How does the Fourier transform work and why is it important?

AI Thread Summary
The discussion centers on the complexities of understanding the Fourier transform and its mathematical implications. Participants express difficulty grasping its concepts despite reading various resources, highlighting the need for a foundational understanding of vectors. An intuitive explanation is provided, noting that devices like spectral analyzers utilize the Fourier transform to convert audio signals from amplitude over time to amplitude over frequency. Additionally, the Fourier transform is significant in mathematics because it simplifies the process of differentiation by converting it into multiplication, aiding in solving differential equations. Overall, the Fourier transform is crucial for both practical applications in signal processing and theoretical mathematics.
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Can anyone explain the above-i've read about in books, internet sites and still do not understand what its doing or the maths.

Thanks
 
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Try wikipedia. It can't be explained in a few sentences.
 
hmm, I've read that and although i understand the basic, i.e complicated function and representing with smaller functions with sin and cosine waves, the rest doesn't make sense no matter how many times I read it.
 
how old are you? what level mathematical maturity do you have?
 
Not really sure why it matters but I am 21. hmmm not that much i guess?
 
you know anything about vectors? how you can express any vector as a sum of basis vectors?
 
hmmm can't say that I do, is that where I should start then?
 
what do you know then? why do you want to know about Fourier transforms?
 
An intuitive explanation:
I am sure you have seen one of these http://en.wikipedia.org/wiki/Spectral_analyzer" found on Hi-Fi's or digital audio players, that plot frequency vs. amplitude. They take the audio signal (amplitude/time), apply the (discrete) Fourier transform, and display the resulting function (amplitude/frequency).

To illustrate, take the function \cos(2\pi at), which is a wave with frequency a. Its Fourier transform is zero except for two "spikes" at -a and a.


A more mathematical reason why the Fourier transform is important, is that it turns differentiation into multiplication, see http://en.wikipedia.org/wiki/Fourier_Transform#Analysis_of_differential_equations", which is quite useful for solving some differential equations.
 
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