Risk Evaluation for Bridge Engineering Based on Cloud-Clustering Group Decision Method
Publication: Journal of Performance of Constructed Facilities
Volume 33, Issue 1
Abstract
A combined analytic hierarchy process (AHP) method, Delphi method, and cloud model, i.e., a cloud clustering–based group decision method, is proposed. The risk probability and risk loss of the main risk factors are scored by experts. A backward cloud generator is used to calculate the digital characteristics of the sample from the experts’ scoring. A forward cloud generator is used to generate the cloud droplets according to the scoring samples from the experts. An iteration method is approved to quantify the coherence. Introduction of the expert authority, group decision risk probability, and risk loss can be obtained based on the cloud model. Similarly, the group decision weight of risk resources can also be obtained by the cloud-clustering group decision method. According to the risk resource weight, risk probability, and risk loss, risk level can be determined based on the risk judgment matrix. The study results show that the risk level of the example cable-stayed bridge is Level II, which is very similar to the computation achieved by a method derived from the current safety risk assessment guide in China. However, cloud clustering can ensure higher coherence for the samples. Consequently, the risk evaluation result will be more stable. The real bridge example and comparison analysis show that the cloud-clustering group decision method is reasonable and can objectively estimate the bridge risk.
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Acknowledgments
The author would like to acknowledge the support from the Natural Science Foundation of China (Project No. 51608119).
References
Chang, V., R. J. Walters, and G. B. Wills. 2016. “Organisational sustainability modelling—An emerging service and analytics model for evaluating cloud computing adoption with two case studies.” Int. J. Inf. Manage. 36 (1): 167–179. https://doi.org/10.1016/j.ijinfomgt.2015.09.001.
Deng, W., J. Zhou, Q. Zou, Y. Zhang, and W. Hua. 2013. “Improved flood disaster assessment method based on cloud model and fuzzy certainty degree.” Inf. Technol. J. 12 (10): 2064–2068. https://doi.org/10.3923/itj.2013.2064.2068.
Gao, H., X. Zhang, Y. Liu, and D. Li. 2016. “Cloud model approach for lateral control of intelligent vehicle systems.” Fundam. Inform. 2016: 1–12. https://doi.org/10.1155/2016/6842891.
Ji, B., and Z. Fu. 2010. “Analysis of Chinese bridge collapse accident causes in recent years.” [In Chinese.] Supplement, China Civ. Eng. J. 43 (S1): 495–498.
Morsy, M. M., J. L. Goodall, G. L. O’Neil, J. M. Sadler, D. Voce, G. Hassan, and C. Huxley. 2018. “A cloud-based flood warning system for forecasting impacts to transportation infrastructure systems.” Environ. Modell. Software 107: 231–244. https://doi.org/10.1016/j.envsoft.2018.05.007.
MOT (Ministry of Transport of the People’s Republic of China). 2010a. Notice of risk assessment institution in preliminary design for highway bridge and tunnel. [In Chinese.] Rep. Beijing: MOT.
MOT (Ministry of Transport of the People’s Republic of China). 2010b. Safety risk assessment guide for highway bridge and tunnel engineering designs (trial version). [In Chinese.] Beijing: MOT.
MOT (Ministry of Transport of the People’s Republic of China). 2011. Notice of risk assessment trial work in construction stage for highway bridge and tunnel. [In Chinese.] Rep. Beijing: MOT.
Peng, B., J. Zhou, and D. Peng. 2017. “Cloud model based approach to group decision making with uncertain pure linguistic information.” J. Intell. Fuzzy Syst. 32 (3): 1959–1968. https://doi.org/10.3233/JIFS-161473.
Peng, K., F. N. Catbas, and Z. Wan. 2013. “Combined method of safety risk assessment for bridge engineering design.” [In Chinese.] J. East China Jiaotong Univ. 30 (4): 7–13.
Peng, K., F. N. Catbas, and Q. Wang. 2014. “Safety risk assessment of Jiangshun Suspension Bridge in design stage.” IES J. Part A: Civ. Struct. Eng. 7 (1): 11–19. https://doi.org/10.1080/19373260.2013.840096.
Peng, K., and P. Huang. 2009. “FNM method for estimating reliability of existing bridges.” J. Southeast Univ. 25 (12): 247–251.
Sun, H., X. Cheng, L. Ni, and M. Zhu. 2015. “Capacity evaluation of flood disaster prevention and reduction in Chaohu Basin based on cloud model and entropy weight method.” [In Chinese.] J. Catastrophol. 30 (1): 222–227.
Wang, D., D. Liu, H. Ding, V. P. Singh, Y. Wang, X. Zeng, J. Wu, and L. Wang. 2016. “A cloud model-based approach for water quality assessment.” Environ. Res. 148: 24–35. https://doi.org/10.1016/j.envres.2016.03.005.
Wang, G., C. Xu, and D. Li. 2014. “Generic normal cloud model.” Inf. Sci. 280: 1–15. https://doi.org/10.1016/j.ins.2014.04.051.
Wilkinson, M. E., et al. 2015. “A cloud based tool for knowledge exchange on local scale flood risk.” J. Environ. Manage. 161: 38–50. https://doi.org/10.1016/j.jenvman.2015.06.009.
Wu, A., G. Zeng, and X. Tu. 2014. “Study on set pair cloud multi-attribute group decision method.” [In Chinese.] Comput. Sci. 41 (12): 231–233.
Wu, X., Y. Qin, M. Shen, L. Zhang, and W. Zhang. 2017. “Research on health and safety risk assessment of operational tunnels based on cloud reasoning.” [In Chinese.] China Saf. Sci. J. 27 (2): 133–138.
Xu, C., G. Wang, and Q. Zhang. 2014. “A new multi-step backward cloud transformation algorithm based on normal cloud model.” Fundam. Inform. 133 (1): 55–85. https://doi.org/10.3233/FI-2014-1062.
Yan, F., K. Xu, Z. Cui, and X. Yao. 2017. “An improved layer of protection analysis based on a cloud model: Methodology and case study.” J. Loss Prev. Process Ind. 48: 41–47. https://doi.org/10.1016/j.jlp.2017.04.006.
Yi, R., R. Zhou, and X. Huang. 2015. “Reason and risk of bridge collapse in recent 15 years.” [In Chinese.] Transp. Sci. Technol. 272 (5): 61–64.
Zhou, K., Y. Lin, H. Deng, J. Li, and C. Liu. 2016. “Prediction of rock burst classification using cloud model with entropy weight.” Trans. Nonferrous Met. Soc. China 26 (7): 1995–2002. https://doi.org/10.1016/S1003-6326(16)64313-3.
Zou, P. X. W., P. Lun, D. Cipolla, and S. Mohamed. 2017. “Cloud-based safety information and communication system in infrastructure construction.” Saf. Sci. 98: 50–69. https://doi.org/10.1016/j.ssci.2017.05.006.
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©2018 American Society of Civil Engineers.
History
Received: Mar 23, 2018
Accepted: Aug 8, 2018
Published online: Dec 8, 2018
Published in print: Feb 1, 2019
Discussion open until: May 8, 2019
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