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Real-time estimation of fault rupture extent using near-source versus far-source classification

Yamada, Masumi and Heaton, Thomas and Beck, James (2007) Real-time estimation of fault rupture extent using near-source versus far-source classification. Bulletin of the Seismological Society of America, 97 (6). pp. 1890-1910. ISSN 0037-1106. https://resolver.caltech.edu/CaltechAUTHORS:YAMbssa07

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Abstract

To estimate the fault dimension of an earthquake in real time, we present a methodology to classify seismic records into near-source or far-source records. Characteristics of ground motion, such as peak ground acceleration, have a strong correlation with the distance from a fault rupture for large earthquakes. This study analyzes peak ground motions and finds the function that best classifies near-source and far-source records based on these parameters. We perform (1) Fisher’s linear discriminant analysis and two different Bayesian methods to find the coefficients of the linear discriminant function and (2) Bayesian model class selection to find the best combination of the peak ground-motion parameters. Bayesian model class selection shows that the combination of vertical acceleration and horizontal velocity produces the best performance for the classification. The linear discriminant function produced by the three methods classifies near-source and far-source data, and in addition, the Bayesian methods give the probability for a station to be near-source, based on the ground-motion measurements. This discriminant function is useful to estimate the fault rupture dimension in real time, especially for large earthquakes.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1785/0120060243DOIArticle
http://bssa.geoscienceworld.org/cgi/content/abstract/97/6/1890PublisherArticle
http://www.bssaonline.org/cgi/content/abstract/97/6/1890PublisherArticle
ORCID:
AuthorORCID
Heaton, Thomas0000-0003-3363-2197
Additional Information:© 2007 Seismological Society of America. Manuscript received 21 November 2006. We thank David Wald of the U.S. Geological Survey and Hiroo Kanamori of the California Institute of Technology for their help with obtaining data for the Hyogoken-nanbu earthquake. We also appreciate Chen Ji for providing the fault model for the Chi-Chi earthquake. Members of the Caltech Earthquake Engineering Group, especially Sai Hung Cheung, gave us useful comments for the Bayesian classification problem. Some of the figures are generated by Generic Mapping Tools (Wessel and Smith, 1991). This research was supported by the U.S. Geological Survey.
Funders:
Funding AgencyGrant Number
USGSUNSPECIFIED
Subject Keywords:STRONG GROUND MOTION; 1999 CHI-CHI; PEAK HORIZONTAL ACCELERATION; 1979 IMPERIAL-VALLEY; SLIP HISTORY; EARTHQUAKE; TAIWAN; CALIFORNIA; INVERSION; RECORDS
Issue or Number:6
Record Number:CaltechAUTHORS:YAMbssa07
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:YAMbssa07
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:13304
Collection:CaltechAUTHORS
Deposited By: Marie Noren
Deposited On:06 Feb 2009 03:40
Last Modified:03 Oct 2019 00:36

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