Simultaneous recovery of origin time, hypocentre location and seismic moment tensor using sparse representation theory

被引:30
作者
Rodriguez, Ismael Vera [1 ,2 ]
Sacchi, Mauricio [1 ,2 ]
Gu, Yu J. [1 ]
机构
[1] Univ Alberta, Dept Phys, Edmonton, AB T6G 2E1, Canada
[2] Signal Anal & Imaging Grp SAIG, Edmonton, AB T6G 2E1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Inverse theory; Computational seismology; Early warning; EARTHQUAKE SOURCE PARAMETERS; WAVE-FORM DATA; INVERSION; MECHANISM; SCALE; FIELD;
D O I
10.1111/j.1365-246X.2011.05323.x
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Using a proper parametrization, the source displacement field of a seismic event can be efficiently reconstructed by a redundant dictionary of Greens functions based on sparse representation theory. Then, by subjecting the pre-existing event records and pre-computed dictionary of Greens functions into a sparsity-promoting algorithm, it is possible to simultaneously evaluate the origin time, hypocentre coordinates and seismic moment tensor. The proposed method is applicable to single- or multiple-source scenarios and, with minor adjustments, can be a valuable tool for real-time, automatic monitoring systems. This study demonstrates the effectiveness and accuracy of the dictionary-based approach via (1) detection of microseismic events produced during the hydraulic fracturing of oil and gas wells and (2) inversion of a small-magnitude, regional earthquake (2002 June 18 in Caborn, Indiana) data. Our experiments based on numerical simulations and earthquake observations underscore the largely untapped potential of dictionary-based approaches and sparse representation theory in continuous source parameter recovery.
引用
收藏
页码:1188 / 1202
页数:15
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