A previous paper(1) has introduced a class of random functions in R-n called iterated random pulse (IRP) processes. IRP processes are sums of pulses whose locations form an iterated clustered point process and whose deterministic shapes, sizes and amplitudes satisfy affine scaling relations. In the simplest case, at each finer scale the pulse support is isotropically contracted by a factor r > 1 and the amplitude is multiplied by r(-gamma), where gamma > -n is a given constant and n is the space dimension. We consider extensions in which the pulse amplitudes are random variables with a multiplicative cascade structure. This means that, if a parent pulse at a certain level has amplitude A, its offspring pulses at the next level have amplitudes A(i) = Ar-etai(-gamma), where the eta(i) are positive iid variables with mean value 1. Interest is in the generalized field X(h) = lim(j-->infinity) X-j(h) where h(t) is a test function, X-j(h) integral h(t)X-j(t)dt, and Xj(t) is the pulse field at resolution level j. We show that X(h) is multifractal at small scales. We also derive its scaling properties and the fractal dimension of the support, In the case of non-isotropic contraction of the pulse support from level j to level j + 1, X(h) has a more general form of multifractality known as generalized scale invariance (gsi). This seems to be the first known construction of gsi random fields.
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|Titolo:||Multifractality of iterated pulse processes with pulse amplitudes generated by a random cascade|
|Data di pubblicazione:||2002|
|Digital Object Identifier (DOI):||10.1142/S0218348X02001026|
|Appare nelle tipologie:||1.1 Articolo in rivista|