Overview and Introduction to Development of Non-Ergodic Earthquake Ground-Motion Models

11/15/2021
by   Grigorios Lavrentiadis, et al.
0

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 in 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 in 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.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/15/2021

A Non-ergodic Effective Amplitude Ground-Motion Model for California

A new non-ergodic ground-motion model (GMM) for effective amplitude spec...
research
10/19/2020

Remarks on multivariate Gaussian Process

Gaussian process occupies one of the leading places in modern Statistics...
research
07/19/2021

A Non-ergodic Spectral Acceleration Ground Motion Model for California Developed with Random Vibration Theory

A new approach for creating a non-ergodic PSA ground-motion model (GMM) ...
research
10/30/2018

Sparse Gaussian process Audio Source Separation Using Spectrum Priors in the Time-Domain

Gaussian process (GP) audio source separation is a time-domain approach ...
research
02/12/2020

Development of modeling and control strategies for an approximated Gaussian process

The Gaussian process (GP) model, which has been extensively applied as p...
research
05/26/2020

From Tether to Libra: Stablecoins, Digital Currency and the Future of Money

This paper provides an overview on stablecoins and introduces a novel te...

Please sign up or login with your details

Forgot password? Click here to reset