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A sample code detailing end-to-end FFT operation
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clear; | |
clc; | |
Fs = 1000; %sampling rate | |
T = 1/Fs; %sampling interval | |
L = 500; %Number of time points | |
t = 0:T:(L-1)*T; %time vector | |
N = 1024; %FFT points | |
% Define frequencies | |
f1 = 20; | |
f2 = 220; | |
f3 = 138; | |
% Create the signal | |
x = 5 + 12*sin(2*pi*f1*t-0.3) + 5*sin(2*pi*f2*t-0.5) + 4*sin(2*pi*f3*t - 1.5); | |
figure(1) | |
plot(t*1000,x) | |
xlabel('time (in ms)') | |
ylabel('Amplitude') | |
title('Original Signal') | |
% Add some noise | |
figure(2) | |
x = awgn(x,5,'measured') | |
plot(t*1000,x) | |
xlabel('time (in ms)') | |
ylabel('Amplitude') | |
title('Noisy Signal') | |
% FFT | |
X = fft(x,N); | |
figure(3) | |
plot(abs(X)) | |
SSB = X(1:N/2); | |
SSB(2:end) = 2*SSB(2:end); | |
f = (0:N/2-1)*(Fs/N); | |
% Amplitude | |
figure(4) | |
plot(f,abs(SSB/L)) | |
xlabel('f (in Hz)') | |
ylabel('|X(f)|') | |
title('Corrected Frequency Spectrum') |
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