Why Does the Fourier Transform Show Magnitude Around 3Hz?

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SUMMARY

The discussion centers on the Fourier Transform of an exponentially decaying sinusoid with a frequency of 3Hz. Participants clarify that while 3Hz is the primary frequency, the Fourier Transform reveals additional magnitude around this frequency due to the non-periodic nature of the function. The presence of surrounding frequencies is a result of the function being time-limited, which necessitates an infinite bandwidth representation in the frequency domain. This highlights the importance of understanding frequency components beyond the fundamental frequency in non-periodic signals.

PREREQUISITES
  • Understanding of Fourier Transform principles
  • Knowledge of sinusoidal functions and their properties
  • Familiarity with concepts of frequency domain analysis
  • Basic grasp of time-limited functions and their implications
NEXT STEPS
  • Study the properties of the Fourier Transform in detail
  • Learn about the implications of time-limited functions on frequency representation
  • Explore the concept of bandwidth in signal processing
  • Investigate the differences between periodic and non-periodic functions in Fourier analysis
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Students and professionals in signal processing, electrical engineering, and applied mathematics who seek to deepen their understanding of Fourier analysis and its applications in analyzing non-periodic signals.

WCMU101
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Hey all.

On Wiki (http://en.wikipedia.org/wiki/Fourier_transform#Properties_of_the_Fourier_transform) they have some really good pictures explaining the Fourier transform - see the introduction section. The Fourier transform is of an exponentially decaying sinusoid - where the sinusoid (cosine) has a frequency of 3Hz. I do not understand why the Fourier transform has "magnitude" for frequencies surrounding 3Hz? Isn't 3Hz the only frequency present in the function?

Thanks.

Nick.
 
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If you express some function through a Fourier series, you need sin/cos functions of different frequencies, depending on the original function. Now if you Fourier transform the latter, you basically regain information of those frequencies. That frequency spectrum obviously needs to contain more than just the value of 3Hz.
 
WCMU101 said:
Hey all.

On Wiki (http://en.wikipedia.org/wiki/Fourier_transform#Properties_of_the_Fourier_transform) they have some really good pictures explaining the Fourier transform - see the introduction section. The Fourier transform is of an exponentially decaying sinusoid - where the sinusoid (cosine) has a frequency of 3Hz. I do not understand why the Fourier transform has "magnitude" for frequencies surrounding 3Hz? Isn't 3Hz the only frequency present in the function?

Thanks.

Nick.

Does the sinusoid look like a periodic function? If it is not periodic, or varies from a pure sine wave, then it is made up of more than just 1 frequency component.

Any time-limited function will need infinite bandwidth to be represented in the frequency domain, and you can see this function is not periodic and begins and stops; its only a pulse.
 

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