I have 400 columns of matrix, I want to calculate FWHM. I'm trying find codes related to find peaks, but nothing works. I cannot see the FWHM as 400 different columns.
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data=xlsread('ace re.xlsx');
y=data(:,2:end);
x=data(:,1);
plot(x,y);
m2= max(data(:,2:end));
[M,I]= max(data);
m3= min(data(:,2:end));
[M1,I1]= min(data);
halfMax = (min(y(:,1:end)) + max(y(:,1:end))) / 2;
for n=1:length(y)
% Find where the data first drops below half the max.
index1 = find(y(:,n) >= halfMax(:,n), 1, 'first');
% Find where the data last rises above half the max.
index2 = find(y(:,n) >= halfMax(:,n), 1, 'last');
fwhm = index2-index1 + 1; % FWHM in indexes.
fwhmx = x(index2) - x(index1);
end
2 Commenti
Adam Drake
il 15 Apr 2023
If you attached 'ace re.xlsx' to your question it would help in troubleshooting your problem.
Risposta accettata
dpb
il 15 Apr 2023
Modificato: dpb
il 19 Apr 2023
fn='https://www.mathworks.com/matlabcentral/answers/uploaded_files/1356933/ace%20re.xlsx';
data=readmatrix(fn);
whos data
plot(data(:,1),data(:,[2:6 end-5 end]))
xlim([625 675]);ylim([25 35])
Seems to be very similar traces with only a very tiny change between; by time get from start to finish is some variation...
[MN,IMN]=min(data(:,2:end)); [MX,IMX]=max(data(:,2:end));
figure
subplot(3,1,1);plot([MN;MX].')
subplot(3,1,2);plot([MN;MX].');xlim([30 80])
Something really peculiar seems to be going on in an early section; the traces between columns 50-70 must be almost flat and there may not be any real peaks...
subplot(3,1,3)
plot(data(:,1),data(:,48:53))
legend(string([48:53].'))
May need to do something special there, but the brute force way should work for most of the rest, anyway...
FWHM=nan(size(MX));
H=mean([MX;MN]);
for i=1:numel(MX)
f1=find(data(1:IMX(i),i+1)>=H(i),1);
f2=find(data(IMX(i):end,i+1)<=H(i),1)+IMX(i);
try % in case those odd spectra fail
FWHM(i)=f2-f1;
catch
end
end
nnz(isnan(FWHM)) % so how many did?
find(isnan(FWHM)) % which ones, specifically?
figure
plot(data(:,1),data(:,ans)) % what do they look like?
I didn't try your identical code, but one guesses the problem is simply that you didn't plot your data first (or last) to ensure it all made sense to try to compute what were trying to compute...
ADDENDUM:
Let's look at the possible issue of width of peaks raised below -- we've got the data here; we'll not redo the calc's...
figure
plot(FWHM)
xlim([0 100]) % adjusted after observed result
Seems pretty consistent except for that area already identified as problematical; you'll have an idea what to do about those, one presumes. Overall, may be better than I had feared...
3 Commenti
dpb
il 19 Apr 2023
The above is "brute force" just to get through the process and see why it blew up trying to do so.
To return an actual FWHM value that has some semblance of meaning for these peaks, I'd suggest some smoothing would be a good thing and to interpolate the actual location from the smoothed data.
It also is quite likely a number of these are using a minimum value for the height calculation that is quite far removed from the actual peak location; I did not check that, but it's probable some of them may be looking at very large portion of the overal signal. This will be especially problematical in those areas where the peaks are not all that pronounced, but is still potentially a problem because the min() calculation is unbounded as is.
Moral: I think you're just beginning the exercise... :)
dpb
il 19 Apr 2023
ERRATUM: I just realized I had forgotten to add the IMX(i) location onto the second found position to account for starting the search from the maximum location on...I fixed the code in the Answer but be sure to make that in your own code; otherwise the location found is the right one, just relative to the peak, not the first so the FWHM number is incorrect.
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