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An integrated decision model with reliability to support transport safety system analysis

Author

Listed:
  • Li, Yaxin
  • Ding, Yuxin
  • Guo, Yuliang
  • Cui, Haizhou
  • Gao, Haiyi
  • Zhou, Ziyu
  • (Aaron) Zhang, Nanbo
  • Zhu, Siyao
  • Chen, Faan

Abstract

Multi-Criteria Decision-Making (MCDM) problems necessitate a methodology that is able to produce reliable and defendable decisions. This is especially the case when it comes to safety system analyses. This study constructs an integrated model, CRiteria Importance Through Intercriteria Correlation (CRITIC) – Multi-Objective Optimization on the basis of Ratio Analysis (MOORA) – Spectral Clustering (SC) (i.e., CRITIC–MOORA–SC), which seamlessly incorporates three stages of MCDM (weighting, aggregating, and grouping) with decomposing into one process, with the capacity to deal with decision difficulties while maintaining a high level of reliability. The model is designed to support the transport safety analyses of 10 member countries of the Association of Southeast Asian Nations (ASEAN), as well as Timor-Leste, including measuring road safety development, ranking and grouping safety performances, deconstructing safety performance indicators, decomposing overall achievement, quantifying safety changes over the past decade, and benchmarking approved practices. Enhanced comparisons of the results indicate the reliability and practicability of the proposed model, verifying its applicability for real-world decision activities. By doing so, this study provides policymakers and managers in the ASEAN region, as well as other parts of the world, with a support tool for creditable analyses in transport safety, strengthening their institutional capacity in decision-making activities.

Suggested Citation

  • Li, Yaxin & Ding, Yuxin & Guo, Yuliang & Cui, Haizhou & Gao, Haiyi & Zhou, Ziyu & (Aaron) Zhang, Nanbo & Zhu, Siyao & Chen, Faan, 2023. "An integrated decision model with reliability to support transport safety system analysis," Reliability Engineering and System Safety, Elsevier, vol. 239(C).
    • Handle: RePEc:eee:reensy:v:239:y:2023:i:c:s0951832023004544
    DOI: 10.1016/j.ress.2023.109540
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    as
    1. Edwards, Ward & Barron, F. Hutton, 1994. "SMARTS and SMARTER: Improved Simple Methods for Multiattribute Utility Measurement," Organizational Behavior and Human Decision Processes, Elsevier, vol. 60(3), pages 306-325, December.
    2. Braga, Joaquim A.P. & Andrade, António R., 2021. "Multivariate statistical aggregation and dimensionality reduction techniques to improve monitoring and maintenance in railways: The wheelset component," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
    3. Chou, Shuo-Yan & Chang, Yao-Hui & Shen, Chun-Ying, 2008. "A fuzzy simple additive weighting system under group decision-making for facility location selection with objective/subjective attributes," European Journal of Operational Research, Elsevier, vol. 189(1), pages 132-145, August.
    4. Aarts, L.T. & Houwing, S., 2015. "Benchmarking road safety performance by grouping local territories: A study in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 74(C), pages 174-185.
    5. Daniel D. Lee & H. Sebastian Seung, 1999. "Learning the parts of objects by non-negative matrix factorization," Nature, Nature, vol. 401(6755), pages 788-791, October.
    6. Belmansour, Ahmed-Tidjani & Nourelfath, Mustapha, 2010. "An aggregation method for performance evaluation of a tandem homogenous production line with machines having multiple failure modes," Reliability Engineering and System Safety, Elsevier, vol. 95(11), pages 1193-1201.
    7. Louis Guttman, 1952. "Multiple group methods for common-factor analysis: Their basis, computation, and interpretation," Psychometrika, Springer;The Psychometric Society, vol. 17(2), pages 209-222, June.
    8. Doyle, John R. & Green, Rodney H. & Bottomley, Paul A., 1997. "Judging Relative Importance: Direct Rating and Point Allocation Are Not Equivalent," Organizational Behavior and Human Decision Processes, Elsevier, vol. 70(1), pages 65-72, April.
    9. Dhalmahapatra, Krantiraditya & Garg, Ashish & Singh, Kritika & Xavier, Nirmal Francis & Maiti, J., 2022. "An integrated RFUCOM – RTOPSIS approach for failure modes and effects analysis: A case of manufacturing industry," Reliability Engineering and System Safety, Elsevier, vol. 221(C).
    10. Bottomley, Paul A. & Doyle, John R., 2001. "A comparison of three weight elicitation methods: good, better, and best," Omega, Elsevier, vol. 29(6), pages 553-560, December.
    11. Rungskunroch, Panrawee & Jack, Anson & Kaewunruen, Sakdirat, 2021. "Benchmarking on railway safety performance using Bayesian inference, decision tree and petri-net techniques based on long-term accidental data sets," Reliability Engineering and System Safety, Elsevier, vol. 213(C).
    12. Chen, Faan & Zhu, Yilin & Zu, Jiacheng & Lyu, Jingyang & Yang, Junfeng, 2022. "Appraising road safety attainment by CRITIC-ELECTRE-FCM: A policymaking support for Southeast Asia," Transport Policy, Elsevier, vol. 122(C), pages 104-118.
    13. Dragisa STANUJKIC & Edmundas Kazimieras ZAVADSKAS & Darjan KARABASEVIC & Florentin SMARANDACHE & Zenonas TURSKIS, 2017. "The Use Of The Pivot Pairwise Relative Criteria Importance Assessment Method For Determining The Weights Of Criteria," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 116-133, December.
    14. Ramos-Salgado, Cristóbal & Muñuzuri, Jesús & Aparicio-Ruiz, Pablo & Onieva, Luis, 2021. "A decision support system to design water supply and sewer pipes replacement intervention programs," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
    15. Eggstaff, Justin W. & Mazzuchi, Thomas A. & Sarkani, Shahram, 2014. "The effect of the number of seed variables on the performance of Cooke′s classical model," Reliability Engineering and System Safety, Elsevier, vol. 121(C), pages 72-82.
    16. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    17. Willem K. Brauers, 2004. "Multi‐objective optimization for facilities management," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 5(4), pages 173-182, November.
    18. Ganji, Seyedreza Seyedalizadeh & Rassafi, Amir Abbas & Bandari, Samaneh Jamshidi, 2020. "Application of evidential reasoning approach and OWA operator weights in road safety evaluation considering the best and worst practice frontiers," Socio-Economic Planning Sciences, Elsevier, vol. 69(C).
    19. Carpitella, Silvia & Certa, Antonella & Izquierdo, Joaquín & La Fata, Concetta Manuela, 2018. "A combined multi-criteria approach to support FMECA analyses: A real-world case," Reliability Engineering and System Safety, Elsevier, vol. 169(C), pages 394-402.
    20. Hermans, Elke & Van den Bossche, Filip & Wets, Geert, 2009. "Uncertainty assessment of the road safety index," Reliability Engineering and System Safety, Elsevier, vol. 94(7), pages 1220-1228.
    21. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    22. Norman Dalkey & Olaf Helmer, 1963. "An Experimental Application of the DELPHI Method to the Use of Experts," Management Science, INFORMS, vol. 9(3), pages 458-467, April.
    23. Ahmed, Umair & Carpitella, Silvia & Certa, Antonella, 2021. "An integrated methodological approach for optimising complex systems subjected to predictive maintenance," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
    24. Michael Sheret, 1984. "The coefficient of variation: Weighting considerations," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 15(3), pages 289-295, October.
    25. Huang, Jia & Li, Zhaojun(Steven) & Liu, Hu-Chen, 2017. "New approach for failure mode and effect analysis using linguistic distribution assessments and TODIM method," Reliability Engineering and System Safety, Elsevier, vol. 167(C), pages 302-309.
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