Space-time point-process models for earthquake occurrences

被引:894
作者
Ogata, Y [1 ]
机构
[1] Inst Stat Math, Minato Ku, Tokyo 1068569, Japan
关键词
centroid of aftershock epicenters; ETAS model; inverse power laws; maximum likelihood estimates; magnitude based clustering (MBC) algorithm; modified Omori formula; thinning simulation;
D O I
10.1023/A:1003403601725
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Several space-time statistical models are constructed based on both classical empirical studies of clustering and some more speculative hypotheses. Then we discuss the discrimination between models incorporating contrasting assumptions concerning the form of the space-time clusters. We also examine further practical extensions of the model to situations where the background seismicity is spatially non-homogeneous, and the clusters are nonisotropic. The goodness-of-fit of the models, as measured by AIC values: is discussed for two high quality data sets, in different tectonic regions. AIC also allows the details of the clustering structure in space to be clarified. A simulation algorithm for the models is provided, and used to confirm the numerical accuracy of the likelihood calculations. The simulated data sets show the similar spatial distributions to the real ones, but differ from them in some features of space-time clustering. These differences may provide useful indicators of directions for further study.
引用
收藏
页码:379 / 402
页数:24
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