Scalable risk assessment of large infrastructure systems with spatially correlated components

被引:1
|
作者
Zeng, Diqi [1 ]
Zhang, Hao [1 ]
Dai, Hongzhe [2 ]
Beer, Michael [3 ,4 ,5 ]
机构
[1] Univ Sydney, Sch Civil Engn, Sydney, NSW 2006, Australia
[2] Harbin Inst Technol, Sch Civil Engn, Harbin 150090, Peoples R China
[3] Leibniz Univ Hannover, Inst Risk & Reliabil, D-30167 Hannover, Germany
[4] Univ Liverpool, Inst Risk & Uncertainty, Liverpool L69 3BX, England
[5] Tongji Univ, Int Joint Res Ctr Engn Reliabil & Stochast Mech, Shanghai 200092, Peoples R China
关键词
Probabilistic risk assessment; Community resilience; Random field; Structural reliability; SEISMIC LOSS; COMMUNITY; UNCERTAINTY; US;
D O I
10.1016/j.strusafe.2022.102311
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Risk assessment of spatially distributed infrastructure systems under natural hazards shall treat the perfor-mance of individual components as stochastically correlated due to the common engineering practice in the community including similarities in building design code, regulatory practices, construction materials, construction technologies, and the practices of local contractors. Modelling the spatially correlated damages of an infrastructure system with many components can be computationally expensive. This study addresses the scalability issue of risk analysis of large-scale systems by developing an interpolation technique. The basic idea is to sample a portion of components in the systems and evaluate their correlated damages accurately, while the damages of remaining components are interpolated from the sampled components. The new method can handle not only linear systems, but also systems with complex connectivity such as utility networks. Two examples are presented to demonstrate the proposed method, including cyclone loss assessment of the building portfolios in a virtual community, and connectivity analysis of an electric power system under a scenario cyclone event.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] A flood risk assessment framework for interdependent infrastructure systems in coastal environments
    Najafi, Mohammad Reza
    Zhang, Ying
    Martyn, Nick
    SUSTAINABLE CITIES AND SOCIETY, 2021, 64
  • [32] The Lightweight Distributed Metric Service: A Scalable Infrastructure for Continuous Monitoring of Large Scale Computing Systems and Applications
    Agelastos, Anthony
    Allan, Benjamin
    Brandt, Jim
    Cassella, Paul
    Enos, Jeremy
    Fullop, Joshi
    Gentile, Ann
    Monk, Steve
    Naksinehaboon, Nichamon
    Ogden, Jeff
    Rajan, Mahesh
    Showerman, Michael
    Stevenson, Joel
    Taerat, Narate
    Tucker, Tom
    SC14: INTERNATIONAL CONFERENCE FOR HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS, 2014, : 154 - 165
  • [33] An ANP Model for Risk Assessment in Large-Scale Transport Infrastructure Projects
    Yucelgazi, Fikri
    Yitmen, Ibrahim
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2019, 44 (05) : 4257 - 4275
  • [34] An ANP Model for Risk Assessment in Large-Scale Transport Infrastructure Projects
    Fikri Yucelgazi
    İbrahim Yitmen
    Arabian Journal for Science and Engineering, 2019, 44 : 4257 - 4275
  • [35] BLUP in the panel regression model with spatially and serially correlated error components
    Seuck Heun Song
    Byoung Cheol Jung
    Statistical Papers, 2002, 43 : 551 - 566
  • [36] BLUP in the panel regression model with spatially and serially correlated error components
    Song, SH
    Jung, BC
    STATISTICAL PAPERS, 2002, 43 (04) : 551 - 566
  • [37] Risk Assessment of Large-Scale Infrastructure Projects-Assumptions and Context
    Korytarova, Jana
    Hromadka, Vit
    APPLIED SCIENCES-BASEL, 2021, 11 (01): : 1 - 12
  • [38] Location Verification Systems Under Spatially Correlated Shadowing
    Yan, Shihao
    Nevat, Ido
    Peters, Gareth W.
    Malaney, Robert
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2016, 15 (06) : 4132 - 4144
  • [39] Adaptive subspace modulation in spatially correlated MIMO systems
    Gritsch, G
    Weinrichter, H
    13TH IEEE INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOL 1-5, PROCEEDINGS: SAILING THE WAVES OF THE WIRELESS OCEANS, 2002, : 1772 - 1776
  • [40] On the analysis of TL glow curves in spatially correlated systems
    Mandowski, A
    RADIATION PROTECTION DOSIMETRY, 1999, 84 (1-4) : 21 - 24