how to isolate harmonic component from figure
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Dear all ,
If I have a signal with harmonic how can I automatical know the index (the position of each number of the harmonic) . In another way , I need to know when the harmonic happens.
The data are in the attachment file
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Simon Chan
2022 年 3 月 15 日
Try the following to see whether this is what you want or not.
clear; clc;
load('xx.mat');
x = 1:length(xx);
% Separate entire signal into 3 sections
upperTh = 0.95*max(xx);
lowerTh = 0.95*min(xx);
index = xx<upperTh & xx>lowerTh;
istart = find(diff(index)==1);
iend = find(diff(index)==-1);
profile = arrayfun(@(r,s) xx(r:s),istart,iend,'uni',0); % 3 separate profiles
% Determine the positions of the turning points
[~,idx1] = cellfun(@(x) min(diff(diff(x)>0)),profile);
[~,idx2] = cellfun(@(x) max(diff(diff(x)>0)),profile);
rangeIdx = sort([idx1, idx2],2) + istart;
% Adding some offset besides turning points to find min/max
offset = 5;
harmonic = arrayfun(@(r,s) xx(r-offset:s+offset),rangeIdx(:,1),rangeIdx(:,2),'uni',0);
[maxValue,maxIdx] = cellfun(@max,harmonic);
[minValue,minIdx] = cellfun(@min,harmonic);
% Plot result only (Can be ignored)
for k = 1:3
subplot(3,1,k)
plot(x(rangeIdx(k,1)-offset:rangeIdx(k,2)+offset),harmonic{k});
title({sprintf('MinValue = %.4f, MinPos = %d',minValue(k),rangeIdx(k,1)-offset+minIdx(k)-1);...
sprintf('MaxValue = %.4f, MaxPos = %d',maxValue(k),rangeIdx(k,1)-offset+maxIdx(k)-1)});
grid on
end
2 件のコメント
Simon Chan
2022 年 3 月 16 日
Use another approach to retrieve the positions of the hystersis loops as follows.
After that, you can use the start and end position index for further actions.
clear; clc;
load('m3rdr.mat');
xx = m3rdr(:,1);
yy = m3rdr(:,2);
% Extract the holes from the polygons
pgon = polyshape(xx,yy); % Build the polyshape, ignore the warning
polyout = holes(pgon); % Extract holes which are the hystersis loops
figure
subplot(2,2,1)
plot(pgon); % Display original signals
ax1 = gca;
title('Original shape');
xLimit = ax1.XLim;
yLimit = ax1.YLim;
grid(ax1,'on');
subplot(2,2,2)
plot(polyout); % Display the extracted holes
ax2 = gca;
title('Extract holes coordinates');
ax2.XLim = xLimit;
ax2.YLim = yLimit;
grid(ax2,'on');
for k = 1:length(polyout)
subplot(2,2,k+2)
% Start position of the extarcted hole
xstart = polyout(k).Vertices(1,1);
% End position of the extarcted hole, the last vertice is not used
xend = polyout(k).Vertices(end-1,1);
startIdx = find(xx == xstart);
endIdx= find(xx == xend);
plot(xx(startIdx:endIdx+1),yy(startIdx:endIdx+1));
hold on
grid on
plot(xx(startIdx),yy(startIdx),'g*'); % Start point showing green dot
plot(xx(endIdx+1),yy(endIdx+1),'r*'); % Last point showing red dot
title({sprintf('Start Position = %d',startIdx);...
sprintf('End Position = %d',endIdx+1)});
hold off
end
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