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#fouriertransform

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The Fourier Transform is a mathematical operation that transforms a function of time (or space) into a function of frequency. It decomposes a complex signal into its constituent sinusoidal components, each with a specific frequency, amplitude, and phase. This is particularly useful in many fields, such as signal processing, physics, and engineering, because it allows for analysing the frequency characteristics of signals. The Fourier Transform provides a bridge between the time and frequency domains, enabling the analysis and manipulation of signals in more intuitive and computationally efficient ways. The result of applying a Fourier Transform is often represented as a spectrum, showing how much of each frequency is present in the original signal.

\[\Large\boxed{\boxed{\widehat{f}(\xi) = \int_{-\infty}^{\infty} f(x)\ e^{-i 2\pi \xi x}\,\mathrm dx, \quad \forall\xi \in \mathbb{R}.}}\]

Inverse Fourier Transform:
\[\Large\boxed{\boxed{ f(x) = \int_{-\infty}^{\infty} \widehat f(\xi)\ e^{i 2 \pi \xi x}\,\mathrm d\xi,\quad \forall x \in \mathbb R.}}\]

The equation allows us to listen to mp3s today. Digital Music Couldn’t Exist Without the Fourier Transform: bit.ly/22kbNfi

Gizmodo · Digital Music Couldn't Exist Without the Fourier TransformThis is the Fourier Transform. You can thank it for providing the music you stream every day, squeezing down the images you see on the Internet into tiny

#genuary31 - "Generative Audio"

The final day of Genuary is "Generative Audio". Instead of trying to generate an audio clip, I used an audio clip to generate an image. Many different clips within a recording of Beethoven's Pathétique Sonata were passed through an FFT with smoothing and coloring applied.

I've archived all of my Genuary posts on my website: codeismycanvas.art/posts/genua

Continued thread

There's a lot more to say. If you've found the posts above intriguing and you're interested to find out more about how **any** image can be decomposed and reconstructed from nothing other than sines and cosines…

…and you want to go through a step-by-step tutorial to write the #Python code to create this #Fourier decomposition of images, you can read this article:

Code uses #Numpy and #Matplotlib, of course (@matplotlib)

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#Coding #Programming #FourierTransform

thepythoncodingbook.com/2021/0

The Python Coding Book2D Fourier transform in Python: Create any image using only sine functionsAny image is made up of only sine functions. In this article I'll convince you of this fact by using the 2D Fourier transform in Python

What's an image made of?

There are many correct answers.

But the most fascinating one is: << sines & cosines >>

Read on if you're intrigued, as we see how adding lots of sines and cosines to each other will result in an image as in this video below…

This is a journey through Fourier Transforms in 2D!

[continues in replies…]

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My favourite textbook of all time – had been in storage for a while as we did a long, convoluted, house move…

It’s back, safe and sound, nicely weathered and thumbed from all those years of use…

PS: just realised it’s my wife’s copy, not mine. I Want My One Back! (It’s still in a box, somewhere…)

Replied in thread

You can find the parameters of a sinusoidal grating by using the 2D #FourierTransform.

The dots shown contain the amplitude and phase of the grating. Their position from the centre gives the frequency, and their orientation represents the orientation of the grating.

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