GENERALIZED SPECTRAL-ANALYSIS OF FRACTIONAL RANDOM-FIELDS

Authors
Citation
Vv. Anh et Ke. Lunney, GENERALIZED SPECTRAL-ANALYSIS OF FRACTIONAL RANDOM-FIELDS, Journal of the Australian Mathematical Society. Series A. Pure mathematics and statistics, 62, 1997, pp. 64-83
Citations number
21
Categorie Soggetti
Mathematics, General","Statistic & Probability",Mathematics,"Statistic & Probability
ISSN journal
02636115
Volume
62
Year of publication
1997
Part
1
Pages
64 - 83
Database
ISI
SICI code
0263-6115(1997)62:<64:GSOFR>2.0.ZU;2-S
Abstract
This paper considers a large class of non-stationary random fields whi ch have fractal characteristics and may exhibit long-range dependence. Its motivation comes from a Lipschitz-Holder-type condition in the sp ectral domain. The paper develops a spectral theory for the random fie lds, including a spectral decomposition, a covariance representation a nd a fractal index. From the covariance representation, the covariance function and spectral density of these fields are defined. These conc epts are useful in multiscaling analysis of random fields with long-ra nge dependence.