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Article: An Integrated Hierarchical Interpolation Framework for Generating Regional Structural Seismic Responses

TitleAn Integrated Hierarchical Interpolation Framework for Generating Regional Structural Seismic Responses
Authors
Ji, Xin LinZhu, LiWei, YingLi, Jia HuanSu, Ray Kai Leung
Keywordsdeconvolution seismic interferometry
Gaussian process regression
hierarchical interpolation
machine learning
Structural seismic response
Issue Date1-Jan-2025
PublisherTaylor and Francis Group
Citation
Journal of Earthquake Engineering, 2025, v. 29, n. 2, p. 421-444 How to Cite?
DOI: http://dx.doi.org/10.1080/13632469.2024.2427691
Abstract

This study has designed a framework for calculating structural seismic responses inside a non-instrumented building, based on dual-level hierarchical interpolation. The propagation of earthquake waves from an observation station to a target building is divided into two steps: propagation underground and inside the building. Gaussian process regression (GPR) and deconvolution seismic interferometry (DSI) are adopted, respectively, within these two steps to interpolate seismic responses in succession. The proposed framework is verified through a numerical study and a case study. Results in both cases reveal the performance of this framework to be satisfactory.


Persistent Identifierhttp://hdl.handle.net/10722/355142
ISSN
1363-2469
2023 Impact Factor: 2.5
2023 SCImago Journal Rankings: 0.781

 

DC FieldValueLanguage
dc.contributor.authorJi, Xin Lin-
dc.contributor.authorZhu, Li-
dc.contributor.authorWei, Ying-
dc.contributor.authorLi, Jia Huan-
dc.contributor.authorSu, Ray Kai Leung-
dc.date.accessioned2025-03-28T00:35:25Z-
dc.date.available2025-03-28T00:35:25Z-
dc.date.issued2025-01-01-
dc.identifier.citationJournal of Earthquake Engineering, 2025, v. 29, n. 2, p. 421-444-
dc.identifier.issn1363-2469-
dc.identifier.urihttp://hdl.handle.net/10722/355142-
dc.description.abstract<p>This study has designed a framework for calculating structural seismic responses inside a non-instrumented building, based on dual-level hierarchical interpolation. The propagation of earthquake waves from an observation station to a target building is divided into two steps: propagation underground and inside the building. Gaussian process regression (GPR) and deconvolution seismic interferometry (DSI) are adopted, respectively, within these two steps to interpolate seismic responses in succession. The proposed framework is verified through a numerical study and a case study. Results in both cases reveal the performance of this framework to be satisfactory.</p>-
dc.languageeng-
dc.publisherTaylor and Francis Group-
dc.relation.ispartofJournal of Earthquake Engineering-
dc.rightsThis work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.-
dc.subjectdeconvolution seismic interferometry-
dc.subjectGaussian process regression-
dc.subjecthierarchical interpolation-
dc.subjectmachine learning-
dc.subjectStructural seismic response-
dc.titleAn Integrated Hierarchical Interpolation Framework for Generating Regional Structural Seismic Responses-
dc.typeArticle-
dc.identifier.doi10.1080/13632469.2024.2427691-
dc.identifier.scopuseid_2-s2.0-85209664683-
dc.identifier.volume29-
dc.identifier.issue2-
dc.identifier.spage421-
dc.identifier.epage444-
dc.identifier.eissn1559-808X-
dc.identifier.issnl1363-2469-

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