- Polynomials are not the only functions that can be used to approximate the known function.
- Another means for representing known functions are approximations that use sines and cosines, called Fourier series.
- Any function can be represented by an infinite sum of sine and cosine terms with the proper coefficients, (possibly with an infinite number of terms).
- Any function, , is periodic of period if it has the same value for any two x-values, that differ by , or
Figure 1:
Plot of a periodic function of period P.
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Figure 1 shows such a periodic function. Observe that the period can be started at any point on the -axis.
- and are periodic of period
- and are periodic of period
- and are periodic of period
- We now discuss how to find the s and s in a Fourier series of the form
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(1) |
The determination of the coefficients of a Fourier series (when a given function,, can be so represented) is based on the property of orthogonality for sines and cosines. For integer values of :
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(2) |
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(3) |
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(4) |
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(5) |
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(6) |
It is related to the same term used for orthogonal (perpendicular) vectors whose dot product is zero. Many
functions, besides sines and cosines, are orthogonal (such as the Chebyshev polynomials).
- To begin, we assume that is periodic of period and can be represented as in Eq. 1. We find the values of and in Eq. 1 in the following way;
- For ; multiply both sides of Eq. 1 by , and integrate term by term between the limits of and .
Because of Eqs. 2 and 3, every term on the right vanishes except the first, giving
Hence, is found and it is equal to twice the average value of over one period.
- For ; multiply both sides of Eq. 1 by , where is any positive integer, and integrate:
Because of Eqs. 3,4 and 6 the only nonzero term on the right is when in the first summation, so we get a formula for the s;
- For ; multiply both sides of Eq. 1 by , where is any positive integer, and integrate:
Because of Eqs. 2, 4 and 5, the only nonzero term on the right is when in the second summation, so we get a formula for the s;
It is obvious that getting the coefficients of Fourier series involves many integrations.
Subsections
Cem Ozdogan
2010-12-29