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On Spectral Methods for Volterra Type Integral Equations and the ...

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828 T. TANG, X. XU AND J. CHENG<br />

where <strong>the</strong> entries of <strong>the</strong> matrix A is given by<br />

A i,j = 1 + x i<br />

2<br />

N∑<br />

K(x i , s(x i , θ p ))F j (s(x i , θ p ))ω p .<br />

p=0<br />

We now discuss an efficient computation of F j (s(x i , θ p )). The idea is to express F j (s) in terms<br />

of <strong>the</strong> Legendre functions:<br />

N∑<br />

F j (s) = α p,j L p (s), (2.9)<br />

p=0<br />

where α p,j is called <strong>the</strong> discrete polynomial coefficients of F j . The inverse relation is (see,<br />

e.g., [4]):<br />

where<br />

α p,j = 1 γ p<br />

γ p =<br />

N ∑<br />

i=0<br />

F j (x i )L p (x i )ω i = L p (x j )ω j /γ p , (2.10)<br />

N∑<br />

L 2 p (x i)ω i = (p + 1 2 )−1 , <strong>for</strong> p < N (2.11)<br />

i=0<br />

<strong>and</strong> γ N = (N + 1/2) −1 <strong>for</strong> <strong>the</strong> Gauss <strong>and</strong> Gauss-Radau <strong>for</strong>mulas, <strong>and</strong> γ N = 2/N <strong>for</strong> <strong>the</strong><br />

Gauss-Lobatto <strong>for</strong>mula. It follows from (2.9) <strong>and</strong> (2.10) that<br />

F j (s) =<br />

N∑<br />

L p (x j )L p (s)ω j /γ p , (2.12)<br />

p=0<br />

which, toge<strong>the</strong>r with <strong>the</strong> known recurrence <strong>for</strong>mulas <strong>for</strong> L p (s), can be used to evaluate F j (s(x i , θ p ))<br />

in an efficient way.<br />

3. Some Useful Lemmas<br />

In this section, a convergence analysis <strong>for</strong> <strong>the</strong> numerical schemes <strong>for</strong> <strong>the</strong> <strong>Volterra</strong> equation<br />

(2.1) will be provided. The goal is to show that <strong>the</strong> rate of convergence is exponential, i.e., <strong>the</strong><br />

spectral accuracy can be obtained <strong>for</strong> <strong>the</strong> proposed spectral approximations.<br />

Lemma 3.1. ([4], p.290. Integration error from Gauss quadrature.) Assume that a (N + 1)-<br />

point Gauss, or Gauss-Radau, or Gauss-Lobatto quadrature <strong>for</strong>mula relative to <strong>the</strong> Legendre<br />

weight is used to integrate <strong>the</strong> product uφ, where u ∈ H m (I) with I := (−1, 1) <strong>for</strong> some m ≥ 1<br />

<strong>and</strong> φ ∈ P N . Then <strong>the</strong>re exists a constant C independent of N such that<br />

∫ 1<br />

∣ ∣∣∣ ∣ u(x)φ(x)dx − (u, φ) N ≤ CN −m |u| ˜Hm,N(I) ‖φ‖ L 2 (I), (3.1)<br />

where<br />

−1<br />

⎛<br />

|u| ˜Hm,N(I) = ⎝<br />

(u, φ) N =<br />

m∑<br />

j=min(m,N+1)<br />

⎞<br />

‖u (j) ‖ 2 ⎠<br />

L 2 (I)<br />

1/2<br />

, (3.2)<br />

N∑<br />

ω j u(x j )φ(x j ). (3.3)<br />

j=0

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