Omit detrending in certain portion of signal

9 次查看(过去 30 天)
Hello,
I have a signal with a certain portion that is much higher than the rest of the signal.
How can I avoid applying detrending to this portion but apply detrending to everything to the left and right of this signal? Blue portion should be detrended. Red portion should not be detrended and stay at this or a similar level.
What if I have two of these red portions within my signal? For example the lower peak portion in the middle and the higher portion to the right. Do not detrend both portions?
Thanks.
  2 个评论
Mathieu NOE
Mathieu NOE 2022-3-22
hello
We can better help you if you share data (and code ?)
tx
Konvictus177
Konvictus177 2022-3-22
Here is the signal.
Currently I would do simple detrending but this would detrend the entire signal. I want the portions that are high (red) and the lower peak portion in the middle not to be detrended. Detrending the entire signal elevates my lower peak and lowers the higher portion of the signal. Espcially the poitns surrounding the higher portion.
% detrend signal
signal_detrended = detrend(signal,9);
% plot test signal
figure()
plot(signal)
hold on
plot(signal_detrended)
legend("before detrending","after detrending")

请先登录,再进行评论。

采纳的回答

Mathieu NOE
Mathieu NOE 2022-3-23
hello
may I suggest a small improvement here - this avoid finding manually the samples that shoudn't be detrended
so whatever the amount and x position of the peaks, this code should work :
load('signal.mat');
n = 1:length(signal);
n = n';
signalS = smoothdata(signal,'movmedian',200);
I = abs(signal-signalS) < 5e-3;
signal_detrended = detrend(signal(I), 'SamplePoints', n(I));
signal_combined = zeros(length(signal), 1);
signal_combined(I) = signal_detrended;
signal_combined(~I) = signal(~I);
figure(1), plot(n, signal,n, signalS,n, signal_combined)
legend('raw','smoothed','partial detrend');

更多回答(1 个)

Benjamin Thompson
Benjamin Thompson 2022-3-22
You can use an index vector and the 'SamplePoints' option for the detrend function:
>> n = 1:length(signal);
>>n = n';
>> I = (n < 4000) | ((n > 4500)) & (n < 8500);
>> signal_detrended = detrend(signal(I), 'SamplePoints', n(I));
>> hold off;
>> figure, plot(n, signal)
>> grid on, zoom on
>> hold on
>> plot(n(I), signal_detrended, 'r')
  2 个评论
Konvictus177
Konvictus177 2022-3-22
编辑:Konvictus177 2022-3-22
The new signal has the lower peak completely removed and is shorter than the original signal. The higher portion is completely missing.
I want the new signal to still have the lower peak unchanged and the higher portion unchanged. The rest of the signal should be detrended.
Benjamin Thompson
Benjamin Thompson 2022-3-22
This is just some basic MATLAB commands, but here you are. The index vector defines the set of what was detrended and what was not.
>> signal_combined = zeros(length(signal), 1);
>> signal_combined(I) = signal_detrended;
>> signal_combined(~I) = signal(~I);
>> figure, plot(n, signal_combined)

请先登录,再进行评论。

类别

Help CenterFile Exchange 中查找有关 Spectral Measurements 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by