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 inEnvironmetrics (London, Ont.) Vol. 29; no. 3
Main Authors Rahpeyma, Sahar, Halldorsson, Benedikt, Hrafnkelsson, Birgir, Jónsson, Sigurjón
Format Journal Article
LanguageEnglish
Published 01.05.2018
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ISSN1180-4009
1099-095X
DOI10.1002/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.
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
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Cites_doi 10.2307/1390675
10.1785/BSSA0820010505
10.1007/s10518-008-9087-0
10.1007/s10518-015-9732-3
10.1016/S0267-7261(00)00047-6
10.1007/s10950-008-9133-z
10.33799/jokull1979.29.007
10.1016/0267-7261(94)00039-J
10.1016/j.soildyn.2008.12.006
10.1002/env.2372
10.1214/16-STS576
10.1016/j.soildyn.2016.07.001
10.1785/0119990007
10.1007/s10518-016-9911-x
10.22201/igeof.00167169p.2017.56.1.1748
10.1785/0120090312
10.1785/0120040242
10.1007/978-3-0348-8010-7_10
10.1002/eqe.922
10.1080/01621459.1999.10473885
10.1785/0120160118
10.1007/s00024-017-1613-z
10.33799/jokull2010.60.023
10.1785/0120090007
10.1214/aoap/1034625254
10.1007/s10950-008-9106-2
10.1785/0120100252
10.1198/016214504000000241
10.1002/eqe.4290100406
10.1785/gssrl.81.5.794
10.1007/s10518-005-0183-0
10.1016/0167-4730(91)90016-3
10.1785/0120100031
10.1193/062913EQS175M
10.1193/1.2083887
10.1785/BSSA0860051350
10.1785/0120070078
10.1214/ss/1177011136
10.1785/0120130030
10.1785/gssrl.80.1.40
10.1193/072813EQS219M
10.33799/jokull2008.58.035
10.1016/j.tecto.2004.03.031
10.1016/0040-1951(91)90501-I
10.1002/eqe.1137
10.1016/j.tecto.2006.09.019
10.1016/S0267-7261(02)00035-0
10.1785/gssrl.68.1.128
10.1193/070113EQS184M
10.1002/eqe.4290130502
10.1029/94GL02118
10.1785/0120050137
10.1007/s10518-013-9454-3
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References 2009; 80
1991; 10
1982; 10
2010; 100
1988; 78
2005; 21
2016; 106
2000; 90
1994; 21
1997; 7
2010; 60
1992; 7
2009; 99
1989; 30
2009; 13
1979; 29
1991; 189
2013; 11
2000
2017; 32
1983
1970; 60
1999; 94
1992; 82
1985; 13
2016; 89
2015; 13
2006; 96
1993; 83
2010
1995; 14
1997; 68
2000; 20
1998
1991; 81
2008; 58
1983; 73
2008; 12
2013; 103
2006
2008; 447
2008; 98
2005
2017; 174
2003
2010; 81
2004; 109
2016; 14
1957; 35
2009; 29
1995; 85
2004; 99
2004; 390
2002; 22
2017; 56
2005; 95
2017
2009; 7
2005; 3
2014
2014; 30
1998; 7
2016; 27
2009; 38
2011; 101
1996; 86
2012; 41
2017; 107
e_1_2_7_5_1
Meremonte M. (e_1_2_7_52_1) 1996; 86
Bindi D. (e_1_2_7_11_1) 2004; 109
e_1_2_7_9_1
e_1_2_7_7_1
e_1_2_7_60_1
e_1_2_7_17_1
Chen L. (e_1_2_7_22_1) 2013; 11
e_1_2_7_62_1
e_1_2_7_15_1
e_1_2_7_41_1
e_1_2_7_64_1
e_1_2_7_13_1
Chiu H. C. (e_1_2_7_25_1) 1995; 85
e_1_2_7_43_1
e_1_2_7_66_1
e_1_2_7_45_1
e_1_2_7_68_1
e_1_2_7_47_1
e_1_2_7_26_1
e_1_2_7_49_1
Aki K. (e_1_2_7_4_1) 1957; 35
e_1_2_7_28_1
Zafarani H. (e_1_2_7_75_1) 2017; 174
Chin B. H. (e_1_2_7_23_1) 1991; 81
Stefánsson R. (e_1_2_7_70_1) 1993; 83
Theodulidis N. P. (e_1_2_7_73_1) 1995; 14
e_1_2_7_50_1
e_1_2_7_71_1
e_1_2_7_31_1
e_1_2_7_54_1
Boore D. M. (e_1_2_7_14_1) 1983; 73
e_1_2_7_21_1
e_1_2_7_56_1
e_1_2_7_37_1
e_1_2_7_58_1
e_1_2_7_39_1
Einarsson P. (e_1_2_7_32_1) 2008; 58
e_1_2_7_6_1
Rodriguez‐Marek A. (e_1_2_7_61_1) 2013; 103
Brandsdóttir B. (e_1_2_7_19_1) 2010; 60
Halldórsson B. (e_1_2_7_42_1) 2009; 13
Nakamura Y. (e_1_2_7_55_1) 1989; 30
e_1_2_7_16_1
Gelman A. (e_1_2_7_35_1) 2014
e_1_2_7_40_1
e_1_2_7_44_1
e_1_2_7_10_1
e_1_2_7_46_1
e_1_2_7_67_1
Field E. H. (e_1_2_7_33_1) 1995; 85
e_1_2_7_48_1
e_1_2_7_69_1
e_1_2_7_27_1
Ortiz‐Alemán C. (e_1_2_7_57_1) 2017; 56
e_1_2_7_29_1
Abrahamson N. A. (e_1_2_7_3_1) 1992; 82
Boatwright J. (e_1_2_7_12_1) 1991; 81
Sæmundsson K. (e_1_2_7_63_1) 1979; 29
e_1_2_7_72_1
e_1_2_7_51_1
e_1_2_7_30_1
e_1_2_7_53_1
e_1_2_7_76_1
e_1_2_7_24_1
e_1_2_7_74_1
Abrahamson N. A. (e_1_2_7_2_1) 1988; 78
e_1_2_7_34_1
Shabestari K. T. (e_1_2_7_65_1) 2004; 390
Baltay A. S. (e_1_2_7_8_1) 2017; 107
e_1_2_7_20_1
e_1_2_7_36_1
e_1_2_7_59_1
e_1_2_7_38_1
Borcherdt R. D. (e_1_2_7_18_1) 1970; 60
References_xml – volume: 14
  start-page: 2629
  issue: 10
  year: 2016
  end-page: 2642
  article-title: A partially non‐ergodic ground‐motion prediction equation for Europe and the Middle East
  publication-title: Bulletin of Earthquake Engineering
– volume: 98
  start-page: 354
  issue: 1
  year: 2008
  end-page: 365
  article-title: Spatial correlation of peak ground motions and response spectraspatial correlation of peak ground motions and response spectra
  publication-title: Bulletin of the Seismological Society of America
– volume: 106
  start-page: 2574
  issue: 6
  year: 2016
  end-page: 2583
  article-title: A nonergodic ground‐motion model for California with spatially varying coefficients
  publication-title: Bulletin of the Seismological Society of America
– volume: 85
  start-page: 342
  issue: 1
  year: 1995
  end-page: 348
  article-title: Transferability of strong ground‐motion coherency between the SMART1 and SMART2 arrays
  publication-title: Bulletin of the Seismological Society of America
– volume: 10
  start-page: 561
  issue: 4
  year: 1982
  end-page: 573
  article-title: Earthquake strong motions recorded by a large near‐source array of digital seismographs
  publication-title: Earthquake Engineering and Structural Dynamics
– volume: 82
  start-page: 505
  issue: 1
  year: 1992
  end-page: 510
  article-title: A stable algorithm for regression analyses using the random effects model
  publication-title: Bulletin of the Seismological Society of America
– year: 2005
– volume: 85
  start-page: 1127
  issue: 4
  year: 1995
  end-page: 1143
  article-title: A comparison and test of various site‐response estimation techniques, including three that are not reference‐site dependent
  publication-title: Bulletin of the Seismological Society of America
– volume: 99
  start-page: 3003
  issue: 5
  year: 2009
  end-page: 3020
  article-title: Probabilistic characterization of spatially correlated response spectra for earthquakes in Japan
  publication-title: Bulletin of the Seismological Society of America
– volume: 78
  start-page: 26
  issue: 1
  year: 1988
  end-page: 41
  article-title: Statistical properties of peak ground accelerations recorded by the SMART 1 array
  publication-title: Bulletin of the Seismological Society of America
– volume: 109
  issue: B4
  year: 2004
  article-title: The 1997–1998 Umbria‐Marche sequence (central Italy): Source, path, and site effects estimated from strong motion data recorded in the epicentral area
  publication-title: Journal of Geophysical Research: Solid Earth
– volume: 38
  start-page: 1687
  issue: 15
  year: 2009
  end-page: 1708
  article-title: Correlation model for spatially distributed ground‐motion intensities
  publication-title: Earthquake Engineering and Structural Dynamic
– volume: 13
  start-page: 561
  issue: 5
  year: 1985
  end-page: 581
  article-title: Analysis of the spatial variation of seismic waves and ground movements from smart‐1 array data
  publication-title: Earthquake Engineering and Structural Dynamics
– volume: 7
  start-page: 110
  issue: 1
  year: 1997
  end-page: 120
  article-title: Weak convergence and optimal scaling of random walk Metropolis algorithms
  publication-title: The Annals of Applied Probability
– volume: 30
  start-page: 1057
  issue: 3
  year: 2014
  end-page: 1085
  article-title: NGA‐West2 equations for predicting PGA, PGV, and 5% damped PSA for shallow crustal earthquakes
  publication-title: Earthquake Spectra
– volume: 96
  start-page: 446
  issue: 2
  year: 2006
  end-page: 455
  article-title: Single‐station sigma
  publication-title: Bulletin of the Seismological Society of America
– volume: 90
  start-page: 977
  issue: 4
  year: 2000
  end-page: 992
  article-title: Inversion of source parameters and site effects from strong ground motion records using genetic algorithms
  publication-title: Bulletin of the Seismological Society of America
– volume: 60
  start-page: 29
  issue: 1
  year: 1970
  end-page: 61
  article-title: Effects of local geology on ground motion near San Francisco Bay
  publication-title: Bulletin of the Seismological Society of America
– year: 2014
– volume: 41
  start-page: 431
  issue: 3
  year: 2012
  end-page: 451
  article-title: A predictive model for Arias intensity at multiple sites and consideration of spatial correlations
  publication-title: Earthquake Engineering & Structural Dynamics
– year: 1998
– volume: 73
  start-page: 1865
  issue: 6A
  year: 1983
  end-page: 1894
  article-title: Stochastic simulation of high‐frequency ground motions based on seismological models of the radiated spectra
  publication-title: Bulletin of the Seismological Society of America
– volume: 29
  start-page: 1073
  issue: 6
  year: 2009
  end-page: 1083
  article-title: The 6.3 Ölfus earthquake at 15:45 UTC on 29 May 2008 in South Iceland: ICEARRAY strong‐motion recordings
  publication-title: Soil Dynamics and Earthquake Engineering
– volume: 86
  start-page: 1350
  issue: 5
  year: 1996
  end-page: 1363
  article-title: Urban seismology—Northridge aftershocks recorded by multi‐scale arrays of portable digital seismographs
  publication-title: Bulletin of the Seismological Society of America
– volume: 99
  start-page: 250
  issue: 465
  year: 2004
  end-page: 261
  article-title: Inconsistent estimation and asymptotically equal interpolations in model‐based geostatistics
  publication-title: Journal of the American Statistical Association
– volume: 35
  start-page: 415
  year: 1957
  end-page: 456
  article-title: Space and time spectra of stationary stochastic waves, with special reference to microtremors
  publication-title: Bulletin of the Earthquake Research Institute
– volume: 56
  start-page: 71
  issue: 1
  year: 2017
  end-page: 85
  article-title: Estimation of source; path and site effects at MASE array stations: A comprehensive study
  publication-title: Geofísica Internacional
– volume: 13
  start-page: 2481
  issue: 9
  year: 2015
  end-page: 2491
  article-title: Ground‐motion prediction model building: a multilevel approach
  publication-title: Bulletin of Earthquake Engineering
– volume: 7
  start-page: 457
  issue: 4
  year: 1992
  end-page: 472
  article-title: Inference from iterative simulation using multiple sequences
  publication-title: Statistical Science
– volume: 22
  start-page: 525
  issue: 7
  year: 2002
  end-page: 540
  article-title: Site amplification in lava rock on soft sediments
  publication-title: Soil Dynamics and Earthquake Engineering
– volume: 81
  start-page: 1754
  issue: 5
  year: 1991
  end-page: 1782
  article-title: A general inversion scheme for source, site, and propagation characteristics using multiply recorded sets of moderate‐sized earthquakes
  publication-title: Bulletin of the Seismological Society of America
– volume: 13
  start-page: 173
  issue: 1
  year: 2009
  end-page: 178
  article-title: ICEARRAY: The first small‐aperture, strong‐motion array in Iceland
  publication-title: Journal of Seismology
– volume: 107
  start-page: 1754
  issue: 4
  year: 2017
  end-page: 1772
  article-title: Uncertainty, variability, and earthquake physics in ground‐motion prediction equations
  publication-title: Bulletin of the Seismological Society of America
– volume: 103
  start-page: 3149
  issue: 6
  year: 2013
  end-page: 3163
  article-title: A model for single‐station standard deviation using data from various tectonic regions
  publication-title: Bulletin of the Seismological Society of America
– volume: 14
  start-page: 177
  issue: 3
  year: 1995
  end-page: 197
  article-title: Horizontal to vertical spectral ratio and geological conditions: An analysis of strong motion data from Greece and Taiwan (SMART‐1)
  publication-title: Soil Dynamics and Earthquake Engineering
– volume: 30
  start-page: 1117
  issue: 3
  year: 2014
  end-page: 1153
  article-title: Update of the Chiou and Youngs NGA model for the average horizontal component of peak ground motion and response spectra
  publication-title: Earthquake Spectra
– volume: 94
  start-page: 1330
  issue: 448
  year: 1999
  end-page: 1339
  article-title: Classes of nonseparable, spatio‐temporal stationary covariance functions
  publication-title: Journal of the American Statistical Association
– volume: 30
  start-page: 25
  issue: 1
  year: 1989
  end-page: 33
  article-title: A method for dynamic characteristics estimation of subsurface using microtremor on the ground surface
  publication-title: Quarterly Report of Railway Technical Research Institute
– volume: 83
  start-page: 696
  issue: 3
  year: 1993
  end-page: 716
  article-title: Earthquake prediction research in the South Iceland Seismic Zone and the SIL project
  publication-title: Bulletin of the Seismological Society of America
– volume: 32
  start-page: 1
  issue: 1
  year: 2017
  end-page: 28
  article-title: Penalising model component complexity: A principled, practical approach to constructing priors
  publication-title: Statistical Science
– year: 1983
– volume: 81
  start-page: 794
  issue: 5
  year: 2010
  end-page: 801
  article-title: The variability of ground‐motion prediction models and its components
  publication-title: Seismological Research Letters
– start-page: 635
  year: 2003
  end-page: 676
– volume: 58
  start-page: 35
  issue: 12
  year: 2008
  end-page: 58
  article-title: Plate boundaries, rifts and transforms in Iceland
  publication-title: Jökull
– volume: 101
  start-page: 1242
  issue: 3
  year: 2011
  end-page: 1258
  article-title: Analysis of single‐station standard deviation using the KiK‐net data
  publication-title: Bulletin of the Seismological Society of America
– volume: 21
  start-page: 2191
  issue: 20
  year: 1994
  end-page: 2194
  article-title: Effect of recent revisions to the geomagnetic reversal time scale on estimates of current plate motions
  publication-title: Geophysical Research Letters
– volume: 12
  start-page: 529
  issue: 4
  year: 2008
  end-page: 546
  article-title: Strong motion uncertainty determined from observed records by dense network in Japan
  publication-title: Journal of Seismology
– year: 2000
– volume: 174
  start-page: 4077
  issue: 11
  year: 2017
  end-page: 4099
  article-title: Single‐station Sigma for the Iranian strong motion stations
  publication-title: Pure and Applied Geophysics
– volume: 20
  start-page: 155
  issue: 1–4
  year: 2000
  end-page: 165
  article-title: Evidence of nonlinear site response in HVSR from SMART1 (Taiwan) data
  publication-title: Soil Dynamics and Earthquake Engineering
– volume: 7
  start-page: 434
  issue: 4
  year: 1998
  end-page: 455
  article-title: General methods for monitoring convergence of iterative simulations
  publication-title: Journal of Computational and Graphical Statistics
– volume: 60
  start-page: 23
  year: 2010
  end-page: 46
  article-title: The May 29 2008 earthquake aftershock sequence within the South Iceland Seismic Zone: Fault locations and source parameters of aftershocks
  publication-title: Jökull: Journal of the Glaciological and Geological Societies of Iceland
– volume: 3
  start-page: 1
  issue: 1
  year: 2005
  end-page: 53
  article-title: Equations for the estimation of strong ground motions from shallow crustal earthquakes using data from Europe and the Middle East: Horizontal peak ground acceleration and spectral acceleration
  publication-title: Bulletin of Earthquake Engineering
– volume: 81
  start-page: 1859
  issue: 5
  year: 1991
  end-page: 1884
  article-title: Simultaneous study of the source, path, and site effects on strong ground motion during the 1989 Loma Prieta earthquake: A preliminary result on pervasive nonlinear site effects
  publication-title: Bulletin of the Seismological Society of America
– volume: 30
  start-page: 1087
  issue: 3
  year: 2014
  end-page: 1115
  article-title: NGA‐West2 ground motion model for the average horizontal components of PGA, PGV, and 5% damped linear acceleration response spectra
  publication-title: Earthquake Spectra
– volume: 390
  start-page: 193
  issue: 1
  year: 2004
  end-page: 204
  article-title: Estimation of the spatial distribution of ground motion parameters for two recent earthquakes in Japan
  publication-title: Tectonophysics
– year: 2010
– volume: 189
  start-page: 261
  issue: 1–4
  year: 1991
  end-page: 279
  article-title: Earthquakes and present‐day tectonism in Iceland
  publication-title: Tectonophysics
– volume: 89
  start-page: 136
  year: 2016
  end-page: 151
  article-title: Detailed site effect estimation in the presence of strong velocity reversals within a small‐aperture strong‐motion array in Iceland
  publication-title: Soil Dynamics and Earthquake Engineering
– volume: 80
  start-page: 40
  issue: 1
  year: 2009
  end-page: 56
  article-title: Sigma: Issues, insights, and challenges
  publication-title: Seismological Research Letters
– volume: 11
  start-page: 1617
  issue: 5
  year: 2013
  end-page: 1632
  article-title: Single‐station standard deviation analysis of 2010–2012 strong‐motion data from the Canterbury region, New Zealand
  publication-title: Bulletin of Earthquake Engineering
– volume: 10
  start-page: 219
  issue: 1–3
  year: 1991
  end-page: 233
  article-title: Estimating the spatial variation of earthquake ground motion from dense array recordings
  publication-title: Structural Safety
– volume: 27
  start-page: 27
  issue: 1
  year: 2016
  end-page: 41
  article-title: Bayesian prediction of monthly precipitation on a fine grid using covariates based on a regional meteorological model
  publication-title: Environmetrics
– year: 2006
– volume: 101
  start-page: 2281
  issue: 5
  year: 2011
  end-page: 2295
  article-title: Repeatable source, site, and path effects on the standard deviation for empirical ground‐motion prediction models
  publication-title: Bulletin of the Seismological Society of America
– volume: 68
  start-page: 128
  issue: 1
  year: 1997
  end-page: 154
  article-title: Equations for estimating horizontal response spectra and peak acceleration from North American earthquakes: A summary of recent work
  publication-title: Seismological Research Letters
– volume: 7
  start-page: 113
  issue: 1
  year: 2009
  end-page: 126
  article-title: A note on the 6.3 earthquake in Iceland on 29 May 2008 at 15:45 UTC
  publication-title: Bulletin of Earthquake Engineering
– volume: 100
  start-page: 3055
  issue: 6
  year: 2010
  end-page: 3067
  article-title: Intraevent spatial correlation of ground‐motion parameters using SK‐net data
  publication-title: Bulletin of the Seismological Society of America
– volume: 29
  start-page: 7
  year: 1979
  end-page: 28
  article-title: Outline of the geology of Iceland
  publication-title: Jökull
– year: 2017
– volume: 95
  start-page: 2364
  issue: 6
  year: 2005
  end-page: 2372
  article-title: Analysis and modeling of HVSR in the presence of a velocity inversion: the case of Venosa, Italy
  publication-title: Bulletin of the Seismological Society of America
– volume: 21
  start-page: 1137
  issue: 4
  year: 2005
  end-page: 1156
  article-title: Macrospatial correlation model of seismic ground motions
  publication-title: Earthquake Spectra
– volume: 447
  start-page: 117
  issue: 1–4
  year: 2008
  end-page: 126
  article-title: Tjörnes fracture zone. New and old seismic evidences for the link between the North Iceland rift zone and the Mid‐Atlantic ridge
  publication-title: Tectonophysics
– volume: 73
  start-page: 1865
  issue: 6
  year: 1983
  ident: e_1_2_7_14_1
  article-title: Stochastic simulation of high‐frequency ground motions based on seismological models of the radiated spectra
  publication-title: Bulletin of the Seismological Society of America
– ident: e_1_2_7_20_1
  doi: 10.2307/1390675
– volume: 60
  start-page: 29
  issue: 1
  year: 1970
  ident: e_1_2_7_18_1
  article-title: Effects of local geology on ground motion near San Francisco Bay
  publication-title: Bulletin of the Seismological Society of America
– ident: e_1_2_7_51_1
– volume: 82
  start-page: 505
  issue: 1
  year: 1992
  ident: e_1_2_7_3_1
  article-title: A stable algorithm for regression analyses using the random effects model
  publication-title: Bulletin of the Seismological Society of America
  doi: 10.1785/BSSA0820010505
– ident: e_1_2_7_67_1
  doi: 10.1007/s10518-008-9087-0
– ident: e_1_2_7_56_1
– ident: e_1_2_7_46_1
  doi: 10.1007/s10518-015-9732-3
– ident: e_1_2_7_29_1
  doi: 10.1016/S0267-7261(00)00047-6
– volume: 13
  start-page: 173
  issue: 1
  year: 2009
  ident: e_1_2_7_42_1
  article-title: ICEARRAY: The first small‐aperture, strong‐motion array in Iceland
  publication-title: Journal of Seismology
  doi: 10.1007/s10950-008-9133-z
– volume: 81
  start-page: 1859
  issue: 5
  year: 1991
  ident: e_1_2_7_23_1
  article-title: Simultaneous study of the source, path, and site effects on strong ground motion during the 1989 Loma Prieta earthquake: A preliminary result on pervasive nonlinear site effects
  publication-title: Bulletin of the Seismological Society of America
– volume: 29
  start-page: 7
  year: 1979
  ident: e_1_2_7_63_1
  article-title: Outline of the geology of Iceland
  publication-title: Jökull
  doi: 10.33799/jokull1979.29.007
– volume: 14
  start-page: 177
  issue: 3
  year: 1995
  ident: e_1_2_7_73_1
  article-title: Horizontal to vertical spectral ratio and geological conditions: An analysis of strong motion data from Greece and Taiwan (SMART‐1)
  publication-title: Soil Dynamics and Earthquake Engineering
  doi: 10.1016/0267-7261(94)00039-J
– ident: e_1_2_7_41_1
  doi: 10.1016/j.soildyn.2008.12.006
– ident: e_1_2_7_68_1
  doi: 10.1002/env.2372
– ident: e_1_2_7_69_1
  doi: 10.1214/16-STS576
– ident: e_1_2_7_59_1
  doi: 10.1016/j.soildyn.2016.07.001
– ident: e_1_2_7_54_1
  doi: 10.1785/0119990007
– ident: e_1_2_7_47_1
  doi: 10.1007/s10518-016-9911-x
– volume: 56
  start-page: 71
  issue: 1
  year: 2017
  ident: e_1_2_7_57_1
  article-title: Estimation of source; path and site effects at MASE array stations: A comprehensive study
  publication-title: Geofísica Internacional
  doi: 10.22201/igeof.00167169p.2017.56.1.1748
– ident: e_1_2_7_49_1
  doi: 10.1785/0120090312
– volume: 35
  start-page: 415
  year: 1957
  ident: e_1_2_7_4_1
  article-title: Space and time spectra of stationary stochastic waves, with special reference to microtremors
  publication-title: Bulletin of the Earthquake Research Institute
– ident: e_1_2_7_28_1
  doi: 10.1785/0120040242
– ident: e_1_2_7_15_1
  doi: 10.1007/978-3-0348-8010-7_10
– ident: e_1_2_7_30_1
– ident: e_1_2_7_44_1
  doi: 10.1002/eqe.922
– volume: 81
  start-page: 1754
  issue: 5
  year: 1991
  ident: e_1_2_7_12_1
  article-title: A general inversion scheme for source, site, and propagation characteristics using multiply recorded sets of moderate‐sized earthquakes
  publication-title: Bulletin of the Seismological Society of America
– volume: 30
  start-page: 25
  issue: 1
  year: 1989
  ident: e_1_2_7_55_1
  article-title: A method for dynamic characteristics estimation of subsurface using microtremor on the ground surface
  publication-title: Quarterly Report of Railway Technical Research Institute
– ident: e_1_2_7_26_1
  doi: 10.1080/01621459.1999.10473885
– ident: e_1_2_7_48_1
  doi: 10.1785/0120160118
– volume: 109
  issue: 4
  year: 2004
  ident: e_1_2_7_11_1
  article-title: The 1997–1998 Umbria‐Marche sequence (central Italy): Source, path, and site effects estimated from strong motion data recorded in the epicentral area
  publication-title: Journal of Geophysical Research: Solid Earth
– volume: 174
  start-page: 4077
  issue: 11
  year: 2017
  ident: e_1_2_7_75_1
  article-title: Single‐station Sigma for the Iranian strong motion stations
  publication-title: Pure and Applied Geophysics
  doi: 10.1007/s00024-017-1613-z
– volume: 60
  start-page: 23
  year: 2010
  ident: e_1_2_7_19_1
  article-title: The May 29 2008 earthquake aftershock sequence within the South Iceland Seismic Zone: Fault locations and source parameters of aftershocks
  publication-title: Jökull: Journal of the Glaciological and Geological Societies of Iceland
  doi: 10.33799/jokull2010.60.023
– ident: e_1_2_7_37_1
  doi: 10.1785/0120090007
– ident: e_1_2_7_60_1
  doi: 10.1214/aoap/1034625254
– ident: e_1_2_7_53_1
  doi: 10.1007/s10950-008-9106-2
– ident: e_1_2_7_62_1
  doi: 10.1785/0120100252
– ident: e_1_2_7_76_1
  doi: 10.1198/016214504000000241
– ident: e_1_2_7_13_1
  doi: 10.1002/eqe.4290100406
– ident: e_1_2_7_6_1
  doi: 10.1785/gssrl.81.5.794
– volume: 85
  start-page: 1127
  issue: 4
  year: 1995
  ident: e_1_2_7_33_1
  article-title: A comparison and test of various site‐response estimation techniques, including three that are not reference‐site dependent
  publication-title: Bulletin of the Seismological Society of America
– ident: e_1_2_7_40_1
  doi: 10.1016/j.soildyn.2008.12.006
– ident: e_1_2_7_5_1
  doi: 10.1007/s10518-005-0183-0
– ident: e_1_2_7_43_1
  doi: 10.1016/0167-4730(91)90016-3
– ident: e_1_2_7_45_1
– volume: 85
  start-page: 342
  issue: 1
  year: 1995
  ident: e_1_2_7_25_1
  article-title: Transferability of strong ground‐motion coherency between the SMART1 and SMART2 arrays
  publication-title: Bulletin of the Seismological Society of America
– volume: 78
  start-page: 26
  issue: 1
  year: 1988
  ident: e_1_2_7_2_1
  article-title: Statistical properties of peak ground accelerations recorded by the SMART 1 array
  publication-title: Bulletin of the Seismological Society of America
– ident: e_1_2_7_38_1
  doi: 10.1785/0120100031
– ident: e_1_2_7_21_1
  doi: 10.1193/062913EQS175M
– ident: e_1_2_7_74_1
  doi: 10.1193/1.2083887
– volume: 86
  start-page: 1350
  issue: 5
  year: 1996
  ident: e_1_2_7_52_1
  article-title: Urban seismology—Northridge aftershocks recorded by multi‐scale arrays of portable digital seismographs
  publication-title: Bulletin of the Seismological Society of America
  doi: 10.1785/BSSA0860051350
– ident: e_1_2_7_39_1
  doi: 10.1785/0120070078
– ident: e_1_2_7_36_1
  doi: 10.1214/ss/1177011136
– volume: 103
  start-page: 3149
  issue: 6
  year: 2013
  ident: e_1_2_7_61_1
  article-title: A model for single‐station standard deviation using data from various tectonic regions
  publication-title: Bulletin of the Seismological Society of America
  doi: 10.1785/0120130030
– ident: e_1_2_7_72_1
  doi: 10.1785/gssrl.80.1.40
– ident: e_1_2_7_24_1
  doi: 10.1193/072813EQS219M
– volume: 83
  start-page: 696
  issue: 3
  year: 1993
  ident: e_1_2_7_70_1
  article-title: Earthquake prediction research in the South Iceland Seismic Zone and the SIL project
  publication-title: Bulletin of the Seismological Society of America
– volume: 58
  start-page: 35
  issue: 12
  year: 2008
  ident: e_1_2_7_32_1
  article-title: Plate boundaries, rifts and transforms in Iceland
  publication-title: Jökull
  doi: 10.33799/jokull2008.58.035
– ident: e_1_2_7_58_1
– volume: 390
  start-page: 193
  issue: 1
  year: 2004
  ident: e_1_2_7_65_1
  article-title: Estimation of the spatial distribution of ground motion parameters for two recent earthquakes in Japan
  publication-title: Tectonophysics
  doi: 10.1016/j.tecto.2004.03.031
– ident: e_1_2_7_66_1
– ident: e_1_2_7_31_1
  doi: 10.1016/0040-1951(91)90501-I
– ident: e_1_2_7_34_1
  doi: 10.1002/eqe.1137
– ident: e_1_2_7_71_1
  doi: 10.1016/j.tecto.2006.09.019
– ident: e_1_2_7_10_1
  doi: 10.1016/S0267-7261(02)00035-0
– ident: e_1_2_7_16_1
  doi: 10.1785/gssrl.68.1.128
– ident: e_1_2_7_64_1
– ident: e_1_2_7_17_1
  doi: 10.1193/070113EQS184M
– ident: e_1_2_7_50_1
  doi: 10.1002/eqe.4290130502
– volume: 107
  start-page: 1754
  issue: 4
  year: 2017
  ident: e_1_2_7_8_1
  article-title: Uncertainty, variability, and earthquake physics in ground‐motion prediction equations
  publication-title: Bulletin of the Seismological Society of America
– ident: e_1_2_7_27_1
  doi: 10.1029/94GL02118
– ident: e_1_2_7_7_1
  doi: 10.1785/0120050137
– ident: e_1_2_7_9_1
– volume-title: Bayesian data analysis
  year: 2014
  ident: e_1_2_7_35_1
– volume: 11
  start-page: 1617
  issue: 5
  year: 2013
  ident: e_1_2_7_22_1
  article-title: Single‐station standard deviation analysis of 2010–2012 strong‐motion data from the Canterbury region, New Zealand
  publication-title: Bulletin of Earthquake Engineering
  doi: 10.1007/s10518-013-9454-3
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Snippet Knowledge of the characteristics of earthquake ground motion is fundamental for earthquake hazard assessments. Over small distances, relative to the...
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SubjectTerms Bayesian hierarchical model
ground motion variabilities
peak ground acceleration
posterior density function
strong‐motion array
Title Bayesian hierarchical model for variations in earthquake peak ground acceleration within small‐aperture arrays
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fenv.2497
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