Orthogonal Polynomials

In mathematics, two polynomials f and g are orthogonal to each other with respect to a nonnegative "weight function" w precisely if
\int_{x_1}^{x_2} f(x)g(x)w(x)\,dx=0.
In other words, if polynomials are treated as vectors and the inner product of two polynomials f(x) and g(x) is defined as
\langle f,g \rangle=\int_{x_1}^{x_2} f(x)g(x)\,w(x)\,dx
then the orthogonal polynomials are simply orthogonal vectors in this inner product space. A polynomial sequence pn(x) for n = 0, 1, 2, ... , where pn(x) has degree n, is said to be a sequence of orthogonal polynomials with respect to a "weight function" w when any two of them are orthogonal with respect to that weight function, i.e.,
\langle p_n, p_m \rangle=\int_{x_1}^{x_2} p_n(x) p_m(x)\,w(x)\,dx=0\ \mbox{whenever}\ n\neq m.

Differential equation

Orthogonal polynomials satisfy the differential equation
g_2(x)f_n''(x) + g_1(x)f_n'(x) + d_n f_n(x) = 0
where g_1(x) and g_2(x) are independent of n and d_n is a constant that depends only on n.

Recurrence relations

Orthogonal polynomials obey a recurrence relation
f_{n+1}=(a_n+xb_n)f_n - c_nf_{n-1}
where the constants a_n, b_n and c_n are given by
b_n=\frac{k_{n+1}}{k_n}
a_n=b_n \left(\frac{k_{n+1}'}{k_{n+1}} - \frac{k_n'}{k_n} \right)
c_n=\frac{k_{n+1}k_{n-1}h_n} {k_n^2 h_{n-1}}
and k_n and k_n' are the leading terms in the expansion of the polynomial:
f_n(x)=k_nx^n+k_n'x^{n-1}+...
and h_n is the normalization, defined below.

Rodrigues formula

The orthogonal polynomials can be obtained through Rodrigues formula:
f_n(x)=\frac{1}{e_n w(x)}\, \frac{d^n}{dx^n} w(x)g(x)^n
where w(x) is the weight function defined above, e_n a constant depending only on n, and g(x) is a polynomial independent of n.

List of orthogonal polynomials

The orthogonality relationship is
\int_{x_1}^{x_2}p_n(x)p_m(x)w(x)\,dx=\delta_{mn}h_n
where δmn is the Kronecker delta.
Table of Orthogonal Polynomials
Namex1x2w(x)hn
Chebyshev polynomial (first kind) -1 1 (1-x^2)^{-1/2} \left\{ \begin{matrix} \pi &:~n=0 \\ \pi/2 &:~n\ne 0 \end{matrix}\right.
Chebyshev polynomial (second kind) -1 1 (1-x^2)^{1/2} \pi/2
Legendre polynomial -1 1 1 \frac{2}{2n+1}
Laguerre polynomial 0 \infty e^{-x} 1
Hermite polynomial -\infty \infty e^{-x^2} n!\,\sqrt{2\pi}

See also

References

 

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