Analysis of spherical monofractal and multifractal random fields

被引:0
|
作者
Nikolai Leonenko
Ravindi Nanayakkara
Andriy Olenko
机构
[1] Cardiff University,School of Mathematics
[2] La Trobe University,Department of Mathematics and Statistics
关键词
Rényi function; Random field; Multifractality; Monofractality; Cosmic microwave background radiation;
D O I
暂无
中图分类号
学科分类号
摘要
The Rényi function plays an important role in the analysis of multifractal random fields. For random fields on the sphere, there are three models in the literature where the Rényi function is known explicitly. The theoretical part of the article presents multifractal random fields on the sphere and develops specific models where the Rényi function can be computed explicitly. For all considered models explicit expressions of their multifractal spectrum are obtained. Properties of the models and dependencies of their characteristics on parameters are investigated. Then these results are applied to the Cosmic Microwave Background Radiation data collected from the Planck mission. The main statistical model used to describe these data in the literature is isotropic Gaussian fields. We present numerical multifractality studies and methodology based on simulating random fields, computing the Rényi function and the multifractal spectrum for different scenarios and actual CMB data. The obtained results can also find numerous potential applications for other geoscience, environmental and directional data.
引用
收藏
页码:681 / 701
页数:20
相关论文
共 50 条
  • [41] MULTIFRACTAL ANALYSIS OF RANDOM WEAK GIBBS MEASURES
    Yuan, Zhihui
    DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS, 2017, 37 (10) : 5367 - 5405
  • [42] Multifractal analysis and simulation of rainfall fields in space
    Deidda, R
    PHYSICS AND CHEMISTRY OF THE EARTH PART B-HYDROLOGY OCEANS AND ATMOSPHERE, 1999, 24 (1-2): : 73 - 78
  • [43] Analysis of modulated monofractal noise
    Woo, L.
    Potter, M.
    Kinsner, W.
    Ferens, K.
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 884 - 887
  • [44] Statistical mechanics of the spherical hierarchical model with random fields
    Metz, Fernando L.
    Rocchi, Jacopo
    Urbani, Pierfrancesco
    JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2014,
  • [45] On the dependence structure of wavelet coefficients for spherical random fields
    Lan, Xiaohong
    Marinucci, Domenico
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2009, 119 (10) : 3749 - 3766
  • [46] A spectral algorithm to simulate nonstationary random fields on spheres and multifractal star-shaped random sets
    Emery, Xavier
    Alegria, Alfredo
    STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2020, 34 (12) : 2301 - 2311
  • [47] Effective saturated hydraulic conductivity of two-dimensional random multifractal fields
    Koirala, S. R.
    Perfect, E.
    Gentry, R. W.
    Kim, J. W.
    WATER RESOURCES RESEARCH, 2008, 44 (08)
  • [48] A spectral algorithm to simulate nonstationary random fields on spheres and multifractal star-shaped random sets
    Xavier Emery
    Alfredo Alegría
    Stochastic Environmental Research and Risk Assessment, 2020, 34 : 2301 - 2311
  • [49] Stratified multifractal magnetization and surface geomagnetic fields - II. Multifractal analysis and simulations
    Pecknold, S
    Lovejoy, S
    Schertzer, D
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2001, 145 (01) : 127 - 144
  • [50] Multifractal Analysis of Measures Arising from Random Substitutions
    Mitchell, Andrew
    Rutar, Alex
    COMMUNICATIONS IN MATHEMATICAL PHYSICS, 2024, 405 (03)