Is. Reed et al., SPECTRAL REPRESENTATION OF FRACTIONAL BROWNIAN-MOTION IN N-DIMENSIONSAND ITS PROPERTIES, IEEE transactions on information theory, 41(5), 1995, pp. 1439-1451
Citations number
26
Categorie Soggetti
Information Science & Library Science","Engineering, Eletrical & Electronic
Fractional Brownian motion (fBm) provides a useful model for processes
with strong long-term dependence, such as 1/f(beta) spectral behavior
. However, fBm's are nonstationary processes so that the interpretatio
n of such a spectrum is still a matter of speculation. To facilitate t
he study of this problem, another model is provided for the constructi
on of fBm from a white-noise-like process by means of a stochastic or
Ita integral in frequency of a stationary uncorrelated random process.
Also a generalized power spectrum of the nonstationary fBm process is
defined. This new approach to fBm can be used to compute all of the c
orrelations, power spectra, and other properties of fBm. In this paper
, a number of these fBm properties are developed from this model such
as the T-H law of scaling, the power law of fractional order, the corr
elation of two arbitrary fBm's, and the evaluation of the fractal dime
nsion under various transformations. This new treatment of fBm using a
spectral representation is extended also, for the first time, to two
or more topological dimensions in order to analyze the features of iso
tropic n-dimensional fBm.