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A Decision Method for Construction Safety Risk Management Based on Ontology and Improved CBR: Example of a Subway Project

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  • Xiaoyan Jiang

    (School of Civil Engineering, Hefei University of Technology, Hefei 230009, China)

  • Sai Wang

    (School of Civil Engineering, Hefei University of Technology, Hefei 230009, China)

  • Jie Wang

    (School of Civil Engineering, Hefei University of Technology, Hefei 230009, China)

  • Sainan Lyu

    (School of Property, Construction and Project Management, RMIT University, Melbourne City Campus, Melbourne, VIC 3000, Australia)

  • Martin Skitmore

    (School of Civil Engineering and Built Environment, Queensland University of Technology, Brisbane, QLD 4001, Australia)

Abstract

Early decision-making and the prevention of construction safety risks are very important for the safety, quality, and cost of construction projects. In the field of construction safety risk management, in the face of a loose, chaotic, and huge information environments, how to design an efficient construction safety risk management decision support method has long been the focus of academic research. An effective approach to safety management is to structuralize safety risk knowledge, then identify and reuse it, and establish a scientific and systematic construction safety risk management decision system. Based on ontology and improved case-based reasoning (CBR) methods, this paper proposes a decision-making approach for construction safety risk management in which the reasoning process is improved by integrating a similarity algorithm and correlation algorithm. Compared to the traditional CBR approach in which only the similarity of information is considered, this method can avoid missing important correlated information by making inferences from multiple sources of information. Finally, the method is applied to the safety risks of subway construction for verification to show that the method is effective and easy to implement.

Suggested Citation

  • Xiaoyan Jiang & Sai Wang & Jie Wang & Sainan Lyu & Martin Skitmore, 2020. "A Decision Method for Construction Safety Risk Management Based on Ontology and Improved CBR: Example of a Subway Project," IJERPH, MDPI, vol. 17(11), pages 1-23, June.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:11:p:3928-:d:366081
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    References listed on IDEAS

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    1. Nader Naderpajouh & Abbas Afshar, 2008. "A case-based reasoning approach to application of value engineering methodology in the construction industry," Construction Management and Economics, Taylor & Francis Journals, vol. 26(4), pages 363-372.
    2. Thomas L. Saaty, 1987. "Risk—Its Priority and Probability: The Analytic Hierarchy Process," Risk Analysis, John Wiley & Sons, vol. 7(2), pages 159-172, June.
    3. Jieh-Haur Chen & Li-Ren Yang & W. H. Chen & C. K. Chang, 2008. "Case-based allocation of onsite supervisory manpower for construction projects," Construction Management and Economics, Taylor & Francis Journals, vol. 26(8), pages 805-814.
    4. Zhang, Limao & Wu, Xianguo & Skibniewski, Miroslaw J. & Zhong, Jingbing & Lu, Yujie, 2014. "Bayesian-network-based safety risk analysis in construction projects," Reliability Engineering and System Safety, Elsevier, vol. 131(C), pages 29-39.
    5. Seyed Mohammad Seyedhoseini & Siamak Noori & Mohammad Ali Hatefi, 2009. "An Integrated Methodology for Assessment and Selection of the Project Risk Response Actions," Risk Analysis, John Wiley & Sons, vol. 29(5), pages 752-763, May.
    6. Ping Liu & Qiming Li & Jing Bian & Liangliang Song & Xiaer Xiahou, 2018. "Using Interpretative Structural Modeling to Identify Critical Success Factors for Safety Management in Subway Construction: A China Study," IJERPH, MDPI, vol. 15(7), pages 1-18, June.
    7. Dongxiao Gu & Changyong Liang & Kyung-Sun Kim & Changhui Yang & Wenjuan Cheng & Jun Wang, 2015. "Which is More Reliable, Expert Experience or Information Itself? Weight Scheme of Complex Cases for Health Management Decision Making," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 14(03), pages 597-620.
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    Cited by:

    1. Antonio José Carpio-de los Pinos & María de las Nieves González-García & Ligia Cristina Pentelhão & J. Santos Baptista, 2021. "Zero-Risk Interpretation in the Level of Preventive Action Method Implementation for Health and Safety in Construction Sites," IJERPH, MDPI, vol. 18(7), pages 1-23, March.
    2. Antonio José Carpio de los Pinos & María de las Nieves González García & José Antonio Soriano & Benito Yáñez Araque, 2021. "Development of the Level of Preventive Action Method by Observation of the Characteristic Value for the Assessment of Occupational Risks on Construction Sites," IJERPH, MDPI, vol. 18(16), pages 1-27, August.
    3. Wei Tong Chen & Theresia Avila Bria, 2022. "A Review of Ontology-Based Safety Management in Construction," Sustainability, MDPI, vol. 15(1), pages 1-17, December.
    4. Jianhua Cheng & Xiaolong Yang & Hui Wang & Hujun Li & Xuan Lin & Yapeng Guo, 2022. "Evaluation of the Emergency Capability of Subway Shield Construction Based on Cloud Model," Sustainability, MDPI, vol. 14(20), pages 1-23, October.
    5. Feng Li & Pengchao Zhang & Xin Huang & Jiabin Sun & Qian Li, 2022. "Emergency Decision-Making for Middle Route of South-to-North Water Diversion Project Using Case-Based Reasoning and Prospect Theory," Sustainability, MDPI, vol. 14(21), pages 1-29, October.

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