Integrated management of safety and security barriers in chemical plants to cope with emerging cyber-physical attack risks under uncertainties

Shuaiqi Yuan*, Genserik Reniers, Ming Yang

*Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

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Abstract

Chemical facilities face threats from accidental and intentional events, including the rising concern of cyber-physical (C2P) attacks in the digitized industrial control system era. Addressing major accident risks from safety hazards and C2P attacks requires an immediate unified framework for safety and security barrier management. This study presents a systematic risk-based approach to integrate conventional safety risks with emerging C2P attack risks. Adverse scenarios are identified, integrated into an attack-tree-bow-tie diagram, and modelled using a Bayesian network (BN). A vulnerability assessment model is developed to quantify industrial control system vulnerability to C2P attacks, considering uncertainties in attackers' knowledge levels. Monte Carlo simulations are used to handle uncertainty propagation in risk assessment, allowing the use of probability distributions for BN root nodes. Sensitivity analysis identifies critical factors/events, guiding the proposal of candidate strategies for barrier improvements. Combining cost-effectiveness analysis with a risk matrix yields the optimal strategy for safety and security barrier enhancements based on risk estimations. A hypothetical case study demonstrates the proposed approach's effectiveness in integrated safety and security barrier management, considering security vulnerability patching and safety barrier maintenance scheduling from a cost-effective perspective.
Original languageEnglish
Article number110320
Number of pages22
JournalReliability Engineering and System Safety
Volume250
DOIs
Publication statusPublished - 2024

Keywords

  • Bayesian networks
  • Cost-effectiveness analysis
  • Cyber-physical attacks
  • Quantitative risk assessment
  • Safety and security risks
  • Safety barrier management

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