A Random-Field-Environment-Based Multidimensional Time-Dependent Resilience Modeling of Complex Systems

Mengmeng Zhu, Xueqing Huang, Hoang Pham

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

Over the past few decades, many research efforts have been dedicated to qualitatively and quantitatively evaluate resilience in different domains. As compared with research areas in social science and ecology, the concept of resilience in the engineering domain is relatively new. In the engineering domain, studies on resilience mostly focus on civil infrastructure. It is important to extend the concept of resilience to a broad range of engineering applications. The field environments of complex engineering systems vary with different applications. Even with the same component/system applied in different field environments, the ability, time, and resources required by failure detection, diagnosis, and restoration can be different. Hence, it is critical to introduce a new dimension, random field environment (RFE), into the development of the mathematical model for quantifying resilience. This article first introduces a new definition of resilience and then proposes a general RFE-based multidimensional time-dependent resilience model connecting reliability, vulnerability, and recoverability. Besides, we present a specific RFE-based multidimensional time-dependent resilience model by considering the specified functions of the impact of the RFE on system performance and recovery. Furthermore, we extend the proposed resilience model by incorporating multiple failure paths of complex systems. Finally, we apply the proposed resilience model to vehicular edge computing networks to evaluate the vehicular network resilience with the disruptive events on the communication links.

Original languageEnglish (US)
Pages (from-to)1427-1437
Number of pages11
JournalIEEE Transactions on Computational Social Systems
Volume8
Issue number6
DOIs
StatePublished - Dec 1 2021

All Science Journal Classification (ASJC) codes

  • Modeling and Simulation
  • Social Sciences (miscellaneous)
  • Human-Computer Interaction

Keywords

  • Random field environment (RFE)
  • resilience
  • uncertainty
  • vehicular edge computing network (VECN)

Fingerprint

Dive into the research topics of 'A Random-Field-Environment-Based Multidimensional Time-Dependent Resilience Modeling of Complex Systems'. Together they form a unique fingerprint.

Cite this