Power spectrum when the wave number is not an integer

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SUMMARY

The discussion centers on the power spectrum generated from a Discrete Fourier Transform (DFT) of a sine wave with a frequency of 4.5 Hz and 100 data points. The user observes that the resulting power spectrum exhibits side lobes due to the wave number not being an integer. They express confusion regarding the expected shape of the spectrum, which they believe should result from the product of the data's power spectrum and the power spectrum of a square wave window function. The conversation highlights the impact of discontinuities in the data on the Fourier Transform results.

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  • Understanding of Discrete Fourier Transform (DFT)
  • Knowledge of power spectrum analysis
  • Familiarity with window functions, specifically square wave windows
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arcTomato
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Homework Statement
I would like to know the about the power spectrum of a sin wave when the wave number is not integer.
Relevant Equations
Fourier transform
Hi all.

I made a program of DFT, so I made the power spectrum of a sin wave.
This is the sin wave I used.
All data number ##N=100## and the frequency of sine wave is 4.5Hz.

1576251868710.png

And the power spectrum is this.
1576252821780.png


The wave number is not integer so the spectrum has the side lobe.
But I think this is not right.
I think the power spectrum shape should be the product of the data's power spectrum and the window function's power spectrum(in my case the window is Square wave, and in the under image is also square wave too).
like this.
スクリーンショット 2019-12-14 0.58.15.png

      

I would like to know why the shape of the spectrum I made is like this.

Thank you.
 
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Keep in mind that the FT assumes periodic continuation. Your 4 1/2 periods don't transform to a single spike that way.
 
Hi @BvU again!
yes!
because there is the discontinuity point, right??
but I would like to understand why in another way(the spectrum of window).
I think the spectrum of the data which wave number is 9 is single spike.
If I multiply the data (9 wave number) with square wave(it becomes 4.5 wave number ), I think the spectrum should look like the third image.
But the spectrum I made is not look like.
 

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