a suitable time interval $0 \ll \thp <
\frac{1}{\fc}$:
\begin{equation}
\begin{split}
\adapt(t)\,\approx\,\db(t)\,-\,20\,\cdot\,\dec \sca\,=\,20\,\cdot\,\dec s(t)
\end{split}
\label{eq:toy_highpass_pure}
\end{equation}
This eliminates $\sca$ from $\adapt(t)$ and thus renders it perfectly
intensity-invariant, with a constant standard deviation of around 10\,dB across
all $\sca>0$~(Fig.\,\ref{fig:log-hp}c). In contrast, in the noisy
case~(Fig.\,\ref{fig:log-hp}b), $\env(t)$ takes the form of
\begin{equation}
\env(t)\,=\,\sca\,\cdot\,\soc(t)\,+\,\noc(t), \qquad \env(t)\,>\,0\enspace\forall\enspace t\,\in\,\mathbb{R}
\label{eq:toy_env}
\label{eq:toy_env_noise}
\end{equation}
of a song component $\soc(t)$ with variable multiplicative scale $\sca\geq0$
and a fixed-scale noise component $\noc(t)$. Both $\soc(t)$ and $\noc(t)$ are
assumed to have unit variance. By conversion of $\env(t)$ to decibel
scale~(Eq.\,\ref{eq:log}), $\sca$ turns from a multiplicative scale in linear
space into an additive term, or offset, in logarithmic space
Similar to the previous analysis~(Fig.\,\ref{fig:rect-lp}d), the ratio of the
standard deviation of $\env(t)$ to its pure-noise reference standard deviation
on a double-logarithmic scale follows a constant regime for small $\sca$ and a
linearly increasing regime for larger $\sca$~(Fig.\,\ref{fig:log-hp}d). Decibel
conversion of $\env(t)$
% \begin{equation}
% \begin{split}
% \db(t)\,&=\,\dec \frac{\alpha\,\cdot\,s(t)\,+\,\eta(t)}{\dbref}\\
% &=\,\dec \frac{\alpha}{\dbref}\,+\,\dec \left[s(t)\,+\,\frac{\eta(t)}{\alpha}\right], \qquad \sca\,>\,0
% \db(t)\,&=\,20\,\cdot\,\dec \left[\,\sca\,\cdot\,s(t)\,+\,\eta(t)\,\right]\\
% &=\,20\,\cdot\,\left(\dec \sca\,+\,\dec \left[s(t)\,+\,\frac{\eta(t)}{\sca}\right]\right), \qquad \sca\,>\,0
% \end{split}
% \label{eq:toy_log}
% \label{eq:toy_log_noise}
% \end{equation}
\begin{equation}
\begin{split}
\db(t)\,&=\,20\,\cdot\,\dec \left[\,\sca\,\cdot\,s(t)\,+\,\eta(t)\,\right]\\
&=\,20\,\cdot\,\left(\dec \sca\,+\,\dec \left[s(t)\,+\,\frac{\eta(t)}{\sca}\right]\right), \qquad \sca\,>\,0
\end{split}
\label{eq:toy_log}
\db(t)\,=\,20\,\cdot\,\left(\dec \sca\,+\,\dec \left[s(t)\,+\,\frac{\eta(t)}{\sca}\right]\right), \qquad \sca\,>\,0
\label{eq:toy_log_noise}
\end{equation}
allows for the separation of $\sca$ from $\soc(t)$ but introduces a scaling of
$\noc(t)$ by the inverse of $\sca$, which remains present even after the offset
subtraction:
\begin{equation}
\begin{split}
\adapt(t)\,\approx\,20\,\cdot\,\dec\left[s(t)\,+\,\frac{\eta(t)}{\sca}\right]
\end{split}
\label{eq:toy_highpass_noise}
\end{equation}
which allows for its separation from $\soc(t)$ but introduces a scaling of
$\noc(t)$ by the inverse of $\sca$. The subsequent
highpass filtering~(Eq.\,\ref{eq:highpass}) of $\db(t)$ can then be
approximated as a subtraction of the local offset within a suitable time
interval $0 \ll \thp < \frac{1}{\fc}$:
% \begin{equation}
% \begin{split}
% \adapt(t)\,\approx\,\db(t)\,-\,\dec \frac{\sca}{\dbref}\,=\,\dec\left[s(t)\,+\,\frac{\eta(t)}{\sca}\right], \qquad \sca\,>\,0
% \adapt(t)\,\approx\,\db(t)\,-\,20\,\cdot\,\dec \sca\,=\,20\,\cdot\,\dec\left[s(t)\,+\,\frac{\eta(t)}{\sca}\right]
% \end{split}
% \label{eq:toy_highpass}
% \label{eq:toy_highpass_noise}
% \end{equation}
\begin{equation}
\begin{split}
\adapt(t)\,\approx\,\db(t)\,-\,20\,\cdot\,\dec \sca\,=\,20\,\cdot\,\dec\left[s(t)\,+\,\frac{\eta(t)}{\sca}\right], \qquad \sca\,>\,0
\end{split}
\label{eq:toy_highpass}
\end{equation}
This means that $\sca$ cannot be entirely eliminated from $\adapt(t)$, only
redistributed between $\soc(t)$ and $\noc(t)$. In consequence, if $\sca$ is
sufficiently large ($\sca\gg1$), $\noc(t)$ is attenuated to the point of being
negligible, so that $\adapt(t)$ represents $\soc(t)$ in a scale-free manner. If
$\soc(t)$ and $\noc(t)$ are at similar scales ($\sca\approx1$), $\adapt(t)$
largely resembles $\db(t)$. However, if $\sca$ is sufficiently small
($\sca\ll1$), $\noc(t)$ masks $\soc(t)$ even after the intensity adaptation.
Therefore, the effective intensity invariance of $\adapt(t)$ relative to
$\env(t)$ is limited by the initial scaling of $\soc(t)$ relative to $\noc(t)$;
that is, the signal-to-noise ratio (SNR) of $\env(t)$ with ($\sca>0$) and
without ($\sca=0$) song component $\soc(t)$
\begin{equation}
\text{SNR}(\sca)\,=\,\frac{\xvar}{\nvar}\,=\,\frac{\alpha^{2}\,\cdot\,\svar\,+\,\nvar}{\nvar}\,=\,\alpha^{2}\,+\,1, \qquad \svar\,=\,\nvar\,=\,1
\label{eq:toy_snr}
\end{equation}
which depends quadratically on $\sca$ if $\soc(t)\perp\noc(t)$. Overall, the
combination of logarithmic compression and adaptation allows for the
equalization of different sufficiently large song scales, which is essential
for intensity-invariant song representation. However, this mechanism is unable
to recover songs that have already sunken below the noise floor, which
emphasizes the importance of a sufficiently high SNR at the intial reception of
the signal for reliable song recognition.
This means that, in the noisy case, $\sca$ cannot be entirely eliminated from
$\adapt(t)$, only redistributed between $\soc(t)$ and $\noc(t)$. If $\sca$ is
sufficiently large ($\sca\gg1$, saturation regime), $\noc(t)$ is attenuated to
the point of being negligible, so that $\adapt(t)$ is a scale-free
representation of $\soc(t)$. If $\sca$ and $\noc(t)$ are at similar scales
($\sca\approx1$, transient regime), $\adapt(t)$ largely resembles $\db(t)$.
Finally, if $\sca$ is sufficiently small ($0<\sca\ll1$, noise regime),
$\noc(t)$ masks $\soc(t)$ even after the intensity adaptation. Accordingly, the
effective intensity invariance of $\adapt(t)$ through logarithmic compression
and adaptation is limited by the SNR of $\env(t)$: Songs that have already
sunken into the noise floor at the level of $\env(t)$ cannot be recovered by
subsequent processing steps, which emphasizes the importance of the SNR
improvement by rectification and lowpass filtering during the previous
processing step~(Fig.\,\ref{fig:rect-lp}d). The general pattern of noise
regime, transient regime, and saturation regime remains consistent across
different species~(Fig.\,\ref{fig:log-hp}e). However, the specific value of
$\sca$ at which the saturation regime is reached (see appendix
Fig.\,\ref{fig:app_log-hp_saturation}) and the maximum SNR value of $\adapt(t)$
within the saturation regime vary considerably between and within species. For
example, \textit{C. biguttulus} and \textit{C. mollis} display a noticably
lower maximum SNR of $\adapt(t)$ compared to other species. These differences
are not to be underestimated, since the SNR of $\adapt(t)$ within the
saturation regime determines the maximum input SNR for subsequent processing
steps. In other words, the fact that $\adapt(t)$ eventually reaches a
saturation regime is, of course, desirable in the context of intensity
invariance, but it also means to pass up on the higher SNR values that are
achieved by $\env(t)$ for the same $\sca$ (up to several orders of magnitude,
Fig.\,\ref{fig:log-hp}d). This trade-off between intensity invariance and SNR
--- and the consequences it has further downstream along the pathway --- are
adressed in the following sections.
\begin{figure}[!ht]
\centering
@@ -744,30 +832,6 @@ the signal for reliable song recognition.
\end{figure}
\FloatBarrier
% \caption{\textbf{Rectification and lowpass filtering improves SNR
% but does not contribute to intensity invariance.}
% Input $\raw(t)$ consists of song component $\soc(t)$ scaled by
% $\sca$ with optional noise component $\noc(t)$ and is
% successively transformed into tympanal signal $\filt(t)$ and
% envelope $\env(t)$. Different line styles indicate different
% cutoff frequencies $\fc$ of the lowpass filter extracting
% $\env(t)$.
% \textbf{Top}:~Example representations of $\filt(t)$ and
% $\env(t)$ for different $\sca$.
% \textbf{a}:~Noiseless case.
% \textbf{b}:~Noisy case.
% \textbf{Bottom}:~Intensity metrics over a range of $\sca$.
% \textbf{c}:~Noiseless case: Standard deviations of $\filt(t)$
% and $\env(t)$.
% \textbf{d}:~Noisy case: Ratios of standard deviations of
% $\filt(t)$ and $\env(t)$ to the respective reference standard
% deviation for input $\raw(t)=\noc(t)$.
% \textbf{e}:~Ratios of standard deviations of $\env(t)$ as in
% \textbf{b} for different species (averaged over songs and
% recordings, see appendix Fig.\,\ref{fig:app_rect-lp}).
% }
\begin{figure}[!ht]
\centering
\includegraphics[width=\textwidth]{figures/fig_invariance_thresh_lp_species.pdf}
@@ -796,17 +860,67 @@ the signal for reliable song recognition.
curve span of the norm across all three $\mu_{f_i}$ per
species.
\textbf{d}:~Noiseless case.
\textbf{e}:~Noisy case. Shaded areas
\textbf{e}:~Noisy case. Shaded areas indicate the average
minimum $\mu_{f_i}$ across all species-specific trajectories.
}
\label{fig:thresh-lp_species}
\end{figure}
\FloatBarrier
% \caption{\textbf{Rectification and lowpass filtering improves SNR
% but does not contribute to intensity invariance.}
% Input $\raw(t)$ consists of song component $\soc(t)$ scaled by
% $\sca$ with optional noise component $\noc(t)$ and is
% successively transformed into tympanal signal $\filt(t)$ and
% envelope $\env(t)$. Different line styles indicate different
% cutoff frequencies $\fc$ of the lowpass filter extracting
% $\env(t)$.
% \textbf{Top}:~Example representations of $\filt(t)$ and
% $\env(t)$ for different $\sca$.
% \textbf{a}:~Noiseless case.
% \textbf{b}:~Noisy case.
% \textbf{Bottom}:~Intensity metrics over a range of $\sca$.
% \textbf{c}:~Noiseless case: Standard deviations of $\filt(t)$
% and $\env(t)$.
% \textbf{d}:~Noisy case: Ratios of standard deviations of
% $\filt(t)$ and $\env(t)$ to the respective reference standard
% deviation for input $\raw(t)=\noc(t)$.
% \textbf{e}:~Ratios of standard deviations of $\env(t)$ as in
% \textbf{b} for different species (averaged over songs and
% recordings, see appendix Fig.\,\ref{fig:app_rect-lp}).
% }
\begin{figure}[!ht]
\centering
\includegraphics[width=\textwidth]{figures/fig_invariance_full_Omocestus_rufipes.pdf}
\caption{\textbf{Step-wise emergence of intensity invariant song
representation along the model pathway.}
\caption{\textbf{Step-wise emergence of intensity-invariant song
representation along the full model pathway.}
Input $\raw(t)$ consists of song component $\soc(t)$
scaled by $\sca$ with added noise component $\noc(t)$ and
is processed up to the feature set $f_i(t)$. Different
color shades indicate different types of Gabor kernels
with specific lobe number $\kn$ and either $+$ or $-$
sign, sorted (dark to light) first by increasing $\kn$ and
then by sign~($1\,\leq\,\kn\,\leq\,4$; first $+$, then $-$
for each $\kn$; five kernel widths $\kw$ of 1, 2, 4, 8,
and $16\,$ms per type; 8 types, 40 kernels in total).
\textbf{a}:~Example representations of $\filt(t)$,
$\env(t)$, $\db(t)$, $\adapt(t)$, $c_i(t)$, and $f_i(t)$
for different $\sca$.
\textbf{b}:~Intensity metrics over $\sca$. For $c_i(t)$
and $f_i(t)$, the median over kernels is shown. Dots
indicate $95\,\%$ curve span for $\db(t)$, $\adapt(t)$,
$c_i(t)$, and $f_i(t)$.
\textbf{c}:~Average value $\mu_{f_i}$ of each feature
$f_i(t)$ over $\sca$.
\textbf{d}:~Ratios of intensity metrics to the respective
reference value for input $\raw(t)=\noc(t)$. For $c_i(t)$
and $f_i(t)$, the median over kernel-specific ratios is
shown.
\textbf{e}:~Ratios of standard deviation $\sigma_{c_i}$ of
each $c_i(t)$.
\textbf{f}:~Ratios of $\mu_{f_i}$.
\textbf{g}:~Distributions of kernel-specific $\sca$ that
correspond to $95\,\%$ curve span for $c_i(t)$ and
$f_i(t)$. Dots indicate the values from \textbf{b}.
}
\label{fig:pipeline_full}
\end{figure}
@@ -816,7 +930,34 @@ the signal for reliable song recognition.
\centering
\includegraphics[width=\textwidth]{figures/fig_invariance_short_Omocestus_rufipes.pdf}
\caption{\textbf{Step-wise emergence of intensity invariant song
representation along the model pathway.}
representation along the model pathway without logarithmic
compression.}
Input $\raw(t)$ consists of song component $\soc(t)$
scaled by $\sca$ with added noise component $\noc(t)$ and
is processed up to the feature set $f_i(t)$, skipping
$\db(t)$. Different color shades indicate different types
of Gabor kernels with specific lobe number $\kn$ and
either $+$ or $-$ sign, sorted (dark to light) first by
increasing $\kn$ and then by
sign~($1\,\leq\,\kn\,\leq\,4$; first $+$, then $-$ for
each $\kn$; five kernel widths $\kw$ of 1, 2, 4, 8, and
$16\,$ms per type; 8 types, 40 kernels in total).
\textbf{a}:~Example representations of $\filt(t)$,
$\env(t)$, $\adapt(t)$, $c_i(t)$, and $f_i(t)$ for
different $\sca$.
\textbf{b}:~Intensity metrics over $\sca$. For $c_i(t)$
and $f_i(t)$, the median over kernels is shown. Dots
indicate $95\,\%$ curve span for $f_i(t)$.
\textbf{c}:~Average value $\mu_{f_i}$ of each feature
$f_i(t)$ over $\sca$.
\textbf{d}:~Ratios of intensity metrics to the respective
reference value for input $\raw(t)=\noc(t)$. For $c_i(t)$
and $f_i(t)$, the median over kernel-specific ratios is
shown.
\textbf{e}:~Ratios of $\mu_{f_i}$.
\textbf{f}:~Distribution of kernel-specific $\sca$ that
correspond to $95\,\%$ curve span for $f_i(t)$. Dots
indicate the value from \textbf{b}.
}
\label{fig:pipeline_short}
\end{figure}
@@ -825,7 +966,28 @@ the signal for reliable song recognition.
\begin{figure}[!ht]
\centering
\includegraphics[width=\textwidth]{figures/fig_features_cross_species.pdf}
\caption{\textbf{Inter- and intraspecific feature variability.}
\caption{\textbf{Interspecific and intraspecific feature variability.}
Average value $\mu_{f_i}$ of each feature $f_i(t)$ against
its counterpart from a 2nd feature set based on a
different input $\raw(t)$. Each dot within a subplot
represents a single feature $f_i(t)$. Different color
shades indicate different types of Gabor kernels with
specific lobe number $\kn$ and either $+$ or $-$ sign,
sorted (dark to light) first by increasing $\kn$ and then
by sign~($1\,\leq\,\kn\,\leq\,4$; first $+$, then $-$ for
each $\kn$; five kernel widths $\kw$ of 1, 2, 4, 8, and
$16\,$ms per type; 8 types, 40 kernels in total). Data is
based on the analysis underlying
Fig\,\ref{fig:pipeline_full}.
\textbf{Lower triangular}:~Interspecific comparisons
between single songs of different species.
\textbf{Upper triangular}:~Intraspecific comparisons
between different songs of a single species (\textit{O.
rufipes}).
\textbf{Lower left}:~Distribution of correlation
coefficients $\rho$ for each interspecific and
intraspecific comparison. Dots indicate single $\rho$
values.
}
\label{fig:feat_cross_species}
\end{figure}

2
python/fig_invariance_full.py
View File

@@ -164,7 +164,7 @@ ylabels = dict(
conv='$c_i$\n$[\\text{dB}]$',
feat='$f_i$',
raw=['$m$', '$\\mu_{f_i}$'],
base=['$m\\,/\\,m_{\\eta}$', '$\\sigma_{c_i}$', '$\\mu_{f_i}$', '$\\text{PDF}_{\\alpha}$']
base=['$m\\,/\\,m_{\\eta}$', '$\\sigma_{c_i}\\,/\\,\\sigma_{\\eta_i}$', '$\\mu_{f_i}\\,/\\,\\mu_{\\eta_i}$', '$\\text{PDF}_{\\alpha}$']
)
xlab_big_kwargs = dict(
y=0,

4
python/fig_invariance_rect-lp.py
View File

@@ -57,7 +57,7 @@ snip_cutoff = np.array([np.nan, 2500, 250, 25])[2]
# GRAPH SETTINGS:
fig_kwargs = dict(
figsize=(32/2.54, 32/2.54),
figsize=(32/2.54, 20/2.54),
)
super_grid_kwargs = dict(
nrows=3,
@@ -68,7 +68,7 @@ super_grid_kwargs = dict(
right=1,
bottom=0,
top=1,
height_ratios=[1, 1, 1]
height_ratios=[1, 1, 2]
)
subfig_specs = dict(
pure=(0, slice(None)),

2
python/fig_invariance_short.py
View File

@@ -162,7 +162,7 @@ ylabels = dict(
conv='$c_i$\n$[\\text{dB}]$',
feat='$f_i$',
raw=['$m$', '$\\mu_{f_i}$'],
base=['$m\\,/\\,m_{\\eta}$', '$\\mu_{f_i}$', '$\\text{PDF}_{\\alpha}$']
base=['$m\\,/\\,m_{\\eta}$', '$\\mu_{f_i}\\,/\\,\\mu_{\\eta_i}$', '$\\text{PDF}_{\\alpha}$']
)
xlab_big_kwargs = dict(
y=0,

34
python/save_inv_data_full.py
View File

@@ -1,3 +1,5 @@
import gc
import copy
import numpy as np
from thunderhopper.modeltools import load_data, save_data
from thunderhopper.filetools import search_files, crop_paths
@@ -16,7 +18,7 @@ target_species = [
# 'Gomphocerippus_rufus',
# 'Omocestus_rufipes',
# 'Pseudochorthippus_parallelus',
][1]
][0]
example_file = {
'Chorthippus_biguttulus': 'Chorthippus_biguttulus_GBC_94-17s73.1ms-19s977ms',
'Chorthippus_mollis': 'Chorthippus_mollis_DJN_41_T28C-46s4.58ms-1m15s697ms',
@@ -110,8 +112,8 @@ for data_path, name in zip(data_paths, crop_paths(data_paths)):
scaled = song * scale + noise
# Process mixture (excluding features):
signals, rates = process_signal(config, returns=pre_stages,
signal=scaled, rate=rate)
signals, _ = process_signal(config, returns=pre_stages,
signal=scaled, rate=rate)
# Store non-feature results:
for stage in pre_stages:
# Log intensity measures:
@@ -120,12 +122,16 @@ for data_path, name in zip(data_paths, crop_paths(data_paths)):
# Log optional snippet data:
if save_detailed and scale in example_scales:
scale_ind = np.nonzero(example_scales == scale)[0][0]
snippets[f'snip_{stage}'][:, ..., scale_ind] = signals[stage]
snippets[f'snip_{stage}'][:, ..., scale_ind] = copy.deepcopy(signals[stage])
conv = copy.deepcopy(signals['conv'])
del scaled, signals
gc.collect()
# Execute piecewise again:
for j, thresholds in enumerate(thresh_abs):
# Finalize processing:
feat = sosfilter((signals['conv'] > thresholds).astype(float),
feat = sosfilter((conv > thresholds).astype(float),
rate, config['feat_fcut'], 'lp',
padtype='fixed', padlen=config['padlen'])
@@ -134,19 +140,27 @@ for data_path, name in zip(data_paths, crop_paths(data_paths)):
# Log optional snippet data:
if save_detailed and scale in example_scales:
snippets['snip_feat'][:, :, scale_ind, j] = feat
snippets['snip_feat'][:, :, scale_ind, j] = copy.deepcopy(feat)
del feat
gc.collect()
# Save analysis results:
if save_path is not None:
data = dict(
archive = dict(
scales=scales,
example_scales=example_scales,
thresh_rel=thresh_rel,
thresh_abs=thresh_abs,
)
data.update(measures)
archive.update(measures)
if save_detailed:
data.update(snippets)
save_data(save_path + name, data, config, overwrite=True)
archive.update(snippets)
save_data(save_path + name, archive, config, overwrite=True)
del archive
del measures, data, config, conv
if save_detailed:
del snippets
gc.collect()
print('Done.')
embed()