• DocumentCode
    704359
  • Title

    Sensitivity analysis of bid evaluation plans for defence acquisition problems

  • Author

    Ghanmi, Ahmed

  • Author_Institution
    Centre for Operational Res. & Anal., Defence R&D Canada, Ottawa, ON, Canada
  • fYear
    2015
  • fDate
    3-5 March 2015
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    This paper presents a simulation-based method for performing high dimensional sensitivity analysis in multi-criteria decision making problems. The method integrates multi-criteria decision analysis, Monte Carlo simulation, and optimization techniques to assess the sensitivity of criteria weights and performance values of alternatives. It determines a ranking probability matrix by simulating stochastic input parameters and calculates the most probable rankings of alternatives using an assignment algorithm. The method was developed to assess the robustness of bid evaluation plans for defence acquisition problems. It would allow decision makers to better understand the impact of uncertainty in criteria weights on bid performance and to further refine bid evaluation plans. An illustrative example using a military aircraft acquisition scenario was presented and discussed.
  • Keywords
    Monte Carlo methods; decision making; matrix algebra; military aircraft; optimisation; probability; sensitivity analysis; simulation; Monte Carlo simulation; assignment algorithm; bid evaluation plans; criteria weights; defence acquisition problems; high dimensional sensitivity analysis; military aircraft acquisition scenario; multicriteria decision analysis; multicriteria decision making problem; optimization techniques; ranking probability matrix; simulation-based method; stochastic input parameter simulation; Algorithm design and analysis; Monte Carlo methods; Probability distribution; Robustness; Sensitivity analysis; Stochastic processes; Uncertainty; bid evaluation; criteria weights; sensitivity analysis; simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Operations Management (IEOM), 2015 International Conference on
  • Conference_Location
    Dubai
  • Print_ISBN
    978-1-4799-6064-4
  • Type

    conf

  • DOI
    10.1109/IEOM.2015.7093697
  • Filename
    7093697