Power spectral density of a signal

조회 수: 9 (최근 30일)
dark lion
dark lion 2017년 11월 15일
댓글: Birdman 2017년 11월 16일
Hello I have EEG dataset in excel format with time and voltage values.I need to plot the power spectral density of the signal. I have loaded the excel file in Matlab and plotted the voltage vs time values. Now I need to calculate the power spectral density. Generally the frequency range of EEG signals between 0-30 Hz. Since I have only voltage and Time values, I do not know the frequency of my signal. I need to calculate Power spectral density Using FFT. I am including the code in matlab file and time voltage values of the signal in txt file for reference. Please suggest me.
dataset=xlsread('input signal.xlsx','sheet1','A1:B770');
t = dataset(:,1);
V = dataset(:,2);
X=[t V];
subplot(2,2,1);
plot(X(:,1), X(:,2))
xlabel ('time');
ylabel('voltage');
title('original Signal');

채택된 답변

Birdman
Birdman 2017년 11월 16일
I assume that your sampling is 1kHz(in practice), use the following code to see the psd of the signal:
h1=spectrum.welch;
set(h1,'Windowname','Hann');
Fs=1000;
set(h1,'OverlapPercent',66.7);
set(h1,'SegmentLength',512);
myPsd=psd(h1,X(:,2)-mean(X(:,2)),'Fs',Fs)
semilogx(myPsd.Frequencies,myPsd.Data);grid on
You will see that between 0-30Hz, your signal has peaks. Hope this helps.
  댓글 수: 2
dark lion
dark lion 2017년 11월 16일
Can we calculate This by FFT.
Thanks
Birdman
Birdman 2017년 11월 16일
Yes but for that you should refer to documentation.

댓글을 달려면 로그인하십시오.

추가 답변 (0개)

카테고리

Help CenterFile Exchange에서 Parametric Spectral Estimation에 대해 자세히 알아보기

Community Treasure Hunt

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

Start Hunting!

Translated by