Chapter 10: Problem 5
Construct the first three Fourier approximations to the square wave function $$ f(x)=\left\\{\begin{array}{rr} -1 & -\pi \leq x<0 \\ 1 & 0 \leq x<\pi \end{array}\right. $$ Use a calculator or computer to draw the graph of each approximation.
Short Answer
Expert verified
Use the first few sine terms to approximate: \(f_1(x)\), \(f_2(x)\), and \(f_3(x)\). Plot them to see improvements in approximation to the square wave.
Step by step solution
01
Understand the Square Wave Function
The given square wave function is periodic with a period of \(2\pi\). It takes the value \(-1\) for \(-\pi \leq x < 0\) and \(1\) for \(0 \leq x < \pi\). This kind of function has discontinuities at \(x = 0\) and \(x = \pm \pi\).
02
Write the Fourier Series Representation
A Fourier series representation of a periodic function like this can be expressed as \(f(x) = a_0 + \sum_{n=1}^{\infty}[a_n \cos(nx) + b_n \sin(nx)]\). For an odd function, the coefficients are \(a_0 = 0\) and \(a_n = 0\), meaning only the sine terms are present.
03
Calculate the Fourier Coefficients
For odd functions, we only need to determine the sine coefficients \(b_n\):\[ b_n = \frac{2}{T} \int_{0}^{T} f(x) \sin(\frac{2\pi nx}{T}) \, dx \]In this case:\[ b_n = \frac{2}{\pi} \left( \int_{0}^{\pi} 1 \cdot \sin(nx) \, dx - \int_{-\pi}^{0} -1 \cdot \sin(nx) \, dx \right) = \frac{4}{\pi} \int_{0}^{\pi} \sin(nx) \, dx \]This integral results in \(b_n = \frac{4}{\pi n} (1 - (-1)^n)\).
04
Simplify Coefficients
Wiith \(b_n = \frac{4}{\pi n} (1 - (-1)^n)\), only odd \(n\) produce a non-zero value, so the even \(n\) terms are zero.
05
Write the First Three Fourier Approximations
The first three approximations involve adding up fewer terms in the series:- First approximation (only the first term): \( f_1(x) = \frac{4}{\pi} \sin(x) \).- Second approximation (first and third terms): \( f_2(x) = \frac{4}{\pi} \left(\sin(x) + \frac{1}{3}\sin(3x)\right) \).- Third approximation (first, third, and fifth terms): \( f_3(x) = \frac{4}{\pi} \left(\sin(x) + \frac{1}{3}\sin(3x) + \frac{1}{5}\sin(5x)\right) \).
06
Graph the Approximations
Use a calculator or software like Desmos or Python with Matplotlib to plot the graphs of each approximation:1. Plot \( f_1(x) = \frac{4}{\pi} \sin(x) \).2. Plot \( f_2(x) = \frac{4}{\pi} (\sin(x) + \frac{1}{3}\sin(3x)) \).3. Plot \( f_3(x) = \frac{4}{\pi} (\sin(x) + \frac{1}{3}\sin(3x) + \frac{1}{5}\sin(5x)) \).Observe how each added term brings the approximation closer to the actual square wave.
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Square Wave Function
A square wave function is a type of periodic waveform that alternates between fixed levels. It is renowned for its distinct 'on' and 'off' states, making it appear like a series of squares when graphed. The simplest square wave function switches between \(-1\) and \(1\) over a specific period. In our case, the function is defined over the interval from \(-\pi\) to \(\pi\):
- For values \(-\pi \leq x < 0\), the function takes the value \(-1\).
- For values \(0 \leq x < \pi\), the function takes the value \(1\).
Fourier Coefficients
Fourier coefficients are crucial components in representing a periodic function using trigonometric series. Specifically, they are the weights applied to sine and cosine functions in a Fourier series. In the case of a square wave, its design as an odd function simplifies these calculations significantly.
- Odd function: In this context, it implies that \(a_0 = 0\) and all \(a_n\) are zero, simplifying the function to sine components only.
- Calculation: The sine coefficients, \(b_n\), can be calculated using: \[ b_n = \frac{4}{\pi n} (1 - (-1)^n) \] This results in non-zero values only when \(n\) is odd.
Periodicity
Periodicity refers to the regular repeating interval exhibited by functions like the square wave. It describes how a function's pattern continuously repeats itself after a designated period. For a typical square wave function, the period is \(2\pi\). The idea of periodicity implies that:
- All values and any apparent pattern within one period can repeat indefinitely along the x-axis.
- For the square wave, as you move along the x-axis beyond its fundamental period, the cycle of alternating values \(-1\) and \(1\) persists uniformly.
Graphical Approximation
Graphical approximation involves visualizing a Fourier series to observe how closely it can mimic the actual function it's meant to represent. It plays a critical role in understanding the convergence of Fourier series over periodic functions, like our square wave. By plotting the Fourier approximations, we get valuable insights:
- Each added term in the series improves the approximation of the square wave.
- The first approximation \(f_1(x) = \frac{4}{\pi} \sin(x)\) gives us a basic sinusoidal outline.
- With additional terms, e.g., \(f_2(x) = \frac{4}{\pi} (\sin(x) + \frac{1}{3}\sin(3x))\) and further, the waveform gets sharper.