G.MATH
FOURIER ANALYSIS
Definition of the Fourier Series

Our journey in learning Fourier analysis begins with question of what exactly is the Fourier series. There many kinds of Fourier series, with different conditions, we start by looking at the most basic one.

VIDEO LECTURE


MAIN CONCEPTS
The Fourier series is given by
Get the Printer Friendly Version
COMMENTS
Feel free to leave any comments on the lesson - your views, improvements, mistakes, clarification of concepts, or vote to have this lesson revised.

LESSON
Suppose f is integrable on . We want to entertain the possibility of choosing constants  so that

Under fairly general conditions on f, we can write such an equation, except possibly at a finitely many points of . Our job here is to find a method to obtain ’s and ’s. The key is in a few innocent looking lemmas of trigonometry functions.

The proof of the two lemmas which follows is rather lengthy. To go straight to the derivation of the series, click here.

Lemma 1
1. If n and m are distinct nonnegative integers,

2. For any positive integers m and n,

Both of these results can be obtained via integration. Using the following formulas, we get

If m=0 and n0,

If n and m are positive integers and ,

because cos(A)=cos(-A) for any A. If n and m are positive integers and ,

Lastly,

Briefly commenting, getting 0 for these integration results should be no surprise because we are integrating cosine or sine function from  to , limits which when substituted usually result in a 0. These formulas are called orthogonality relationships, and the functions cos(nx) for n = 0, 1, 2, …, and sin(nx) for n = 0, 1, 2, … are said to be orthogonal on .

Lemma 2
For any positive integer n,

As with the previous lemma, the proof is by routine integration.

Similarly,

With these lemmas in place, we can now return to the question of how f can be written as a series of sines and cosines together with a constant term

for , calling it the Fourier series equation. We use an informal argument suggesting how we should choose the ’s and ’s. The idea here is to use the previous results to filter out terms by integrating and then solving to find the constant terms.

Integrate both sides of the equation from  to , and assume for the moment that we can interchange the summation and the integral. We get

because all of the integrals in the summation are zero. Solving this equation yields

Now let k be any positive integer. We will ‘filter’ out . Multiply our Fourier series equation this time by cos(kx) to get

Doing the same by integrating from  to , and again interchanging the integral and the summation, we get


By our first lemma, all of the integrals on the right are zero except the one involving cos(nx)cos(kx) when n = k. If you have a hard time looking that this, just imaging running the variable 1 to  until you reach somewhere in the sequence of say 5,6,7,…,k-1,k,k+1,…. The second integral in the summation will always be 0. The first integral will be zero except when the two cosine terms are equal, that is cos(kx)cos(kx). The last equation therefore collapses to just

by our second lemma. Solving this equation for  to get

for k = 1, 2, 3, …

To solve for  by using a similar argument, we multiply the Fourier series equation this time by sin(kx) and again use the orthogonality relationships to deduced that all integrals collapses except for  when n = k in the summation. It reduces to

which we can conclude that

for k = 1, 2, 3, …

I would like to point out that this derivation is somewhat flawed by interchanging the summation  with the integral . Nonetheless, till we prove that we can in fact do that, we shall take the mathematics as it is. We wrap up by a formal definition of the Fourier Series.

Let  be integrable on .
1. The Fourier coefficients of  on  are

2. The Fourier series of  on  is the series

in which the coefficients are the Fourier coefficients of  on .

That was a mouthful of theory for you to digest. Again, while this five page mathematical explanation may seem of little relevance in terms of application to problems, I strongly advise a thorough reading to grasp the genius behind the work, and some work it has been.

All information presentated, less questions and exercises, is original content of Donny, with slight references to various books.
Video courtesy of YouTube.com service.
gtech gmech gphys