Av. Chechkin et Vy. Gonchar, Self and spurious multi-affinity of ordinary Levy motion, and pseudo-Gaussian relations, CHAOS SOL F, 11(14), 2000, pp. 2379-2390
The ordinary Levy motion (oLm) is a random process whose stationary. indepe
ndent increments are statistically self-affine and distributed with a stabl
e probability law characterized by the Levy index alpha, 0 < alpha < 2. The
divergence of statistical moments of the order q > alpha leads to an impor
tant role of the finite sample effects.. The objective pf this paper is to
study the influence of these effects on the self-affine properties of the o
Lm, namely, on the '1/alpha laws', i.e., time-dependence of the gth order s
tructure function and of the range. Analytical estimates and simulations of
the Anile sample effects clearly demonstrates three phenomena: spurious mu
lti-affinity of the Levy motion, strong dependence of the structure functio
n on the sample size at q > alpha, and pseudo-Gaussian behavior of the seco
nd-order structure function and of the normalized range. We discuss these p
henomena in detail and propose the modified Hurst method for empirical resc
aled range analysis. (C) 2000 Elsevier Science Ltd. All rights reserved.