Math 2.0

Approximations and expansions Definition

Chebyshev series

Builds on Chebyshev polynomialsFourier seriesOrthogonal polynomials

Definition

Let TkT_k be the Chebyshev polynomials of the first kind. Let f ⁣:[−1,1]→ℝf \colon [-1, 1] \to \R be measurable with ∫−11∣f(x)∣(1−x2)−1/2 dx<∞\int_{-1}^{1} \abs{f(x)} (1 - x^2)^{-1/2} \, dx < \infty. The Chebyshev coefficients of ff are ak=2π∫−11f(x) Tk(x)1−x2 dx,k=0,1,2,…a_k = \frac{2}{\pi} \int_{-1}^{1} \frac{f(x) \, T_k(x)}{\sqrt{1 - x^2}} \, dx, \qquad k = 0, 1, 2, \dots The Chebyshev series of ff is the formal series a02+∑k=1∞akTk(x).\frac{a_0}{2} + \sum_{k=1}^{\infty} a_k T_k(x).

Remarks

Example: for f(x)=x2f(x) = x^2, one finds a0=1a_0 = 1, a2=1/2a_2 = 1/2 and ak=0a_k = 0 otherwise. Check: 2π∫−11x2(1−x2)−1/2 dx=2π⋅π2=1\frac{2}{\pi} \int_{-1}^{1} x^2 (1 - x^2)^{-1/2} \, dx = \frac{2}{\pi} \cdot \frac{\pi}{2} = 1, and 12+12(2x2−1)=x2\frac{1}{2} + \frac{1}{2}(2x^2 - 1) = x^2.

Non-example: f(x)=(1−x2)−1/2f(x) = (1 - x^2)^{-1/2} has no Chebyshev series, since ∫−11(1−x2)−1 dx\int_{-1}^{1} (1 - x^2)^{-1} \, dx diverges.

With x=cos⁡θx = \cos \theta and g(θ)=f(cos⁡θ)g(\theta) = f(\cos \theta), one gets ak=2π∫0πg(θ)cos⁡(kθ) dθa_k = \frac{2}{\pi} \int_0^{\pi} g(\theta) \cos(k\theta) \, d\theta. So the Chebyshev series of ff is the Fourier series of the even function gg, and convergence results transfer. For example, if ff is Lipschitz on [−1,1][-1, 1], the series converges uniformly to ff. The TkT_k are orthogonal polynomials for the weight (1−x2)−1/2(1 - x^2)^{-1/2}, and, when ∫−11f(x)2(1−x2)−1/2 dx<∞\int_{-1}^{1} f(x)^2 (1 - x^2)^{-1/2} \, dx < \infty, the partial sums are the least squares approximations of ff for this weight.

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Further reading

  1. Web https://en.wikipedia.org/wiki/Chebyshev_polynomials
About this page
Tag868V3H5VX8
URIm2://868V3H5VX8
Kinddefinition
WritingW0 stub
MSC41A10, 42A10, 33C45
DefinesChebyshev series
UsesChebyshev polynomials, Fourier series, Orthogonal polynomials

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