4.7 Article

Bayesian-network-based safety risk analysis in construction projects

Journal

RELIABILITY ENGINEERING & SYSTEM SAFETY
Volume 131, Issue -, Pages 29-39

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.ress.2014.06.006

Keywords

Construction safety; Fuzzy Bayesian networks (FBN); Tunnel leakage; Risk analysis; Case study

Funding

  1. National Science and Technology Support Plan [51378235]
  2. Wuhan City Construction Committee Support Project [201334, 201207]
  3. China Scholarship Council (CSC)

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This paper presents a systemic decision support approach for safety risk analysis under uncertainty in tunnel construction. Fuzzy Bayesian Networks (FBN) is used to investigate causal relationships between tunnel-induced damage and its influential variables based upon the risk/hazard mechanism analysis. Aiming to overcome limitations on the current probability estimation, an expert confidence indicator is proposed to ensure the reliability of the surveyed data for fuzzy probability assessment of basic risk factors. A detailed fuzzy-based inference procedure is developed, which has a capacity of implementing deductive reasoning, sensitivity analysis and abductive reasoning. The 3 sigma criterion is adopted to calculate the characteristic values of a triangular fuzzy number in the probability fuzzification process, and the a-weighted valuation method is adopted for defuzzification. The construction safety analysis progress is extended to the entire life cycle of risk-prone events, including the pre-accident, during-construction continuous and post-accident control. A typical hazard concerning the tunnel leakage in the construction of Wuhan Yangtze Metro Tunnel in China is presented as a case study, in order to verify the applicability of the proposed approach. The results demonstrate the feasibility of the proposed approach and its application potential. A comparison of advantages and disadvantages between FBN and fuzzy fault tree analysis (FFTA) as risk analysis tools is also conducted. The proposed approach can be used to provide guidelines for safety analysis and management in construction projects, and thus increase the likelihood of a successful project in a complex environment. (C) 2014 Elsevier Ltd. All rights reserved.

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