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
fDate :
9/1/2002 12:00:00 AM
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;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.801912