Interpolation of circular data
58 views (last 30 days)
Show older comments
Nicolas Bourbaki
on 1 Sep 2021
Commented: Nicolas Bourbaki
on 4 Sep 2021
Hello everybody out there using MATLAB,
Is there a built-in function for interpolating circular data, i.e. a timeseries of angles (in degree) between 0° and 360° to other timepoints.
I've carefully read the documentation for the interp1 function, which doesn't really mention this case, although this post is mentioning it.
David Long (2021). Interpolate angles (https://www.mathworks.com/matlabcentral/fileexchange/65289-interpolate-angles), MATLAB Central File Exchange. Retrieved September 1, 2021. is showing a way using the unwrap function, which I don't quite understand.
0 Comments
Accepted Answer
Bjorn Gustavsson
on 1 Sep 2021
To my understanding simply extend the input arrays such that you have a couple of points from the first few samples added onto the end adding 2*pi to those angles and a few points from the end of your arrays at the beginning subtracting 2*pi from those:
theta = linspace(0,2*pi-0.001,31);
f = 12*cos(theta) + 5*sin(3*theta).^2;
Theta = [theta(end-3:end)-2*pi,theta,theta(1:3)+2*pi];
F1 = [f(end-3:end),f,f(1:3)];
THETA = linspace(0,2*pi,301);
F2 = 12*cos(THETA) + 5*sin(3*THETA).^2;
Fi = interp1(Theta,F1,THETA,'pchip');
That way you force the interpolation to be periodic, you only need to braket your theta and f array with three (possibly 2 but I'm too lazy to check) points to get the cubic and spline interpolation-methods to give you a periodic interpolation.
HTH
3 Comments
Bjorn Gustavsson
on 1 Sep 2021
Oh, I see, I misunderstood your problem completely. Here's my second attempt at understanding clear plain English...
t = 1:151;
theta = cumsum(rand(size(t))/2);
thetai = unwrap(atan2(interp1(1:51,sin(theta),ti),interp1(1:51,cos(theta),ti)));
This will give you a thetai without the branch-cut at 180,-180 (or 360,0).
HTH
More Answers (0)
See Also
Categories
Find more on Interpolation 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!