Scale Invariance and Stochastic Processes :
Fractals and SOC -
Percolation -
Stochastic Fields -
Random Walks
Stochastic fields and point processes
Stochastic mass fields
A complete statistical characterization of the the two and three point correlation
properties of stochastic mass field has been done [L1] by our group in
collaboration with Prof. Michael Joyce. This includes both a characterization
in real space than in Fourier modes space of systems ranging from highly
uniform mass distributions to fractals and multifractals.
Superhomogeneous stichastic mass density fields:
This work consists in the study of the spatial distribution
of dark matter in the Universe as predicted by the main cosmological models
(see also
PrimordialDensityFields)
[35][39][40][42][44]. The main results concern the statistical meaning of the
large scale two-point correlation properties of the spatial fluctuations of the
matter density field predicted by these models. In particular we have found that such
mass fluctuations have a
sub-poissonian behavior at large scales
being similar to the ones found in stochastic particle distribution with a high
degree of order such as some compactified glass-like or slightly perturbed lattices
systems (e.g., the so-called
One Component Plasma) which are for this reason called
superhomogeneous (or hyperuniform).
Causality constraints in the primordial cosmological stochastic mass fluctuations:
We have developed a theoretical study about which would be the effects of
causality constraints of the physics underlying the generation
of the primordial spectrum of stochastic mass fluctuations
in the Universe on the large scale spectrum of fluctuations itself.
In particular, starting from the fact that quantum
physics should be applied to the generation and primordial evolution of
this kind of fluctuations, and that it
implies a stochastic nature of mass fluctuations, we have studied the
changes introduced by a weak stochasticity on the conclusions found by
a popularly believed argument due to Zeldovich about the large scale
behavior of the correlations of these primordial fluctuations,
finding in this way new and interesting results [43].
Point processes
In this field, we have developed a general mathematical study
on the effects of a stochastic displacement field (with and without
internal correlations) on the one and two-point spatial correlation
properties of any initial point process (i.e., spatial particle
distribution) [48][L1]. This has permitted also to study the statistics of the
Voronoi volume and voids in superhomogeneous stochastic particle
distributions [47], which are point processes with
sub-poissonian
number fluctuations on large scales (i.e., increasing with the scale slower
than a Poisson point process with the same average number density).
--
AndreaGabrielli - 10 Nov 2005