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A flexible robust model for blood supply chain network design problem
Soheyl Khalilpourazari1,2, Hossein Hashemi Doulabi1,2
1Department of Mechanical, Industrial & Aerospace Engineering, Concordia University, Montreal, Canada.
Insights
This study presents a robust model for emergency blood supply chains, optimizing logistics during the COVID-19 pandemic. The model effectively handles uncertainties, reducing costs and delivery times for critical blood products.
Area of Science:
- Operations Research
- Supply Chain Management
- Public Health Emergencies
Background:
- COVID-19 pandemic caused significant disruptions to blood donation and supply chains globally.
- Effective emergency blood supply chain design is crucial for managing blood shortages during crises.
Purpose of the Study:
- To develop a novel multi-objective Transportation-Location-Inventory-Routing (TLIR) formulation for emergency blood supply chain network design.
- To address strategic, operational, and tactical decisions under network disruptions and blood shelf-life constraints.
- To propose uncertain models for risk-averse and robust solutions in dynamic environments.
Main Methods:
- Development of a multi-objective TLIR mathematical formulation.
- Introduction of two flexible uncertain models to handle parameter variability.
- Application of the proposed formulations in a comprehensive case study with extensive worst-case analyses.
Main Results:
- The robust model demonstrated superior efficiency in managing uncertainties compared to other approaches.
- The proposed model significantly reduced costs and delivery times for blood products.
- Worst-case analyses confirmed the robustness and reliability of the obtained solutions.
Conclusions:
- The developed robust model provides an effective framework for designing resilient emergency blood supply chains.
- Managerial insights are offered to enhance the overall effectiveness and efficiency of blood supply chain operations during emergencies.
Abstract:
World Health Organization (WHO) declared COVID-19 as a pandemic On March 12, 2020. Up to January 13, 2022, 320,944,953 cases of infection and 5,539,160 deaths have been reported worldwide. COVID-19 has negatively impacted the blood supply chain by drastically reducing blood donation. Therefore, developing models to design effective blood supply chains in emergencies is essential. This research offers a novel multi-objective Transportation-Location-Inventory-Routing (TLIR) formulation for an emergency blood supply chain network design problem. We answer questions regarding strategic, operational, and tactical decisions considering disruption in the network and blood shelf-life. Since, in real-world applications, the parameters of the proposed mathematical formulation are uncertain, two flexible uncertain models are proposed to provide risk-averse and robust solutions for the problem. We applied the proposed formulations in a case study. Under various scenarios and realizations, we show that the offered robust model handles uncertainties more efficiently and finds solutions that have significantly lower costs and delivery time. To make a reliable conclusion, we performed extensive worst-case analyses to demonstrate the robustness of the results. In the end, we provide critical managerial insights to enhance the effectiveness of the supply chain.
Supplementary Information:
The online version contains supplementary material available at 10.1007/s10479-022-04673-9.
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