Overview and introduction to development of non-ergodic earthquake ground-motion models

被引:0
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作者
Grigorios Lavrentiadis
Norman A. Abrahamson
Kuehn M. Nicolas
Yousef Bozorgnia
Christine A. Goulet
Anže Babič
Jorge Macedo
Matjaž Dolšek
Nicholas Gregor
Albert R. Kottke
Maxime Lacour
Chenying Liu
Xiaofeng Meng
Van-Bang Phung
Chih-Hsuan Sung
Melanie Walling
机构
[1] Garrick Institute for the Risk Sciences University of California,Natural Hazards Risk and Resiliency Research Center (NHR3)
[2] University of California,Department of Civil Engineering
[3] Berkeley,Natural Hazards Risk and Resiliency Research Center (NHR3)
[4] Garrick Institute for the Risk Sciences University of California,Southern California Earthquake Center
[5] University of Southern California,Faculty of Civil and Geodetic Engineering
[6] University of Ljubljana,School of Civil and Environmental Engineering
[7] Georgia Institute of Technology,Department of Civil and Environmental Engineering
[8] Geosciences Pacific Gas and Electric Co.,Department of Civil and Environmental Engineering
[9] University of California,Performance
[10] Berkeley,Based Risk Assessment
[11] University of California,undefined
[12] Berkeley,undefined
[13] GeoEngineers,undefined
[14] Inc.,undefined
来源
关键词
Probabilistic seismic hazard analysis; Non-ergodic ground-motion model; Gaussian process regression;
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摘要
This paper provides an overview and introduction to the development of non-ergodic ground-motion models, GMMs. It is intended for a reader who is familiar with the standard approach for developing ergodic GMMs. It starts with a brief summary of the development of ergodic GMMs and then describes different methods that are used in the development of non-ergodic GMMs with an emphasis on Gaussian process (GP) regression, as that is currently the method preferred by most researchers contributing to this special issue. Non-ergodic modeling requires the definition of locations for the source and site characterizing the systematic source and site effects; the non-ergodic domain is divided into cells for describing the systematic path effects. Modeling the cell-specific anelastic attenuation as a GP, and considerations on constraints for extrapolation of the non-ergodic GMMs are also discussed. An updated unifying notation for non-ergodic GMMs is also presented, which has been adopted by the authors of this issue.
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页码:5121 / 5150
页数:29
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