Updated/made figure captions up to Fig. 7.
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j-hartling
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\newlabel{eq:bandpass}{{1}{5}{}{}{}}
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\abx@aux@page{61}{5}
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\abx@aux@page{62}{5}
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\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces \textbf {Schematic organisation of the song recognition pathway in grasshoppers compared to the 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 the different signal representations and transformations along the model pathway. All representations are time-varying. 1st half: Preprocessing stage (one-dimensional). 2nd half: Feature extraction stage (high-dimensional). }}{6}{}\protected@file@percent }
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\@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 }
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\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
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\newlabel{fig:pathway}{{1}{6}{}{}{}}
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\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). }{}{}}
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\abx@aux@cite{0}{suga1960peripheral}
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\abx@aux@cite{0}{gollisch2002energy}
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\abx@aux@page{68}{7}
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\newlabel{eq:highpass}{{4}{7}{}{}{}}
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\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 $x_{\text {adapt}}(t)$. }{}{}}
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\abx@aux@cite{0}{bhavsar2017brain}
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\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces \textbf {Representations of a song of \textit {O. rufipes} during the feature extraction stage.} Different colors indicate Gabor kernels with different lobe number $n$ and sign, with lighter colors for higher $n$~($1\,\leq \,n\,\leq \,4$; both $+$ and $-$ per $n$; two kernel widths $\sigma $ of $4\,$ms and $32\,$ms per sign). \textbf {a}:~Kernel-specific filter responses. \textbf {b}:~Binary responses. \textbf {c}:~Finalized features. }}{10}{}\protected@file@percent }
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\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 $f_i(t)$.}{}{}}
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\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces \textbf {Intensity invariance by logarithmic compression and adaptation is restricted by the noise floor.} Synthetic input $x_{\text {filt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with (\textbf {c}{} and \textbf {d}) or without (\textbf {a}{} and \textbf {b}) additive noise component $\eta (t)$. Input $x_{\text {filt}}(t)$ is transformed into envelope $x_{\text {env}}(t)$, logarithmically compressed envelope $x_{\text {log}}(t)$, and intensity-adapted envelope $x_{\text {adapt}}(t)$. \textbf {Left}:~$x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ for different scales $\alpha $. \textbf {Right}:~Ratios of the standard deviation of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ relative to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {filt}}(t)=\eta (t)$. \textbf {a}{} and \textbf {b}:~Ideally, if $x_{\text {filt}}(t)=\alpha \cdot s(t)$, then $x_{\text {adapt}}(t)$ is intensity-invariant across all $\alpha $. \textbf {c}{} and \textbf {d}:~In practice, if $x_{\text {filt}}(t)=\alpha \cdot s(t)+\eta (t)$, the intensity invariance of $x_{\text {adapt}}(t)$ is limited to sufficiently large $\alpha $. Shaded area indicates saturation of $x_{\text {adapt}}(t)$ at $95\,\%$ curve span. }}{12}{}\protected@file@percent }
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\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}). }{}{}}
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\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces \textbf {Intensity invariance by logarithmic compression and adaptation is restricted by the noise floor.} Synthetic input $x_{\text {filt}}(t)$ consists of song component $s(t)$ scaled by $\alpha $ with (\textbf {c}{} and \textbf {d}) or without (\textbf {a}{} and \textbf {b}) additive noise component $\eta (t)$. Input $x_{\text {filt}}(t)$ is transformed into envelope $x_{\text {env}}(t)$, logarithmically compressed envelope $x_{\text {log}}(t)$, and intensity-adapted envelope $x_{\text {adapt}}(t)$. \textbf {Left}:~$x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ for different scales $\alpha $. \textbf {Right}:~Ratios of the standard deviation of $x_{\text {env}}(t)$, $x_{\text {log}}(t)$, and $x_{\text {adapt}}(t)$ relative to the respective reference standard deviation $\sigma _{\eta }$ for input $x_{\text {filt}}(t)=\eta (t)$. \textbf {a}{} and \textbf {b}:~Ideally, if $x_{\text {filt}}(t)=\alpha \cdot s(t)$, then $x_{\text {adapt}}(t)$ is intensity-invariant across all $\alpha $. \textbf {c}{} and \textbf {d}:~In practice, if $x_{\text {filt}}(t)=\alpha \cdot s(t)+\eta (t)$, the intensity invariance of $x_{\text {adapt}}(t)$ is limited to sufficiently large $\alpha $. Shaded area indicates saturation of $x_{\text {adapt}}(t)$ at $95\,\%$ curve span. }}{14}{}\protected@file@percent }
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\@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 }
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\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. }{}{}}
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\@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 }
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\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}. }{}{}}
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\@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 }
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\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 }{}{}}
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\newlabel{eq:pdf_split}{{15}{22}{}{}{}}
|
||||
\newlabel{eq:feat_avg}{{16}{22}{}{}{}}
|
||||
\newlabel{eq:feat_prop}{{17}{22}{}{}{}}
|
||||
\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}{22}{}\protected@file@percent }
|
||||
\@writefile{toc}{\contentsline {section}{\numberline {5}Conclusions \& outlook}{22}{}\protected@file@percent }
|
||||
\abx@aux@page{73}{22}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {12}{\ignorespaces \textbf {} }}{24}{}\protected@file@percent }
|
||||
\newlabel{}{{12}{24}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces \textbf {} }}{24}{}\protected@file@percent }
|
||||
\newlabel{}{{13}{24}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces \textbf {} }}{25}{}\protected@file@percent }
|
||||
\newlabel{}{{14}{25}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {15}{\ignorespaces \textbf {} }}{25}{}\protected@file@percent }
|
||||
\newlabel{}{{15}{25}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {16}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
|
||||
\newlabel{}{{16}{26}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {17}{\ignorespaces \textbf {} }}{26}{}\protected@file@percent }
|
||||
\newlabel{}{{17}{26}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {18}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
|
||||
\newlabel{}{{18}{27}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {19}{\ignorespaces \textbf {} }}{27}{}\protected@file@percent }
|
||||
\newlabel{}{{19}{27}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {20}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
|
||||
\newlabel{}{{20}{28}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {21}{\ignorespaces \textbf {} }}{28}{}\protected@file@percent }
|
||||
\newlabel{}{{21}{28}{}{}{}}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {22}{\ignorespaces \textbf {} }}{29}{}\protected@file@percent }
|
||||
\newlabel{}{{22}{29}{}{}{}}
|
||||
\@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 {} }{}{}}
|
||||
\gdef\svg@ink@ver@settings{{\m@ne }{inkscape}{\m@ne }}
|
||||
\abx@aux@read@bbl@mdfivesum{1380DC8C93D2855FDB132CC5A40AD52F}
|
||||
\gdef \@abspage@last{29}
|
||||
\abx@aux@read@bbl@mdfivesum{9F6C5EB9B092C01D1CB433A0E1BC4A06}
|
||||
\gdef \@abspage@last{30}
|
||||
|
||||
138
main.blg
138
main.blg
@@ -1,71 +1,71 @@
|
||||
[0] Config.pm:307> INFO - This is Biber 2.19
|
||||
[0] Config.pm:310> INFO - Logfile is 'main.blg'
|
||||
[37] biber:340> INFO - === Mo Apr 27, 2026, 18:08:28
|
||||
[46] Biber.pm:419> INFO - Reading 'main.bcf'
|
||||
[76] Biber.pm:979> INFO - Found 55 citekeys in bib section 0
|
||||
[82] Biber.pm:4419> INFO - Processing section 0
|
||||
[87] Biber.pm:4610> INFO - Looking for bibtex file 'cite.bib' for section 0
|
||||
[89] bibtex.pm:1713> INFO - LaTeX decoding ...
|
||||
[118] bibtex.pm:1519> INFO - Found BibTeX data source 'cite.bib'
|
||||
[297] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
|
||||
[297] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
|
||||
[297] Biber.pm:4239> INFO - Sorting list 'nyt/global//global/global' of type 'entry' with template 'nyt' and locale 'en-US'
|
||||
[297] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US'
|
||||
[321] 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_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 10, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 21, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 38, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 49, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 58, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 73, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 82, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 91, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 100, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 109, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 118, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 127, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 136, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 157, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 178, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 187, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 196, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 207, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 218, warning: 6 characters of junk seen at toplevel
|
||||
[331] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 229, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 240, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 249, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 258, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 269, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 278, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 289, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 300, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 309, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 328, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 337, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 400, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 419, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 428, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 437, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 456, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 491, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 526, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 535, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 556, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 565, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 576, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 587, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 619, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 648, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 658, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 667, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 688, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 709, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 720, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 729, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 749, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 766, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 775, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 800, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:131> WARN - BibTeX subsystem: /tmp/biber_tmp_eYMb/347c261ec4135a5723bef5c751f5078f_210824.utf8, line 817, warning: 6 characters of junk seen at toplevel
|
||||
[332] Biber.pm:133> INFO - WARNINGS: 55
|
||||
[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
|
||||
|
||||
346
main.fdb_latexmk
346
main.fdb_latexmk
@@ -1,182 +1,180 @@
|
||||
# Fdb version 4
|
||||
["biber main"] 1777306108.0762 "main.bcf" "main.bbl" "main" 1777567481.8645 0
|
||||
"cite.bib" 1770904753.08918 27483 4290db0c91f7b5055e25472ef913f6b4 ""
|
||||
"main.bcf" 1777567481.78663 112931 2a478116d80ebb1ada7083a24facd6e3 "pdflatex"
|
||||
["biber main"] 1777829759 "main.bcf" "main.bbl" "main" 1777829958 0
|
||||
"./cite.bib" 1771664051 28308 4290db0c91f7b5055e25472ef913f6b4 ""
|
||||
"main.bcf" 1777829957 112931 2a478116d80ebb1ada7083a24facd6e3 "pdflatex"
|
||||
(generated)
|
||||
"main.bbl"
|
||||
"main.blg"
|
||||
(rewritten before read)
|
||||
["pdflatex"] 1777567480.79243 "/home/hartling/phd/paper/paper_2025/main.tex" "main.pdf" "main" 1777567481.86472 0
|
||||
"/etc/texmf/web2c/texmf.cnf" 1761560044.43676 475 c0e671620eb5563b2130f56340a5fde8 ""
|
||||
"/home/hartling/phd/paper/paper_2025/main.tex" 1777567479.54365 53364 8ab5e99e5257328c6078e2b9baba5f64 ""
|
||||
"/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/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/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 ""
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@@ -67,12 +67,12 @@
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\newcommand{\thp}{T_{\text{HP}}} % Highpass filter adaptation interval
|
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% Math shorthands - Early representations:
|
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\newcommand{\raw}{x} % Placeholder input signal
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\newcommand{\filt}{\raw_{\text{filt}}} % Bandpass-filtered signal
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\newcommand{\env}{\raw_{\text{env}}} % Signal envelope
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\newcommand{\db}{\raw_{\text{log}}} % Logarithmically scaled signal
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\newcommand{\dbref}{\raw_{\text{ref}}} % Decibel reference intensity
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\newcommand{\adapt}{\raw_{\text{adapt}}} % Adapted signal
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\newcommand{\raw}{x_{\text{raw}}} % Placeholder input signal
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\newcommand{\filt}{x_{\text{filt}}} % Bandpass filtered signal
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\newcommand{\env}{x_{\text{env}}} % Signal envelope
|
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\newcommand{\db}{x_{\text{log}}} % Logarithmically scaled signal
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\newcommand{\dbref}{x_{\text{ref}}} % Decibel reference intensity
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\newcommand{\adapt}{x_{\text{adapt}}} % Adapted signal
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% Math shorthands - Kernel parameters:
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\newcommand{\kw}{\sigma} % Unspecific Gabor kernel width
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@@ -354,9 +354,8 @@ outlined in the following sections.
|
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\begin{figure}[!ht]
|
||||
\centering
|
||||
\includegraphics[width=\textwidth]{figures/fig_auditory_pathway.pdf}
|
||||
\caption{\textbf{Schematic organisation of the song recognition pathway in
|
||||
grasshoppers compared to the structure of the functional
|
||||
model pathway.}
|
||||
\caption{\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
|
||||
@@ -365,12 +364,12 @@ outlined in the following sections.
|
||||
the three neuronal populations within the metathoracic
|
||||
ganglion.
|
||||
\textbf{c}:~Network representation of neuronal connectivity.
|
||||
\textbf{d}:~Flow diagram of the different signal
|
||||
representations and transformations along the model
|
||||
pathway. All representations are time-varying. 1st half:
|
||||
Preprocessing stage (one-dimensional). 2nd half: Feature
|
||||
extraction stage (high-dimensional).
|
||||
}
|
||||
\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). }
|
||||
\label{fig:pathway}
|
||||
\end{figure}
|
||||
|
||||
@@ -428,12 +427,12 @@ following feature extraction stage.
|
||||
\includegraphics[width=\textwidth]{figures/fig_pre_stages.pdf}
|
||||
\caption{\textbf{Representations of a song of \textit{O. rufipes} during
|
||||
the preprocessing stage.}
|
||||
\textbf{a}:~Bandpass-filtered tympanal signal.
|
||||
\textbf{b}:~Signal envelope.
|
||||
\textbf{c}:~Logarithmically scaled envelope.
|
||||
\textbf{d}:~Intensity-adapted envelope.
|
||||
\textbf{a}:~Bandpass filtered tympanal signal $\filt(t)$.
|
||||
\textbf{b}:~Signal envelope $\env(t)$.
|
||||
\textbf{c}:~Logarithmically compressed envelope $\db(t)$.
|
||||
\textbf{d}:~Intensity-adapted envelope $\adapt(t)$.
|
||||
}
|
||||
\label{fig:pre}
|
||||
\label{fig:stages_pre}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -543,14 +542,15 @@ can be read out by a simple linear classifier.
|
||||
\includegraphics[width=\textwidth]{figures/fig_feat_stages.pdf}
|
||||
\caption{\textbf{Representations of a song of \textit{O. rufipes} during
|
||||
the feature extraction stage.}
|
||||
Different colors indicate Gabor kernels with different
|
||||
lobe number $\kn$ and sign, with lighter colors for higher
|
||||
$\kn$~($1\,\leq\,\kn\,\leq\,4$; both $+$ and $-$ per $\kn$;
|
||||
two kernel widths $\kw$ of $4\,$ms and $32\,$ms per sign).
|
||||
\textbf{a}:~Kernel-specific filter responses.
|
||||
\textbf{b}:~Binary responses.
|
||||
\textbf{c}:~Finalized features.
|
||||
}
|
||||
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 $\kn$; two kernel widths $\kw$ 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 $f_i(t)$.}
|
||||
\label{fig:stages_feat}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
@@ -576,29 +576,30 @@ specific operations involved, as outlined in the following sections.
|
||||
\begin{figure}[!ht]
|
||||
\centering
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_rect_lp.pdf}
|
||||
\caption{\textbf{Intensity invariance by logarithmic compression and
|
||||
adaptation is restricted by the noise floor.}
|
||||
Synthetic input $\filt(t)$ consists of song component
|
||||
$\soc(t)$ scaled by $\sca$ with (\figc{} and \figd) or
|
||||
without (\figa{} and \figb) additive noise component
|
||||
$\noc(t)$. Input $\filt(t)$ is transformed into envelope
|
||||
$\env(t)$, logarithmically compressed envelope $\db(t)$,
|
||||
and intensity-adapted envelope $\adapt(t)$.
|
||||
\textbf{Left}:~$\env(t)$, $\db(t)$, and $\adapt(t)$ for
|
||||
different scales $\sca$.
|
||||
\textbf{Right}:~Ratios of the standard deviation of
|
||||
$\env(t)$, $\db(t)$, and $\adapt(t)$ relative to the
|
||||
respective reference standard deviation $\sigma_{\eta}$
|
||||
for input $\filt(t)=\noc(t)$.
|
||||
\figa{} and \figb:~Ideally, if $\filt(t)=\sca\cdot\soc(t)$, then
|
||||
$\adapt(t)$ is intensity-invariant across all $\sca$.
|
||||
\figc{} and \figd:~In practice, if
|
||||
$\filt(t)=\sca\cdot\soc(t)+\noc(t)$, the intensity
|
||||
invariance of $\adapt(t)$ is limited to sufficiently large
|
||||
$\sca$. Shaded area indicates saturation of $\adapt(t)$ at
|
||||
$95\,\%$ curve span.
|
||||
}
|
||||
\label{fig:inv_rect-lp}
|
||||
\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 $\sigma_x$ of
|
||||
$\filt(t)$ and $\env(t)$.
|
||||
\textbf{d}:~Noisy case: Ratios of $\sigma_x$ of $\filt(t)$ and
|
||||
$\env(t)$ to the respective reference standard deviation
|
||||
$\sigma_{\eta}$ for input $\raw(t)=\noc(t)$.
|
||||
\textbf{e}:~Ratios of $\sigma_x$ to $\sigma_{\eta}$ of
|
||||
$\env(t)$ as in \textbf{d} for different species (averaged
|
||||
over songs and recordings, see appendix
|
||||
Fig.\,\ref{fig:app_rect-lp}).
|
||||
}
|
||||
\label{fig:rect-lp}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -634,7 +635,7 @@ space into an additive term, or offset, in logarithmic space
|
||||
\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
|
||||
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}
|
||||
@@ -675,29 +676,34 @@ the signal for reliable song recognition.
|
||||
\begin{figure}[!ht]
|
||||
\centering
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_log_hp.pdf}
|
||||
\caption{\textbf{Intensity invariance by logarithmic compression and
|
||||
adaptation is restricted by the noise floor.}
|
||||
Synthetic input $\filt(t)$ consists of song component
|
||||
$\soc(t)$ scaled by $\sca$ with (\figc{} and \figd) or
|
||||
without (\figa{} and \figb) additive noise component
|
||||
$\noc(t)$. Input $\filt(t)$ is transformed into envelope
|
||||
$\env(t)$, logarithmically compressed envelope $\db(t)$,
|
||||
and intensity-adapted envelope $\adapt(t)$.
|
||||
\textbf{Left}:~$\env(t)$, $\db(t)$, and $\adapt(t)$ for
|
||||
different scales $\sca$.
|
||||
\textbf{Right}:~Ratios of the standard deviation of
|
||||
$\env(t)$, $\db(t)$, and $\adapt(t)$ relative to the
|
||||
respective reference standard deviation $\sigma_{\eta}$
|
||||
for input $\filt(t)=\noc(t)$.
|
||||
\figa{} and \figb:~Ideally, if $\filt(t)=\sca\cdot\soc(t)$, then
|
||||
$\adapt(t)$ is intensity-invariant across all $\sca$.
|
||||
\figc{} and \figd:~In practice, if
|
||||
$\filt(t)=\sca\cdot\soc(t)+\noc(t)$, the intensity
|
||||
invariance of $\adapt(t)$ is limited to sufficiently large
|
||||
$\sca$. Shaded area indicates saturation of $\adapt(t)$ at
|
||||
$95\,\%$ curve span.
|
||||
\caption{\textbf{Intensity invariance through logarithmic compression and
|
||||
adaptation is restricted by the noise floor and decreases
|
||||
SNR.}
|
||||
Input $\filt(t)$ consists of song component $\soc(t)$
|
||||
scaled by $\sca$ with optional noise component $\noc(t)$
|
||||
and is successively transformed into envelope $\env(t)$,
|
||||
logarithmically compressed envelope $\db(t)$, and
|
||||
intensity-adapted envelope $\adapt(t)$.
|
||||
\textbf{Top}:~Example representations of $\env(t)$,
|
||||
$\db(t)$, and $\adapt(t)$ 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 $\sigma_x$
|
||||
of $\env(t)$, $\db(t)$, and $\adapt(t)$.
|
||||
\textbf{d}:~Noisy case: Ratios of $\sigma_x$ of $\env(t)$,
|
||||
$\db(t)$, and $\adapt(t)$ to the respective reference
|
||||
standard deviation $\sigma_{\eta}$ for input
|
||||
$\filt(t)=\noc(t)$. Shaded areas indicate $5\,\%$ (dark
|
||||
grey) and $95\,\%$ (light grey) curve span for
|
||||
$\adapt(t)$.
|
||||
\textbf{e}:~Ratios of $\sigma_x$ to $\sigma_{\eta}$ of
|
||||
$\adapt(t)$ 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.
|
||||
}
|
||||
\label{fig:inv_log-hp}
|
||||
\label{fig:log-hp}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -706,40 +712,93 @@ the signal for reliable song recognition.
|
||||
\begin{figure}[!ht]
|
||||
\centering
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_thresh_lp_single.pdf}
|
||||
\caption{\textbf{Intensity invariance by thresholding and temporal
|
||||
averaging depends on both the threshold value and the
|
||||
noise floor.}
|
||||
Synthetic input $\adapt(t)$ consists of song component
|
||||
$\soc(t)$ scaled by $\sca$ with additive noise component
|
||||
$\noc(t)$. Input $\adapt(t)$ is transformed into kernel
|
||||
response $c_i(t)$, binary response $b_i(t)$, and feature
|
||||
$f_i(t)$. Threshold value $\thr$ is set to multiples of
|
||||
the reference standard deviation $\sigma_{\eta}$ of $c_i(t)$ for input
|
||||
$\adapt(t)=\noc(t)$. Darker colors correspond to higher
|
||||
$\thr$.
|
||||
\textbf{Left}:~$\adapt(t)$, $c_i(t)$, $b_i(t)$, and
|
||||
$f_i(t)$ for different scales $\sca$ and threshold values
|
||||
$\thr$. Left-most column is is the pure-noise reference.
|
||||
\textbf{Right}:~Average value of $f_i(t)$ during the song
|
||||
for the different $\thr$.
|
||||
\figa:~Input $\adapt(t)$.
|
||||
\figb-\figd:~$c_i(t)$, $b_i(t)$, and $f_i(t)$ for the
|
||||
different $\thr$ based on the same $\adapt(t)$ from
|
||||
\figa{}.
|
||||
\fige:~Average value of $f_i(t)$ during the song for
|
||||
the different $\thr$ in \figb{}-\figd.
|
||||
\caption{\textbf{Intensity invariance through thresholding and temporal
|
||||
averaging is mediated by the interaction of threshold
|
||||
value and noise floor.}
|
||||
Input $\adapt(t)$ consists of song component $\soc(t)$
|
||||
scaled by $\sca$ with optional noise component $\noc(t)$
|
||||
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 $\adapt(t)=\noc(t)$, with darker
|
||||
colors for higher $\Theta$).
|
||||
\textbf{Left}:~Noisy case: Example representations of
|
||||
$\adapt(t)$ as well as $c(t)$, $b(t)$, and $f(t)$ for
|
||||
different $\sca$.
|
||||
\textbf{a}:~$\adapt(t)$ with kernel $k(t)$ in black.
|
||||
\textbf{b\,-\,d}: $c(t)$, $b(t)$, and $f(t)$ based on the
|
||||
same $\adapt(t)$ 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 $\sca$.
|
||||
\textbf{f}:~$\mu_f$ over the standard deviation of noisy
|
||||
input $\adapt$ corresponding to the values of $\sca$ shown
|
||||
in \textbf{e}.
|
||||
% Why plot noiseless case over SD of noisy input? Omit?
|
||||
}
|
||||
\label{fig:inv_thresh-lp_single}
|
||||
\label{fig:thresh-lp_single}
|
||||
\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}
|
||||
\caption{\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 $\thr=0.5\cdot\sigma_{\eta_i}$.
|
||||
\textbf{a}:~Examples of species-specific grasshopper
|
||||
songs.
|
||||
\textbf{Middle}:~Average value $\mu_{f_i}$ of each feature
|
||||
$f_i(t)$ over $\sca$ 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 $\sca$ (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
|
||||
}
|
||||
\label{fig:inv_thresh-lp_species}
|
||||
\label{fig:thresh-lp_species}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -749,7 +808,7 @@ the signal for reliable song recognition.
|
||||
\caption{\textbf{Step-wise emergence of intensity invariant song
|
||||
representation along the model pathway.}
|
||||
}
|
||||
\label{fig:inv_full}
|
||||
\label{fig:pipeline_full}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -759,7 +818,7 @@ the signal for reliable song recognition.
|
||||
\caption{\textbf{Step-wise emergence of intensity invariant song
|
||||
representation along the model pathway.}
|
||||
}
|
||||
\label{fig:inv_short}
|
||||
\label{fig:pipeline_short}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -768,7 +827,7 @@ the signal for reliable song recognition.
|
||||
\includegraphics[width=\textwidth]{figures/fig_features_cross_species.pdf}
|
||||
\caption{\textbf{Inter- and intraspecific feature variability.}
|
||||
}
|
||||
\label{fig:cross_species}
|
||||
\label{fig:feat_cross_species}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -778,7 +837,7 @@ the signal for reliable song recognition.
|
||||
\caption{\textbf{Step-wise emergence of intensity invariant song
|
||||
representation along the model pathway.}
|
||||
}
|
||||
\label{fig:inv_field}
|
||||
\label{fig:pipeline_field}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -936,7 +995,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_noise_env_sd_conversion_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_env-sd}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -945,7 +1004,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_rect-lp_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_rect-lp}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -954,7 +1013,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_log-hp_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_log-hp_curves}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -963,7 +1022,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_saturation_log-hp_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_log-hp_saturation}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -972,7 +1031,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_thresh-lp_pure_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_thresh-lp_pure}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -981,7 +1040,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_thresh-lp_noise_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_thresh-lp_noise}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -990,7 +1049,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_kernel_sd_perc_thresh_lp_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_thresh-lp_kern-sd}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -999,7 +1058,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_kernel_sd_perc_full_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_full_kern-sd}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -1008,7 +1067,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_kernel_sd_perc_short_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_short_kern-sd}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -1017,7 +1076,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_kernel_sd_perc_field_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_field_kern-sd}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
@@ -1027,7 +1086,7 @@ initiation of one behavior over another is categorical (e.g. approach/stay)
|
||||
\includegraphics[width=\textwidth]{figures/fig_invariance_cross_species_thresh_appendix.pdf}
|
||||
\caption{\textbf{}
|
||||
}
|
||||
\label{}
|
||||
\label{fig:app_cross_species_thresh}
|
||||
\end{figure}
|
||||
\FloatBarrier
|
||||
|
||||
|
||||
Reference in New Issue
Block a user