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Robust consensus ordinal priority approach for improvisational emergency supplier selection under expert consensus

Hezheng Mao1, Renlong Wang2

  • 1School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore.

Scientific Reports
|January 26, 2026
PubMed
Summary

Emergencies require fast supplier selection. A new Robust Consensus Ordinal Priority Approach (OPA-RC) offers a transparent, efficient method for selecting emergency suppliers, even with uncertain expert opinions.

Keywords:
Expert consensusImprovisational emergency supplier selectionMulti-attribute decision-makingRobust Consensus Ordinal Priority Approach (OPA-RC)Robust optimization

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Area of Science:

  • Operations Research
  • Decision Science
  • Supply Chain Management

Background:

  • Improvisational emergency supplier selection (IESS) is a complex multi-attribute decision-making (MADM) problem due to inherent uncertainty and urgency.
  • Existing IESS methods struggle with subjective expert weights, uncertain opinions, and high computational costs, limiting real-world application.

Purpose of the Study:

  • To introduce a novel Robust Consensus Ordinal Priority Approach (OPA-RC) for IESS.
  • To overcome limitations of existing methods by providing objective weight derivation and robust optimization.

Main Methods:

  • OPA-RC objectively derives expert importance scores using pairwise ranking concordance.
  • A robust optimization framework incorporates these scores via a budget-based ambiguity set to handle score ambiguity.
  • The model is reformulated as a computationally efficient linear program with a closed-form solution.

Main Results:

  • OPA-RC demonstrates effectiveness through scenario-based experiments, including result, sensitivity, and comparison analyses.
  • The approach objectively derives expert importance, mitigating subjectivity.
  • The method provides a computationally efficient and robust decision-support tool.

Conclusions:

  • OPA-RC offers a transparent, robust, and computationally efficient solution for IESS.
  • The approach enables reliable and resilient supplier selection in critical disaster scenarios.
  • This method enhances decision-making under uncertainty in emergency logistics.