A continuous-time Markovian framework for performance-based earthquake engineering: integrated seismic risk and resilience assessment

Autor/innen

Chiara Nardin
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, 8093 Zurich, Switzerland; Department of Civil, Environmental and Mechanical Engineering, University of Trento, 38132 Trento, Italy
https://orcid.org/0000-0001-5860-0314
Stefano Marelli
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, 8093 Zurich, Switzerland
https://orcid.org/0000-0002-9268-9014
Bruno Sudret
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, 8093 Zurich, Switzerland
https://orcid.org/0000-0002-9501-7395
Marco Broccardo
Department of Civil, Environmental and Mechanical Engineering, University of Trento, 38132 Trento, Italy
https://orcid.org/0000-0003-4058-260X

Über dieses Buch

Assessing the seismic reliability of structural systems increasingly requires models that jointly represent damage evolution and recovery. Yet, the traditional PEER PBEE formulation does not capture the temporal dynamics of post-event repair, and modern reliability analyses often rely on scarce or uncertain recovery data, motivating the need for tractable methods. We reformulate the PEER PBEE framework using a continuous time Markov Chain (CTMC) Monte Carlo approach, which naturally models probabilistic transitions among damage and recovery states under time-invariant seismic hazards. Transition rates incorporate metamodel-based state-dependent fragility functions, as well as recovery processes, yielding a unified representation of hazard effects and system evolution. Leveraging the analytical properties of CTMCs, we compute steady-state performance statistics, such as mean time to failure and time spent in degraded states, and define a resilience index adapted from the classical reliability index β. The approach is tested on a simple yet representative example, showing that the CTMC-enhanced PBEE framework captures the temporal progression from damage to recovery in a computationally efficient and data-flexible manner.

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Veröffentlicht

21.08.2026

Lizenz

Creative Commons License

Dieses Werk steht unter der Lizenz Creative Commons Namensnennung 4.0 International.

Zitationsvorschlag

A continuous-time Markovian framework for performance-based earthquake engineering: integrated seismic risk and resilience assessment. (2026). In REC 2026 - 11th International Workshop on Reliable Engineering Computing: Reliability Computations in a Data and Model-Driven World (pp. 495-506). TUDObooks. https://doi.org/10.17877/tudobooks-11.159