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
  • [11] Monofractal and multifractal approaches to complex biomedical signals
    Stanley, HE
    Amaral, LAN
    Goldberger, AL
    Havlin, S
    Ivanov, PC
    Peng, CK
    STOCHASTIC AND CHAOTIC DYNAMICS IN THE LAKES, 2000, 502 : 133 - 145
  • [12] Statistical physics and physiology: Monofractal and multifractal approaches
    Stanley, HE
    Amaral, LAN
    Goldberger, AL
    Havlin, S
    Ivanov, PC
    Peng, CK
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 1999, 270 (1-2) : 309 - 324
  • [13] A performance comparison of monofractal and multifractal traffic streams
    Balakrishnan, R
    Williamson, C
    8TH INTERNATIONAL SYMPOSIUM ON MODELING, ANALYSIS AND SIMULATION OF COMPUTER AND TELECOMMUNICATION SYSTEMS, PROCEEDINGS, 2000, : 214 - 223
  • [14] RENYI FUNCTION FOR MULTIFRACTAL RANDOM FIELDS
    Leonenko, Nikolai N.
    Shieh, Narn-Rueih
    FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2013, 21 (02)
  • [15] Monofractal and multifractal analysis of the spatial distribution of earthquakes in the central zone of Chile
    Pasten, Denisse
    Munoz, Victor
    Cisternas, Armando
    Rogan, Jose
    Alejandro Valdivia, Juan
    PHYSICAL REVIEW E, 2011, 84 (06):
  • [16] Comparing Monofractal and Multifractal Analysis of Corrosion Damage Evolution in Reinforcing Bars
    Xu, Yidong
    Qian, Chunxiang
    Pan, Lei
    Wang, Bingbing
    Lou, Chi
    PLOS ONE, 2012, 7 (01):
  • [17] Application of the microcanonical multifractal formalism to monofractal systems
    Pont, Oriol
    Turiel, Antonio
    Perez-Vicente, Conrad J.
    PHYSICAL REVIEW E, 2006, 74 (06):
  • [18] EEG PATTERN OF NORMAL AND EPILEPTIC RATS: MONOFRACTAL OR MULTIFRACTAL?
    Dutta, Srimonti
    FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2010, 18 (04) : 425 - 431
  • [19] Multifractal Wave Functions of a System with a Monofractal Energy Spectrum
    Tashima, Masayuki
    Tasakiy, Shuichi
    JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2011, 80 (07)
  • [20] Spatio-temporal analysis of monofractal and multifractal properties of the human sleep EEG
    Weiss, Bela
    Clemens, Zsofia
    Bodizs, Robert
    Vago, Zsuzsanna
    Halasz, Peter
    JOURNAL OF NEUROSCIENCE METHODS, 2009, 185 (01) : 116 - 124