A. Marshak et al., BOUNDED CASCADE MODELS AS NONSTATIONARY MULTIFRACTALS, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 49(1), 1994, pp. 55-69
We investigate a class of bounded random-cascade models which ark mult
iplicative by construction yet additive with respect to some but not a
ll of their properties. We assume the multiplicative weights go to uni
ty as the cascade proceeds; then the resulting field has upper and low
er bounds. Two largely complementary multifractal statistical methods
of analysis are used, singular measures and structure functions yieldi
ng, respectively, the exponent hierarchies D-q and H-q. We study in mo
re detail a specific. subclass of one-dimensional models with weights
1+1(1-2p)r(n-1)(H) at relative scale r(n) = 2(-n) after n cascade step
s. The parameter H > O regulates the degree of nonstationarity; at H=O
, stationarity prevails and singular ''p-model'' cascades [Meneveau an
d Sreenivasan, Phys. Rev, Lett. 59, 1424 (1987)] are retrieved. Our mo
del has at once large-scale stationarity and small scale nonstationari
ty with stationary increments. Due to the boundedness, the D-q all con
verge to unity with increasing n; the rate of convergence is estimated
and the results are discussed in terms of ''residual'' multifractalit
y (a spurious singularity spectrum due to finite-size effects). The st
ructure-function exponents are more interesting: H-q = min {H,1/q} in
the limit n --> infinity. We further focus on the cases q = 1, related
to the fractal structure of the graph, q = 2, related to the energy s
pectrum, and q = 1/H, the critical order beyond which our multiplicati
ve (and multiscaling) bounded cascade model can be statistically disti
nguished from fractional Brownian motion, the corresponding additive (
and monoscaling) model. This bifurcation in statistical behavior can b
e interpreted as a first-order phase transition traceable to the bound
edness, itself inherited from the large-scale stationarity. Some geoph
ysical applications are briefly discussed.