Math Problem Statement

Aftermid Lecture 8.pdf

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I DO NOT UNDERSTAND THE CONCEPT OF FOURIER SERIES I WAS ABSENT THAT DAY AND IT IS PAPER TOMORROW CAN YOU HELP ME IN UNDERSTNADING THE CORE CONCEPTS AND EXAPLES STEP BY STEP

Solution

The Fourier series is a powerful mathematical tool used to represent periodic functions as a sum of sines and cosines. Below is a step-by-step breakdown to help you understand its core concepts, supplemented with examples from your uploaded material.


Core Concepts of Fourier Series

  1. Purpose of Fourier Series:

    • It decomposes any periodic function f(x)f(x) into a sum of simpler sinusoidal functions (sines and cosines).
  2. General Form of a Fourier Series: For a function f(x)f(x) defined on the interval [π,π][-π, π]: f(x)=a0+n=1(ancos(nx)+bnsin(nx))f(x) = a_0 + \sum_{n=1}^\infty \left( a_n \cos(nx) + b_n \sin(nx) \right) where:

    • a0a_0 is the average value of the function.
    • ana_n and bnb_n are coefficients that determine the amplitude of the cosine and sine terms.
  3. Fourier Coefficients:

    • a0=12πππf(x)dxa_0 = \frac{1}{2\pi} \int_{-\pi}^\pi f(x) dx
    • an=1πππf(x)cos(nx)dxa_n = \frac{1}{\pi} \int_{-\pi}^\pi f(x) \cos(nx) dx
    • bn=1πππf(x)sin(nx)dxb_n = \frac{1}{\pi} \int_{-\pi}^\pi f(x) \sin(nx) dx
  4. Steps to Find a Fourier Series:

    • Step 1: Identify the function f(x)f(x) and its domain.
    • Step 2: Compute a0a_0, ana_n, and bnb_n using the formulas above.
    • Step 3: Substitute these coefficients into the Fourier series formula.

Example: Fourier Series of a Square Wave

Consider the function f(x)f(x) given by:

\begin{cases} 0, & -\pi < x < 0, \\ 1, & 0 \leq x < \pi.$$ 1. **Compute $$a_0$$:** $$a_0 = \frac{1}{2\pi} \int_{-\pi}^\pi f(x) dx = \frac{1}{2\pi} \left( \int_{-\pi}^0 0 dx + \int_0^\pi 1 dx \right) = \frac{\pi}{2\pi} = \frac{1}{2}.$$ 2. **Compute $$a_n$$:** $$a_n = \frac{1}{\pi} \int_{-\pi}^\pi f(x) \cos(nx) dx.$$ The integral simplifies to 0 for all $$n$$ because $$\cos(nx)$$ oscillates symmetrically. 3. **Compute $$b_n$$:** $$b_n = \frac{1}{\pi} \int_{-\pi}^\pi f(x) \sin(nx) dx.$$ Substituting $$f(x)$$: $$b_n = \frac{1}{\pi} \int_0^\pi \sin(nx) dx = \frac{1}{n\pi} \left[ -\cos(nx) \right]_0^\pi.$$ Using $$\cos(n\pi) = (-1)^n$$: $$b_n = \frac{2}{n\pi} \quad \text{for odd } n, \quad b_n = 0 \quad \text{for even } n.$$ 4. **Final Fourier Series:** $$f(x) = \frac{1}{2} + \sum_{n=1, n \text{ odd}}^\infty \frac{2}{n\pi} \sin(nx).$$ --- ### **Understanding Through Partial Sums** The Fourier series is often approximated using partial sums $$S_N(x)$$: $$S_N(x) = a_0 + \sum_{n=1}^N \left( a_n \cos(nx) + b_n \sin(nx) \right).$$ For the square wave example: $$S_1(x) = \frac{1}{2} + \frac{2}{\pi} \sin(x),$$ $$S_3(x) = \frac{1}{2} + \frac{2}{\pi} \sin(x) + \frac{2}{3\pi} \sin(3x).$$ --- Would you like me to explain another example from your material or dive deeper into applications like Gibbs phenomenon? Let me know! --- ### **Further Questions** 1. What are the applications of Fourier series in real life? 2. How does the symmetry of a function affect its Fourier coefficients? 3. What happens when $$f(x)$$ is an even or odd function? 4. How can we derive the Fourier series for non-standard intervals, e.g., $$[0, L]$$? 5. What is the Gibbs phenomenon, and why does it occur? --- ### **Tip:** Always check if the function $$f(x)$$ is even, odd, or neither. For even functions, $$b_n = 0$$; for odd functions, $$a_n = 0$$. This can save a lot of computation!

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Math Problem Analysis

Mathematical Concepts

Fourier Series
Decomposition of periodic functions
Sinusoidal functions

Formulas

f(x) = a0 + Σ(an * cos(nx) + bn * sin(nx))
a0 = (1 / (2π)) ∫[−π,π] f(x) dx
an = (1 / π) ∫[−π,π] f(x) * cos(nx) dx
bn = (1 / π) ∫[−π,π] f(x) * sin(nx) dx

Theorems

Fourier Coefficients
Properties of sine and cosine functions

Suitable Grade Level

Undergraduate (Calculus level)