function y = fitchangepts(x, icp, statistic) y = nan(size(x)); K = length(icp); nseg = K+1; istart = [1; icp(:)]; istop = [icp(:)-1; length(x)]; if strcmp(statistic,'mean') || strcmp(statistic,'std') for s=1:nseg ix = (istart(s):istop(s))'; y(ix) = mean(x(ix)); end elseif strcmp(statistic,'rms') for s=1:nseg ix = (istart(s):istop(s))'; y(ix) = rms(x(ix)); end else % linear for s=1:nseg ix = (istart(s):istop(s))'; y(ix) = polyval(polyfit(ix,x(ix),1),ix); end end
Test it:
load engineRPM.mat plot(fitchangepts(x,findchangepts(x,'Statistic','linear','MinThreshold',var(x)/2),'linear'))
returns the index at which the mean of ipt
= findchangepts(x
)x
changes most significantly.
If x
is a vector with N elements, then findchangepts
partitions x
into two regions, x(1:ipt-1)
and x(ipt:N)
, that minimize the sum of the residual (squared) error of each region from its local mean.
If x
is an M-by-N matrix, then findchangepts
partitions x
into two regions, x(1:M,1:ipt-1)
and x(1:M,ipt:N)
, returning the column index that minimizes the sum of the residual error of each region from its local M-dimensional mean.
Load a data file containing a recording of a train whistle sampled at 8192 Hz. Find the 10 points at which the root-mean-square level of the signal changes most significantly.
<img 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