The generation of correlated Rayleigh random variates by inverse discrete Fourier transform

Citation
Dj. Young et Nc. Beaulieu, The generation of correlated Rayleigh random variates by inverse discrete Fourier transform, IEEE COMMUN, 48(7), 2000, pp. 1114-1127
Citations number
40
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON COMMUNICATIONS
ISSN journal
00906778 → ACNP
Volume
48
Issue
7
Year of publication
2000
Pages
1114 - 1127
Database
ISI
SICI code
0090-6778(200007)48:7<1114:TGOCRR>2.0.ZU;2-U
Abstract
A number of different algorithms are used for the generation of correlated Rayleigh random variates. This paper presents an analysis of the statistica l properties of methods based on the inverse discrete Fourier transform (ID FT). A modification of the algorithm of Smith is presented, the new method requiring exactly one-half the number of IDFT operations and roughly two-th irds the computer memory of the original method. Evaluations of and compari sons between various variate generation methods using meaningful quantitati ve measures are believed to be lacking, Recently, new quantitative quality measures for random variate generation hare been proposed that are, in part icular, meaningful and useful for digital communication system simulation, This paper presents the application of these measures to the IDFT method an d three other methods of correlated variate generation, comparing the algor ithms in terms of the quality of the generated samples and the required com putational effort.