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Karhunen-Loeve expansion for simulation of nonstationary gaussian processes using the wavelet-Galerkin approach: NEW FRONTIERS FOR THE NEW MILLENNIUM
Conference proceeding

Karhunen-Loeve expansion for simulation of nonstationary gaussian processes using the wavelet-Galerkin approach: NEW FRONTIERS FOR THE NEW MILLENNIUM

S P Huang, K K Phoon and S T Quek
Computational Mechanics: New Frontiers for New Millennium, pp.59-64
01/01/2001

Abstract

Mechanics Science & Technology Technology
A unified procedure based on K-L expansion to simulate stationary and non-stationary, Gaussian and non-Gaussian processes has earlier been proposed by the authors. As an extension to the unified simulation procedure, this paper adopts the wavelet-Galerkin approach to solve Fredholm integral equation to improve the performance of the K-L method. The validity and convergence characteristics of the wavelet-Garlekin method for solving integral equations are illustrated using the non-stationary Wiener process. The wavelet-Galerkin solutions are more accurate and faster to compute than those derived using the conventional Garlerkin method. This ability to compute a very large number of K-L terms rapidly and accurately provides a practical and direct means of overcoming known K-L limitations associated with non-smooth covariance functions and long weakly-correlated processes.

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