\documentclass[a4paper,12pt,pdftex]{exam} \newcommand{\ptitle}{EOD waveform} \input{../header.tex} \firstpagefooter{Supervisor: Jan Grewe}{phone: 29 74588}% {email: jan.grewe@uni-tuebingen.de} \begin{document} \input{../instructions.tex} %%%%%%%%%%%%%% Questions %%%%%%%%%%%%%%%%%%%%%%%%% Weakly electric fish employ their self-generated electric field for prey-capture, navigation and also communication. In many of these fish the {\em electric organ discharge} (EOD) is well described by a combination of a sine-wave and a few of its harmonics (integer multiples of the fundamental frequency). \begin{questions} \question In the data file {\tt EOD\_data.mat} you find two variables. The first contains the time at which the EOD was sampled and the second the acutal EOD recording of a weakly electric fisch of the species {\em Apteronotus leptorhynchus}. \begin{parts} \part Load the data and create a plot showing the data. Time is given in seconds and the voltage is given in mV/cm. \part Fit the following curve to the EOD (select a \textbf{small} time window, containing only two or three electric organ discharges, for fitting, not the entire trace) using least squares: $$f_{\omega_0,b_0,\varphi_1, ...,\varphi_n}(t) = b_0 + \sum_{j=1}^n \alpha_j \cdot \sin(2\pi j\omega_0\cdot t + \varphi_j ).$$ $\omega_0$ is called the {\em fundamental frequency}. The single terms $\alpha_j \cdot \sin(2\pi j\omega_0\cdot t + \varphi_j )$ are called the {\em harmonic components}. The variables $\varphi_j$ are called {\em phases}, the $\alpha_j$ are the amplitudes. For the beginning choose $n=3$. \part Try different choices of $n$ and see how the fit changes. Plot the fits and the section of the original curve that you used for fitting for different choices of $n$. Also plot the fitting error as a function of $n$. \part Why does the fitting fail when you try to fit the entire recording? \part (optional) If you want you can also play the different fits and the original as sound (check the help). \end{parts} \end{questions} \end{document}