DocumentCode
801904
Title
Numerical evaluation of the Lambert W function and application to generation of generalized Gaussian noise with exponent 1/2
Author
Chapeau-Blondeau, François ; Monir, Abdelilah
Author_Institution
Lab. d´´Ingenierie des Systemes Automatises, Univ. d´´Angers, Angers, France
Volume
50
Issue
9
fYear
2002
fDate
9/1/2002 12:00:00 AM
Firstpage
2160
Lastpage
2165
Abstract
We address the problem of synthesizing a generalized Gaussian noise with exponent 1/2 by means of a nonlinear memoryless transformation applied to a uniform noise. We show that this transformation is expressable in terms of a special function known under the name of the Lambert W function. We review the main methods for numerical evaluation of the relevant branch of the (multivalued) Lambert W function with controlled accuracy and complement them with an original rational function approximation. Based on these methods, synthesis of the generalized Gaussian noise can be performed with arbitrary accuracy. We construct a simple and fast evaluation algorithm with prescribed accuracy, which is especially suited for Monte Carlo simulation requiring large numbers of realizations of the generalized Gaussian noise.
Keywords
Gaussian noise; Monte Carlo methods; digital simulation; function approximation; signal synthesis; Lambert W function; Monte Carlo simulation; fast approximation; generalized Gaussian noise generation; nonlinear memoryless transformation; numerical evaluation; rational function approximation; uniform noise; Communication system control; Context modeling; Control system synthesis; Distribution functions; Function approximation; Gaussian noise; Mathematics; Noise generators; Random variables; Working environment noise;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2002.801912
Filename
1025578
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