S. Pecknold et al., Stratified multifractal magnetization and surface geomagnetic fields - II.Multifractal analysis and simulations, GEOPHYS J I, 145(1), 2001, pp. 127-144
In Paper I, we showed how anisotropic scaling spectral (second-order) model
s of the magnetization (M) were realistic at both high- and intermediate-wa
venumber regimes of the surface magnetic field (B). However, in order to pr
oduce full stochastic M and surface B models, we need assumptions about sta
tistical moments other than second order. The usual approach is to assume q
uasi-Gaussian statistics so that all the statistical moments are scaling ac
cording to a single exponent. The corresponding fields are mono-fractal. Al
l structures-both weak and strong-have the same unique fractal dimension, t
here are no strong anomalies and there are no intermittent transitions from
one strata or region to another; such assumptions are quite unrealistic. U
sing seven surface B surveys, we show that the data are, on the contrary, m
ultifractal, and we characterize their multifractal parameters in both the
high- and intermediate-wavenumber regimes with the help of universal multif
ractal exponents. Using anisotropic (stratified) multifractal models, we de
duce the M statistics and produce M and surface B simulations with all stat
istical exponents quite near to those of the observed surface B field; they
are also visually realistic, showing anomalies at all scales. Finally, we
analyse the horizontal anisotropy of the surface B fields and use this to i
nfer the M statistics. This enables us to produce anisotropic 3-D M, B mode
ls with more realistic texture and morphology of structures. We conclude th
at both multifractality and scaling anisotropy are indispensable for realis
tic geophysical models.