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

FOS: Computer and information sciences verjetnostna analiza potresne nevarnosti 0211 other engineering and technologies probabilistic seismic hazard analysis FOS: Physical sciences 02 engineering and technology non-ergodic ground-motion model Statistics - Applications 01 natural sciences regresija z Gaussovimi procesi Geophysics (physics.geo-ph) Physics - Geophysics info:eu-repo/classification/udc/624.042.7 neergodični model gibanja tal 62P30 Applications (stat.AP) 0101 mathematics Gaussian process regression
DOI: 10.1007/s10518-022-01485-x Publication Date: 2022-08-17T14:05:12Z
ABSTRACT
AbstractThis 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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