peak and peak width (FWHM) identification
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Duke ▴ 210
@duke-4050
Last seen 9.7 years ago
Hi folks, I have to deal with finding peaks and their widths (for example FWHM - Full width at half maximum) of a dataset (basically x coordinates and y non-negative values). So far, after searching through forum and google, I found turnpoints() function in Pastecs package which can help me to find the turning points. My algorithm is as followed: 1. get the list of local peaks with certain threshold (max turnpoints by turnpoints function) 2. for each of the found peaks, do two scans using peak's index to find furthest upper/lower points that have values not smaller than half of that peak. These points will determine the peak's FWHM. Well, the algorithm is fine, and so far for a small dataset, it runs fine and give me quite a satisfied result. But the problem is the time of the scan. Usually the peak finding takes about few minutes for a data of about few million points, but the scan to get FWHM takes like the whole day, because of its double looping (1st for peak loop, 2nd for each peak). I thougth using array / matrix will help improve the speed much faster, so anybody has any other idea/suggestions? Or any one know packages that can help my task? Thanks a lot, D.
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Entering edit mode
Duke ▴ 210
@duke-4050
Last seen 9.7 years ago
Hi folks, I have to deal with finding peaks and their widths (for example FWHM - Full width at half maximum) of a dataset (basically x coordinates and y non-negative values). So far, after searching through forum and google, I found turnpoints() function in Pastecs package which can help me to find the turning points. My algorithm is as followed: 1. get the list of local peaks with certain threshold (max turnpoints by turnpoints function) 2. for each of the found peaks, do two scans using peak's index to find furthest upper/lower points that have values not smaller than half of that peak. These points will determine the peak's FWHM. Well, the algorithm is fine, and so far for a small dataset, it runs fine and give me quite a satisfied result. But the problem is the time of the scan. Usually the peak finding takes about few minutes for a data of about few million points, but the scan to get FWHM takes like the whole day, because of its double looping (1st for peak loop, 2nd for each peak). I thougth using array / matrix will help improve the speed much faster, so anybody has any other idea/suggestions? Or any one know packages that can help my task? Thanks a lot, D.
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