Ornstein-Uhlenbeck processes for geophysical data analysis

被引:16
|
作者
Habtemicael, Semere [1 ]
SenGupta, Indranil [1 ]
机构
[1] N Dakota State Univ, Dept Math, Fargo, ND 58108 USA
基金
美国国家科学基金会;
关键词
Ornstein-Uhlenbeck processes; Levy processes; Gamma processes; Characteristic function; Exit time; SCALE-INVARIANCE; EXIT TIMES; MODELS;
D O I
10.1016/j.physa.2013.12.050
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this work a three parameter stochastic process, termed the Gamma-Ornstein-Uhlenbeck process, has been implemented to analyze geophysical data. Such non-Gaussian Ornstein-Uhlenbeck processes offer the possibility of capturing important distributional deviations from Gaussianity and make the model flexible of dependence structures. It is shown that the Gamma-Ornstein-Uhlenbeck process is a possible candidate for earthquake data modeling. Rigorous regression analysis is provided and based on that the first-passage times are computed for different sets of data. It is shown that this model may be used to estimate parameters related to some major events namely major earthquakes. Published by Elsevier B.V.
引用
收藏
页码:147 / 156
页数:10
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