Chapter 7: Problem 21
Find the third-order Fourier approximation to fon \([-\pi, \pi]\) $$f(x)=|x|$$
Short Answer
Expert verified
The third-order Fourier approximation of \(f(x)=|x|\) is \(\frac{\pi}{2} + 2\cos(x) - \frac{1}{2}\cos(2x) + \frac{2}{9}\cos(3x).\)
Step by step solution
01
Identify the Form of the Fourier Series
A Fourier series for a function with period \([-\pi, \pi]\) is given by \(a_0/2 + \sum_{n=1}^{\infty} (a_n \cos(nx) + b_n \sin(nx))\). Since \(f(x) = |x|\) is an even function, all the \(b_n\) coefficients will be zero.
02
Calculate the Constant Term \(a_0\)
The constant term \(a_0\) is calculated using the formula \(a_0 = \frac{1}{\pi} \int_{-\pi}^{\pi} f(x) \, dx\). Here, \(f(x) = |x|\).\[a_0 = \frac{1}{\pi} \left( \int_{-\pi}^{\pi} |x| \, dx \right) = \frac{1}{\pi} \cdot 2 \int_{0}^{\pi} x \, dx = \frac{1}{\pi} \cdot 2 \cdot \frac{x^2}{2} \Bigg|_0^{\pi} = \pi.\]
03
Calculate the Coefficients \(a_n\)
For the even function \(f(x) = |x|\), use the formula \(a_n = \frac{1}{\pi} \int_{-\pi}^{\pi} f(x) \cos(nx) \, dx\).Since \(f(x)\) is even:\[a_n = \frac{2}{\pi} \int_{0}^{\pi} x \cos(nx) \, dx.\]Using integration by parts to evaluate this integral gives:\[a_n = \frac{2}{\pi} \left( \frac{x \sin(nx)}{n} + \frac{\cos(nx)}{n^2} \right) \Bigg|_0^{\pi} = \frac{-2(\cos(n\pi))}{n^2\pi}.\] Thus:\[a_n = \frac{2 (-1)^n}{n^2}.\]
04
Write the Third-Order Approximation
Since we want a third-order approximation, we include terms up to \(n=3\). Therefore, the Fourier approximation is:\[\frac{\pi}{2} + \frac{2}{1^2}\cos(x) - \frac{2}{2^2}\cos(2x) + \frac{2}{3^2}\cos(3x).\]This results in:\[\frac{\pi}{2} + 2\cos(x) - \frac{1}{2}\cos(2x) + \frac{2}{9}\cos(3x).\]
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Fourier Series
A Fourier series is a way to represent a function as an infinite sum of sines and cosines. This is particularly useful for periodic functions, those that repeat at regular intervals. The basic form of a Fourier series for a function with period \([-\pi, \pi]\) is:
- \(\frac{a_0}{2}\) is the average value of the function over a period.
- \(\sum_{n=1}^{\infty} (a_n \cos(nx) + b_n \sin(nx))\) captures the periodic oscillations.
Even Function
An even function is a function where \(f(x) = f(-x)\) for all \(x\). This symmetry about the vertical axis dramatically simplifies the Fourier approximation process. Why? Because in a Fourier series, even functions have sine terms \(b_n\) that equal zero:
- Sine functions \(\sin(nx)\) are odd, meaning \(\sin(-nx) = -\sin(nx)\), which means they cancel out in an even function.
- Therefore, you only deal with cosine terms \(a_n\), which are even.
Coefficient Calculation
Calculating the coefficients \(a_0\) and \(a_n\) is the heart of constructing a Fourier series. Let's break down how to calculate them:
- Constant Term \(a_0\):
- Use the formula \(a_0 = \frac{1}{\pi} \int_{-\pi}^{\pi} f(x) \, dx\), where you integrate over one period of the function.
- Coefficients \(a_n\):
- This involves integrating the product of \(f(x)\) and \(\cos(nx)\) over \([0,\pi]\), due to the function's symmetry.
- The result \[a_n = \frac{2 (-1)^n}{n^2}\] shows that for each \(n\), the cosine coefficient is determined by whether \(n\) is odd or even.
Integration by Parts
Integration by parts is a calculus technique used to solve integrals, especially when dealing with products of functions, such as in this Fourier approximation. The formula for integration by parts is:\[\int u \, dv = uv - \int v \, du\]This approach is particularly handy for the integral \(\int_{0}^{\pi} x \cos(nx) \, dx\), appearing when calculating coefficients \(a_n\) for Fourier series. Let's go through the steps:
- Choose \(u\) and \(dv\): Set \(u = x\) (hence \(du = dx\)) and \(dv = \cos(nx) \, dx\) which gives \(v = \frac{\sin(nx)}{n}\) after integration.
- Apply formula: Substitute in the integration by parts formula, applying the chosen \(u\), \(dv\), \(v\), and \(du\).