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Toward confident regional seismic risk assessment of spatially distributed structural portfolios via entropy-based intensity measure selection
- Source :
- Bulletin of Earthquake Engineering. 18:6283-6311
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- Intensity measure (IM) selection is a crucial step in regional seismic risk assessment (RSRA) of spatially distributed structural portfolios. In order to facilitate more confident regional seismic risk estimates, this study proposes an entropy-based IM selection methodology, offering the first systematic and quantitative regional-level IM selection approach. By conceptualizing the spatially distributed structural portfolio as an integrated multi-response structural system, the joint entropy of the system’s unconditional seismic demands is leveraged as an IM evaluation criterion. Owing to the adaptation of a newly developed advanced IM co-simulation method and multivariate surrogate demand modeling techniques, this entropy-based IM selection approach is able to holistically incorporate uncertainties rising from the spatial IM random field, structural parameters, and surrogate demand models, during the course of uncertainty propagation in RSRA. The efficacy of the proposed methodology is demonstrated along with practical heuristics for alleviating the computational burden, based on a hypothetical highway bridge portfolio. Different application cases in the context of RSRA are considered, including pre-event RSRA considering a single scenario-earthquake as well as a stochastic earthquake catalog, and post-event RSRA considering record updating. The results consistently highlight the significance of the proposed IM selection method in facilitating more confident regional seismic risk estimates. Moreover, this study also provides valuable insights into record updating in reducing the level of uncertainty of the spatial IM random field, and its implication on IM selection in post-event RSRA.
- Subjects :
- 021110 strategic, defence & security studies
Propagation of uncertainty
Random field
Computer science
Structural system
0211 other engineering and technologies
02 engineering and technology
Building and Construction
Geotechnical Engineering and Engineering Geology
computer.software_genre
Joint entropy
Geophysics
Entropy (information theory)
Portfolio
Data mining
Seismic risk
Heuristics
computer
Civil and Structural Engineering
Subjects
Details
- ISSN :
- 15731456 and 1570761X
- Volume :
- 18
- Database :
- OpenAIRE
- Journal :
- Bulletin of Earthquake Engineering
- Accession number :
- edsair.doi...........c158f76e92a0a6e13b251e8c785e1f24