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Convalescent plasma bank facility location-allocation problem for COVID-19.

Vijaya Kumar Manupati1, Tobias Schoenherr2, Stephan M Wagner3

  • 1Department of Mechanical Engineering, National Institute of Technology Warangal, Warangal, Telangana 506004, India.

Transportation Research. Part E, Logistics and Transportation Review
|November 2, 2021
PubMed
Summary

This study optimizes convalescent plasma bank locations and collection facility allocation to improve COVID-19 treatment supply chains. The model minimizes transportation time and costs while reducing plasma wastage.

Keywords:
COVID-19CPLEX optimizationConvalescent plasmaLocation-allocation problemMixed integer linear programmingNSGA-IINSGA-IIIPlasma supply chain

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Area of Science:

  • Operations Research
  • Healthcare Management
  • Supply Chain Optimization

Background:

  • Convalescent plasma is a key COVID-19 treatment, necessitating efficient supply chains.
  • Limited supply and rising cases highlight the need for optimized plasma bank networks.
  • Existing models may not fully address the stochastic nature and perishability of plasma.

Purpose of the Study:

  • To develop a novel model for the location-allocation of convalescent plasma bank facilities.
  • To optimize plasma collection facility placement for efficient network flow.
  • To minimize plasma wastage by integrating a deterioration rate into the supply chain model.

Main Methods:

  • Formulation of a robust mixed-integer linear programming (MILP) model.
  • Inclusion of two conflicting objectives: minimizing transportation time and total supply chain cost (including inventory).
  • Validation using Non-Dominated Sorting Genetic Algorithm-II (NSGA-II) and a modified NSGA-III, solved via CPLEX.

Main Results:

  • An optimized MILP model for plasma bank and collection facility location-allocation.
  • Demonstrated reduction in plasma transportation time and supply chain costs.
  • Quantified reduction in plasma wastage due to integrated inventory and deterioration considerations.

Conclusions:

  • The proposed model provides a robust framework for optimizing convalescent plasma supply chains.
  • The model offers valuable decision support for policymakers in managing plasma resources.
  • Effective supply chain management is crucial for ensuring timely access to critical treatments like convalescent plasma.