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

  • 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
  • University of California at Berkeley
  • University of California at Los Angeles
  • University of Southern California
  • University of Ljubljana
  • Georgia Institute of Technology
  • Pacific Gas and Electric Company
  • Inc.

Research output: Contribution to journalArticlepeer-review

69 Scopus citations

Abstract

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.

Original languageEnglish
Pages (from-to)5121-5150
Number of pages30
JournalBulletin of Earthquake Engineering
Volume21
Issue number11
DOIs
StatePublished - Sep 2023

Keywords

  • Gaussian process regression
  • Non-ergodic ground-motion model
  • Probabilistic seismic hazard analysis

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