Bayesian hierarchical model for variations in earthquake peak ground acceleration within small‐aperture arrays
Knowledge of the characteristics of earthquake ground motion is fundamental for earthquake hazard assessments. Over small distances, relative to the source–site distance, where uniform site conditions are expected, the ground motion variability is also expected to be insignificant. However, despite...
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| Published in | Environmetrics (London, Ont.) Vol. 29; no. 3 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
01.05.2018
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1180-4009 1099-095X |
| DOI | 10.1002/env.2497 |
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| Abstract | Knowledge of the characteristics of earthquake ground motion is fundamental for earthquake hazard assessments. Over small distances, relative to the source–site distance, where uniform site conditions are expected, the ground motion variability is also expected to be insignificant. However, despite being located on what has been characterized as a uniform lava‐rock site condition, considerable peak ground acceleration (PGA) variations were observed on stations of a small‐aperture array (covering approximately 1 km2) of accelerographs in Southwest Iceland during the Ölfus earthquake of magnitude 6.3 on May 29, 2008 and its sequence of aftershocks. We propose a novel Bayesian hierarchical model for the PGA variations accounting separately for earthquake event effects, station effects, and event‐station effects. An efficient posterior inference scheme based on Markov chain Monte Carlo (MCMC) simulations is proposed for the new model. The variance of the station effect is certainly different from zero according to the posterior density, indicating that individual station effects are different from one another. The Bayesian hierarchical model thus captures the observed PGA variations and quantifies to what extent the source and recording sites contribute to the overall variation in ground motions over relatively small distances on the lava‐rock site condition. |
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| AbstractList | Knowledge of the characteristics of earthquake ground motion is fundamental for earthquake hazard assessments. Over small distances, relative to the source–site distance, where uniform site conditions are expected, the ground motion variability is also expected to be insignificant. However, despite being located on what has been characterized as a uniform lava‐rock site condition, considerable peak ground acceleration (PGA) variations were observed on stations of a small‐aperture array (covering approximately 1 km
2
) of accelerographs in Southwest Iceland during the Ölfus earthquake of magnitude 6.3 on May 29, 2008 and its sequence of aftershocks. We propose a novel Bayesian hierarchical model for the PGA variations accounting separately for earthquake event effects, station effects, and event‐station effects. An efficient posterior inference scheme based on Markov chain Monte Carlo (MCMC) simulations is proposed for the new model. The variance of the station effect is certainly different from zero according to the posterior density, indicating that individual station effects are different from one another. The Bayesian hierarchical model thus captures the observed PGA variations and quantifies to what extent the source and recording sites contribute to the overall variation in ground motions over relatively small distances on the lava‐rock site condition. Knowledge of the characteristics of earthquake ground motion is fundamental for earthquake hazard assessments. Over small distances, relative to the source–site distance, where uniform site conditions are expected, the ground motion variability is also expected to be insignificant. However, despite being located on what has been characterized as a uniform lava‐rock site condition, considerable peak ground acceleration (PGA) variations were observed on stations of a small‐aperture array (covering approximately 1 km2) of accelerographs in Southwest Iceland during the Ölfus earthquake of magnitude 6.3 on May 29, 2008 and its sequence of aftershocks. We propose a novel Bayesian hierarchical model for the PGA variations accounting separately for earthquake event effects, station effects, and event‐station effects. An efficient posterior inference scheme based on Markov chain Monte Carlo (MCMC) simulations is proposed for the new model. The variance of the station effect is certainly different from zero according to the posterior density, indicating that individual station effects are different from one another. The Bayesian hierarchical model thus captures the observed PGA variations and quantifies to what extent the source and recording sites contribute to the overall variation in ground motions over relatively small distances on the lava‐rock site condition. |
| Author | Jónsson, Sigurjón Halldorsson, Benedikt Rahpeyma, Sahar Hrafnkelsson, Birgir |
| Author_xml | – sequence: 1 givenname: Sahar surname: Rahpeyma fullname: Rahpeyma, Sahar organization: University of Iceland – sequence: 2 givenname: Benedikt surname: Halldorsson fullname: Halldorsson, Benedikt email: skykkur@hi.is organization: Icelandic Meteorological Office – sequence: 3 givenname: Birgir surname: Hrafnkelsson fullname: Hrafnkelsson, Birgir organization: University of Iceland – sequence: 4 givenname: Sigurjón surname: Jónsson fullname: Jónsson, Sigurjón organization: King Abdullah University of Science and Technology (KAUST) |
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| CitedBy_id | crossref_primary_10_1177_87552930211036921 crossref_primary_10_1007_s10518_019_00569_5 crossref_primary_10_1016_j_soildyn_2020_106075 crossref_primary_10_1016_j_soildyn_2023_108198 crossref_primary_10_1007_s10518_022_01441_9 crossref_primary_10_1002_eqe_3221 crossref_primary_10_1016_j_ijdrr_2022_102894 crossref_primary_10_1016_j_soildyn_2018_11_014 crossref_primary_10_1016_j_soildyn_2019_02_007 crossref_primary_10_1016_j_soildyn_2020_106513 crossref_primary_10_1016_j_soildyn_2023_107823 |
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| Title | Bayesian hierarchical model for variations in earthquake peak ground acceleration within small‐aperture arrays |
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