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Integrating Cluster Analysis into Multi-Criteria Decision Making for Maintenance Management of Aging Culverts

Author

Listed:
  • Francesca Marsili

    (Section of Infrastructure Management, Federal Waterways Engineering and Research Institute, 76152 Karlsruhe, Germany)

  • Jörg Bödefeld

    (Section of Infrastructure Management, Federal Waterways Engineering and Research Institute, 76152 Karlsruhe, Germany)

Abstract

Negligence in relation to aging infrastructure systems could have unintended consequences and is therefore associated with a risk. The assessment of the risk of neglecting maintenance provides valuable information for decision making in maintenance management. However, infrastructure systems are interdependent and interconnected systems of systems characterized by hierarchical levels and a multiplicity of failure scenarios. Assessment methodologies are needed that can capture the multidimensional aspect of risk and simplify the risk assessment, while also improving the understanding and interpretation of the results. This paper proposes to integrate the multi-criteria decision analysis with data mining techniques to perform the risk assessment of aging infrastructures. The analysis is characterized by two phases. First, an intra failure scenario risk assessment is performed. Then, the results are aggregated to carry out an inter failure scenario risk assessment. A cluster analysis based on the k-medoids algorithm is applied to reduce the number of alternatives and identify those which dominate the decision problem. The proposed approach is applied to a system of aging culverts of the German waterways network. Results show that the procedure allows to simplify the analysis and improve communication with infrastructure stakeholders.

Suggested Citation

  • Francesca Marsili & Jörg Bödefeld, 2021. "Integrating Cluster Analysis into Multi-Criteria Decision Making for Maintenance Management of Aging Culverts," Mathematics, MDPI, vol. 9(20), pages 1-18, October.
    • Handle: RePEc:gam:jmathe:v:9:y:2021:i:20:p:2549-:d:653999
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    References listed on IDEAS

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    1. Doumpos, Michael & Zopounidis, Constantin, 2011. "Preference disaggregation and statistical learning for multicriteria decision support: A review," European Journal of Operational Research, Elsevier, vol. 209(3), pages 203-214, March.
    2. 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.
    3. Margaret H. Kurth & Sabrina Larkin & Jeffrey M. Keisler & Igor Linkov, 2017. "Trends and applications of multi-criteria decision analysis: use in government agencies," Environment Systems and Decisions, Springer, vol. 37(2), pages 134-143, June.
    4. Chemweno, Peter & Pintelon, Liliane & Van Horenbeek, Adriaan & Muchiri, Peter, 2015. "Development of a risk assessment selection methodology for asset maintenance decision making: An analytic network process (ANP) approach," International Journal of Production Economics, Elsevier, vol. 170(PB), pages 663-676.
    5. Stan Kaplan & Yacov Y. Haimes & B. John Garrick, 2001. "Fitting Hierarchical Holographic Modeling into the Theory of Scenario Structuring and a Resulting Refinement to the Quantitative Definition of Risk," Risk Analysis, John Wiley & Sons, vol. 21(5), pages 807-807, October.
    6. Aven, Terje, 2016. "Risk assessment and risk management: Review of recent advances on their foundation," European Journal of Operational Research, Elsevier, vol. 253(1), pages 1-13.
    7. Stanley Kaplan & B. John Garrick, 1981. "On The Quantitative Definition of Risk," Risk Analysis, John Wiley & Sons, vol. 1(1), pages 11-27, March.
    8. Yacov Y. Haimes, 2018. "Risk Modeling of Interdependent Complex Systems of Systems: Theory and Practice," Risk Analysis, John Wiley & Sons, vol. 38(1), pages 84-98, January.
    9. Terje Aven & Ortwin Renn, 2009. "On risk defined as an event where the outcome is uncertain," Journal of Risk Research, Taylor & Francis Journals, vol. 12(1), pages 1-11, January.
    10. Yacov Y. Haimes, 2009. "On the Complex Definition of Risk: A Systems‐Based Approach," Risk Analysis, John Wiley & Sons, vol. 29(12), pages 1647-1654, December.
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