Skew-Gaussian random field

被引:8
|
作者
Alodat, M. T. [1 ]
Al-Rawwash, M. Y. [1 ]
机构
[1] Yarmouk Univ, Dept Stat, Irbid, Jordan
关键词
Excursion set; Gaussian random field; Skew-normal distribution; Surface roughness;
D O I
10.1016/j.cam.2009.06.025
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this article, we introduce the concept of skewness to the Gaussian random field theory by defining a new two-dimensional non-Gaussian random field called skew-Gaussian random field. We derive the expected Euler characteristic of its excursion set. Moreover, an approximation to the size distribution of one connected component is derived. As an illustration, we present a simulation study to compare the approximation mechanism with the exact one. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:496 / 504
页数:9
相关论文
共 50 条
  • [21] THE CLUSTERING OF PEAKS IN A RANDOM GAUSSIAN FIELD
    LUMSDEN, SL
    HEAVENS, AF
    PEACOCK, JA
    [J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 1989, 238 (01) : 293 - 318
  • [22] Random process in a homogeneous Gaussian field
    Alkhimov V.I.
    [J]. Journal of Mathematical Sciences, 2010, 167 (6) : 727 - 740
  • [23] Gaussian random field models of aerogels
    Quintanilla, J
    Reidy, RF
    Gorman, BP
    Mueller, DW
    [J]. JOURNAL OF APPLIED PHYSICS, 2003, 93 (08) : 4584 - 4589
  • [24] Gaussian Process Latent Random Field
    Zhong, Guoqiang
    Li, Wu-Jun
    Yeung, Dit-Yan
    Hou, Xinwen
    Liu, Cheng-Lin
    [J]. PROCEEDINGS OF THE TWENTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-10), 2010, : 679 - 684
  • [25] RANDOM INTERLACEMENTS AND THE GAUSSIAN FREE FIELD
    Sznitman, Alain-Sol
    [J]. ANNALS OF PROBABILITY, 2012, 40 (06): : 2400 - 2438
  • [26] Simulation of Gaussian random field in a ball
    Kolyukhin, Dmitriy
    Minakov, Alexander
    [J]. MONTE CARLO METHODS AND APPLICATIONS, 2022, 28 (01): : 85 - 95
  • [27] Ising spin glass in a random network with a Gaussian random field
    Erichsen Jr, R.
    Silveira, A.
    Magalhaes, S. G.
    [J]. PHYSICAL REVIEW E, 2021, 103 (02)
  • [28] Latent Gaussian random field mixture models
    Bolin, David
    Wallin, Jonas
    Lindgren, Finn
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2019, 130 : 80 - 93
  • [29] Field Calculation of Gaussian Beams Using Skew Rays in Presence of Aberrations
    Colbourne, Paul D.
    Shawqi, Shafayat
    [J]. 2021 PHOTONICS NORTH (PN), 2021,
  • [30] Advances in Gaussian random field generation: a review
    Liu, Yang
    Li, Jingfa
    Sun, Shuyu
    Yu, Bo
    [J]. COMPUTATIONAL GEOSCIENCES, 2019, 23 (05) : 1011 - 1047