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Generalized Fourier series

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Generalized Fourier series

A generalized Fourier series is the expansion of a square integrable function into a sum of square integrable orthogonal basis functions. The standard Fourier series uses an orthonormal basis of trigonometric functions, and the series expansion is applied to periodic functions. In contrast, a generalized Fourier series uses any set of orthogonal basis functions and can apply to any square integrable function.

Consider a set of square-integrable complex valued functions defined on the closed interval that are pairwise orthogonal under the weighted inner product:

where is a weight function and is the complex conjugate of . Then, the generalized Fourier series of a function is: where the coefficients are given by:

Given the space of square integrable functions defined on a given interval, one can find orthogonal bases by considering a class of boundary value problems on the interval called regular Sturm-Liouville problems. These are defined as follows, where and are real and continuous on and on , and are self-adjoint boundary conditions, and is a positive continuous functions on .

Given a regular Sturm-Liouville problem as defined above, the set of eigenfunctions corresponding to the distinct eigenvalue solutions to the problem form an orthogonal basis for with respect to the weighted inner product . We also have that for a function that satisfies the boundary conditions of this Sturm-Liouville problem, the series converges uniformly to .

A function defined on the entire number line is called periodic with period if a number exists such that, for any real number , the equality holds.

If a function is periodic with period , then it is also periodic with periods , , and so on. Usually, the period of a function is understood as the smallest such number . However, for some functions, arbitrarily small values of exist.

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