Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland

trong earthquakes occurring frequently in south Iceland are always characterized by intense aftershock activity. The aftershock sequences cause progressive damages to structures and considerable psychological strain on inhabitants as the threat of upcoming large earthquakes looms. In this study, we...

Full description

Bibliographic Details
Published in:Tectonophysics
Main Authors: Darzi, Atefe, Halldorsson, Benedikt, Hrafnkelsson, Birgir, Vogfjorð, Kristín
Format: Article in Journal/Newspaper
Language:English
Published: Zenodo 2022
Subjects:
Online Access:https://doi.org/10.1016/j.tecto.2022.229522
id ftzenodo:oai:zenodo.org:7028519
record_format openpolar
spelling ftzenodo:oai:zenodo.org:7028519 2024-09-09T19:46:48+00:00 Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland Darzi, Atefe Halldorsson, Benedikt Hrafnkelsson, Birgir Vogfjorð, Kristín 2022-08-20 https://doi.org/10.1016/j.tecto.2022.229522 eng eng Zenodo https://zenodo.org/communities/turnkey-h2020-project https://doi.org/10.1016/j.tecto.2022.229522 oai:zenodo.org:7028519 info:eu-repo/semantics/restrictedAccess Tectonophysics, 839(229522), (2022-08-20) Operational earthquake forecasting Spatiotemporal ETAS Aftershock sequence Bayesian estimation info:eu-repo/semantics/article 2022 ftzenodo https://doi.org/10.1016/j.tecto.2022.229522 2024-07-25T09:35:56Z trong earthquakes occurring frequently in south Iceland are always characterized by intense aftershock activity. The aftershock sequences cause progressive damages to structures and considerable psychological strain on inhabitants as the threat of upcoming large earthquakes looms. In this study, we apply a Bayesian epidemiological spatiotemporal aftershock sequence (ETAS) clustering model to forecast the aftershock sequence that commenced with the damaging 29 May 2008 M w 6.3 Ölfus earthquake. The forecast is carried out manually but in a framework of a provisional operational earthquake forecasting (OEF) system and based on an informative set of ETAS parameters derived from the strong June 2000 sequence in the region. We show that the short-term forecasts are unreliable at the early stages of the ongoing seismic sequence due to incomplete aftershocks collected to feed the Bayesian updating procedure of the ETAS model parameters, mainly during the first hours after the Ölfus mainshock. In contrast, issuing 24-h long forecasts, starting 6–8h after the mainshock gives the best forecasting results. We allow the daily forecasts to adapt to the ongoing 2008 sequence using the adaptive prior estimation method, i.e., by assigning an informative prior distribution to ETAS parameters for the subsequent forecasting interval based on the preceding ETAS parameter posterior distributions. The parametric posteriors do not show narrow distributions, thus indicating inconsistent forecasting performance, both in stark contrast to the June 2000 sequence. Regardless, our results provide a quantitative estimate of the reliability of the forecasts which is a prerequisite for evaluating their usefulness to civil protection. Article in Journal/Newspaper Iceland Zenodo Tectonophysics 839 229522
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language English
topic Operational earthquake forecasting
Spatiotemporal ETAS
Aftershock sequence
Bayesian estimation
spellingShingle Operational earthquake forecasting
Spatiotemporal ETAS
Aftershock sequence
Bayesian estimation
Darzi, Atefe
Halldorsson, Benedikt
Hrafnkelsson, Birgir
Vogfjorð, Kristín
Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
topic_facet Operational earthquake forecasting
Spatiotemporal ETAS
Aftershock sequence
Bayesian estimation
description trong earthquakes occurring frequently in south Iceland are always characterized by intense aftershock activity. The aftershock sequences cause progressive damages to structures and considerable psychological strain on inhabitants as the threat of upcoming large earthquakes looms. In this study, we apply a Bayesian epidemiological spatiotemporal aftershock sequence (ETAS) clustering model to forecast the aftershock sequence that commenced with the damaging 29 May 2008 M w 6.3 Ölfus earthquake. The forecast is carried out manually but in a framework of a provisional operational earthquake forecasting (OEF) system and based on an informative set of ETAS parameters derived from the strong June 2000 sequence in the region. We show that the short-term forecasts are unreliable at the early stages of the ongoing seismic sequence due to incomplete aftershocks collected to feed the Bayesian updating procedure of the ETAS model parameters, mainly during the first hours after the Ölfus mainshock. In contrast, issuing 24-h long forecasts, starting 6–8h after the mainshock gives the best forecasting results. We allow the daily forecasts to adapt to the ongoing 2008 sequence using the adaptive prior estimation method, i.e., by assigning an informative prior distribution to ETAS parameters for the subsequent forecasting interval based on the preceding ETAS parameter posterior distributions. The parametric posteriors do not show narrow distributions, thus indicating inconsistent forecasting performance, both in stark contrast to the June 2000 sequence. Regardless, our results provide a quantitative estimate of the reliability of the forecasts which is a prerequisite for evaluating their usefulness to civil protection.
format Article in Journal/Newspaper
author Darzi, Atefe
Halldorsson, Benedikt
Hrafnkelsson, Birgir
Vogfjorð, Kristín
author_facet Darzi, Atefe
Halldorsson, Benedikt
Hrafnkelsson, Birgir
Vogfjorð, Kristín
author_sort Darzi, Atefe
title Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
title_short Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
title_full Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
title_fullStr Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
title_full_unstemmed Short-term Bayesian ETAS spatiotemporal forecasting of the Ölfus 2008 earthquake sequence in Iceland
title_sort short-term bayesian etas spatiotemporal forecasting of the ölfus 2008 earthquake sequence in iceland
publisher Zenodo
publishDate 2022
url https://doi.org/10.1016/j.tecto.2022.229522
genre Iceland
genre_facet Iceland
op_source Tectonophysics, 839(229522), (2022-08-20)
op_relation https://zenodo.org/communities/turnkey-h2020-project
https://doi.org/10.1016/j.tecto.2022.229522
oai:zenodo.org:7028519
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1016/j.tecto.2022.229522
container_title Tectonophysics
container_volume 839
container_start_page 229522
_version_ 1809916312749604864