Fit Underdamped oscillator to data
12 views (last 30 days)
Show older comments
I have been trying to fit a under-damped oscillator equation to some data that I have. I have tried most of the online examples I can find with little success. My data can be visualized below and I have attached a file with the raw data as well.
0 Comments
Answers (1)
Star Strider
on 2 Dec 2015
This is not perfect but the best I can do:
D = load('matheu Broom rate0.2.mat');
t = D.t;
x = D.x;
[xu,ixu] = max(x);
[xl,ixl] = min(x);
xr = (xu-xl); % Range of ‘x’
xm = mean(x); % Estimate d-c offset
xz = x - xm; % Subtract d-c Offset
zt = t(xz .* circshift(xz,[-1 0]) <= 0); % Find zero-crossings
per = 2*mean(diff(zt)); % Estimate period
objfcn = @(b,x) b(1).*exp(b(2).*x).*(sin(2*pi*x./b(3) + 2*pi/b(4))) + b(5); % Function to fit
ssecf = @(b) sum((objfcn(b,t) - x).^2); % Sum-Of-Squares cost function
init_est = [xr; -0.01; per; t(ixl)/per; xm]; % Initial Parameter Estimates
[s,sse] = fminsearch(ssecf, init_est) % Minimise Sum-Of-Squares
tp = linspace(min(t),max(t), 250);
figure(1)
plot(t,x,'b', tp,objfcn(s,tp), 'r')
grid
axis([xlim 0.3 0.7])
text(0.006, 0.62, sprintf('x(t) = %.3f\\cdote^{%.3f\\cdott}\\cdotsin(2\\pit\\cdot%.3f + %.3f) + %.3f', s(1:2), 1/s(3), 2*pi/s(4), s(5)))
2 Comments
See Also
Categories
Find more on Get Started with Curve Fitting Toolbox in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!