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| function [optparam, fo, sinfunc] = FitSin(x, y) | |
| % [optparam, fo, sinfunc] = FitSin(x, y) | |
| % | |
| % | |
| % Fitting Data to following function with "lsqnonlin" | |
| % sinfunc = @(v, x) (v(1)*sin(x-v(2))+v(3)); | |
| % | |
| % x: xaxis (radian) | |
| % y: actuial value | |
| % | |
| % optparam: optimal parameter | |
| % fo : norm^2 | |
| % sinfunc: function handle of sinfunc(param, x) | |
| % | |
| % x = pi*(0:45:360)/180; | |
| % y = 2*rand(1)*sin(x-randn(1)*pi+pi/2)+0.2; | |
| % yraw = y+0.6*randn(size(x)); | |
| % | |
| % [optparam, ~, sinfunc]=FitSin(x,y); | |
| % xopt = (0:1:360)*pi/180; | |
| % figure; hold on | |
| % plot(x,yraw,'d') | |
| % plot(xopt, sinfunc(optparam,xopt), 'k-') | |
| % | |
| % 2015-12-09 Ryosuke F Takeuchi | |
| x = x(:); | |
| y = y(:); | |
| sinfunc = @(v, x) (v(1)*sin(x-v(2))+v(3)); | |
| vinit(1) = max(y)+mean(y); | |
| vinit(2) = 0; | |
| vinit(3) = max(y); | |
| options = optimoptions('lsqnonlin', 'MaxIter', 10000,... | |
| 'Algorithm', 'trust-region-reflective', 'Tolx', 10^-15, 'TolFun', 10^-15,... | |
| 'ScaleProblem', 'none', 'MaxFunEvals', length(x)*200, 'Display', 'off'); | |
| ub = [vinit(1)*2, 2*pi, vinit(1)]; | |
| lb = [0, 0, min(y)]; | |
| initphz = (0:30:360)*pi/180; | |
| efunc = @(v) abs((sinfunc(v,x) - y)); | |
| for i = 1:length(initphz) | |
| vinit(2) = initphz(i); | |
| [params{i}, f(i), flag{i}, lamb{i}] = ... | |
| lsqnonlin(efunc, vinit, lb, ub,options); | |
| end | |
| [~, o] = min(f); | |
| optparam = params{o}; | |
| fo = f(o); |
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