FFT and spectrogram on I-Q data
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I have an FFT and spectrogram genertated using the follwoing code:
%% fft data generation
Fs = 4e6;
Ns=4e6;
freq=-Fs/2:Fs/Ns:(Fs/2-(Fs/Ns));
amp=10*log10(abs(fft(s(1:Ns),Ns))/Ns);
P=abs(fft(s(1:Ns),Ns))/Ns;
figure(1)
plot((freq+741.5e6),fftshift(P));
%% spectrogram
figure(2);
Nx=4e5;
nsc = floor(Nx/4.5);
nov = floor(nsc/2);
nff = max(256,2^nextpow2(nsc));
spectrogram(s,kaiser(nsc,5.66),nov,nff,Fs, 'MinThreshold',-140);
The output looks like this:

However, I think the spectrogram is wrong:
- The frequency axis does not look right
- The FFT does not correspond to the spectrogram
Can someone please help me understand the spectrogram with a correct code?
file = 'un01';
f=fopen(file,'rb');
values = fread(f, Inf,'float');
I=values(1:2:length(values));
Q=values(2:2:length(values));
s=I+1i*Q;
9 Comments
Paul
on 12 Oct 2023
Hi Meghna,
Can you add the 'uni' file to your question using the paper clip icon in the Insert ribbon. Of just save s in .mat file and add it with the paperclip icon?
Why does the code add 741.5e6 to the freq vector when making the plot.
Meghna Roy Chowdhury
on 13 Oct 2023
Paul
on 13 Oct 2023
If "The file" is the uni01 text file, did you try saving s to a .mat file and uploading that? I think the .mat file would be smaller.
Meghna Roy Chowdhury
on 13 Oct 2023
Edited: Meghna Roy Chowdhury
on 13 Oct 2023
Paul
on 13 Oct 2023
I can't figure out how to load the data from either form of the file with the links provided.
Meghna Roy Chowdhury
on 13 Oct 2023
Edited: Meghna Roy Chowdhury
on 13 Oct 2023
Is this what the data is supposed to look like? Just want to make sure I'm reading the data properly. There seems to be a disconnect between the number of elements in s, 10387, and the variable Ns=4e6 in the code, which will cause an error in the indexing s(1:Ns) in the computation of amp.
f = fopen(websave('uni01','https://drive.google.com/file/d/1IjKADYLo4sBOsPXw7TqPOWfgOaRWqgdo/view?usp=sharing'),'rb');
values = fread(f, Inf,'float');
I=values(1:2:length(values));
Q=values(2:2:length(values));
s=I+1i*Q;
n = numel(s)
figure
plot(1:n,I,1:n,Q)
Meghna Roy Chowdhury
on 17 Oct 2023
Edited: Meghna Roy Chowdhury
on 17 Oct 2023
Paul
on 17 Oct 2023
I'm having lots of trouble reading in the data. Every time I try it, values has a different number of elements that aren't close to what you're showing. Don't know why this is a problem. Wish I could be of more help.
Answers (1)
Here is how the power spectrum can be computed & plotted:
f = fopen(websave('uni01','https://drive.google.com/file/d/1IjKADYLo4sBOsPXw7TqPOWfgOaRWqgdo/view?usp=sharing'),'rb');
values = fread(f, Inf,'float');
I=values(1:2:length(values)-1);
Q=values(2:2:length(values));
X=I+1i*Q;
Fs = 4e6;
%% spectrogram
figure(2);
[Power, Freq, Time] = pspectrum(X, Fs, 'spectrogram');
waterfall(Freq,Time, Power')
wtf = gca;
wtf.XDir = 'reverse';
view([30 45])
xlabel('Frequency (Hz)')
ylabel('Time (seconds)')
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