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Unlocking the Magic of Fourier Series: A Comprehensive Tutorial with Equations and Python Examples

Aqeel Ahmed
5 min readMar 11, 2024

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Have you ever wondered how complex periodic functions can be broken down into simpler components? Enter the fascinating world of Fourier Series, a mathematical gem that reveals the hidden patterns within signals and waves. In this comprehensive tutorial, we’ll demystify Fourier Series, providing a reader-friendly journey through its concepts, equations, and real-world applications.

What is the Fourier Series?

At its core, the Fourier Series is a mathematical tool devised by Joseph Fourier in the 19th century to represent periodic functions as a sum of sine and cosine functions. This allows us to break down intricate waveforms into fundamental building blocks, providing insights into their behavior.

Here is an example of what it looks like:

Summation of two sinusoidal wave results in another wave

Breaking Down the Math:

The Fourier Series representation of a periodic function f(t) with period T is expressed as:

Here, a0, an, bn​ are the coefficients determined through mathematical integrals, capturing the essence of the original function.

The detailed mathematical equations with graphs can be accessed…

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Aqeel Ahmed
Aqeel Ahmed

Written by Aqeel Ahmed

PhD (DL & IoT Security). My expertise include Signal Processing, ML, DL, and Cybersecurity. Follow me for easy to understand tutorials in these areas

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