Does this plot look right?
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I am making an fft of a sine wave, and the amplitude spectra looks sharper than I thought it would be. So, what I'm wondering is if there is something wrong with my code, or if the fft of a sine wave looks like this when the sampling frequency is 100 hz with 300 samples.
% Define the time vector
Fs = 100; % Sampling frequency (Hz)
T = 1/Fs; % Sample time
t = 0:T:(299*T); % Time vector with 300 samples and a sample interval of 0.01 seconds
% Create a sine wave with a period of 1 second
f = 1; % Frequency of the sine wave (Hz)
x = sin(2*pi*f*t);
% Calculate the FFT
N = length(x); % Length of the signal
frequencies = Fs*(0:(N/2))/N; % Frequency vector
X = fft(x); % FFT of the signal
amplitude = 2/N * abs(X(1:N/2+1)); % Amplitude of the positive frequencies
% Plot the amplitude against frequency
figure;
plot(frequencies, amplitude);
title('FFT of Sine Wave');
xlabel('Frequency (Hz)');
ylabel('Amplitude');
grid on;
% Set x-axis limit to zoom in on frequencies between 0 and 5 Hz
xlim([0 5]);
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It is ok. You can see more clearly that the signal has content only at 1Hz by using a stem plot:
% Define the time vector
Fs = 100; % Sampling frequency (Hz)
T = 1/Fs; % Sample time
t = 0:T:(299*T); % Time vector with 300 samples and a sample interval of 0.01 seconds
% Create a sine wave with a period of 1 second
f = 1; % Frequency of the sine wave (Hz)
x = sin(2*pi*f*t);
% Calculate the FFT
N = length(x); % Length of the signal
frequencies = Fs*(0:(N/2))/N; % Frequency vector
X = fft(x); % FFT of the signal
amplitude = 2/N * abs(X(1:N/2+1)); % Amplitude of the positive frequencies
% Plot the amplitude against frequency
figure;
% plot(frequencies, amplitude);
stem(frequencies, amplitude);
title('FFT of Sine Wave');
xlabel('Frequency (Hz)');
ylabel('Amplitude');
grid on;
% Set x-axis limit to zoom in on frequencies between 0 and 5 Hz
xlim([0 5]);
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