This repository has been archived on 2021-05-17. You can view files and clone it, but cannot push or open issues or pull requests.
scientificComputing/regression/exercises/expdecayplot.m

28 lines
868 B
Matlab

expdecaydata; % generate data
tau0 = 2.0;
eps = 1.0;
thresh = 0.00001;
[tauest, taus, mses] = expdecaydescent(time, voltage, tau0, eps, thresh);
subplot(2, 2, 1); % top left panel
hold on;
plot(taus, '-o');
plot([1, length(taus)], [tau, tau], 'k'); % line indicating true tau
hold off;
xlabel('Iteration');
ylabel('tau');
subplot(2, 2, 3); % bottom left panel
plot(mses, '-o');
xlabel('Iteration steps');
ylabel('MSE');
subplot(1, 2, 2); % right panel
hold on;
% generate x-values for plottig the fit:
plot(time, voltage); % plot original data
plot(time, expdecay(time, tauest), 'LineWidth', 2); % plot fit
xlabel('Time [ms]');
ylabel('Voltage [mV]');
legend('data', 'fit', 'location', 'northeast');
savefigpdf(gcf, 'expdecayplot.pdf', 15, 10);