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Published on: December 7, 2012
A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19
Mohammad Reza Ghatreh Samani1, Seyyed-Mahdi Hosseini-Motlagh1
1School of Industrial Engineering, Iran University of Science and Technology, University Ave, Narmak, 16846, Tehran, Iran.
Insights
The COVID-19 pandemic caused a severe blood donor shortage. This study introduces a two-stage optimization model for blood collection and regional sharing, effectively mitigating blood product shortages and wastage.
Area of Science:
- Operations Research
- Health Systems Management
- Public Health
Background:
- The COVID-19 pandemic significantly reduced blood donations due to public health interventions and donor safety concerns.
- Blood donation rates in some countries dropped below 30%, creating critical shortages.
Purpose of the Study:
- To propose a novel two-stage optimization mechanism to address blood product shortages during the COVID-19 outbreak.
- To minimize unmet demand and avoid blood shortages in health centers through coordinated blood collection and sharing.
Main Methods:
- Developed a two-stage optimization tool for coordinating blood collection and distribution.
- Incorporated a stochastic model with a mixed uncertainty approach to handle disruption risks.
- Utilized a rolling horizon planning method for iterative resource allocation and sharing.
Main Results:
- The proposed model demonstrated applicability in a real-world case study in Iran.
- The capacity sharing concept significantly improved blood resource management.
- The mechanism effectively mitigated both blood shortages and wastage during the pandemic.
Conclusions:
- The developed optimization tool provides an effective strategy for managing blood supply chains during crises.
- Capacity sharing is crucial for equitable distribution and preventing shortages in healthcare systems.
- The model offers a robust solution adaptable to various regions facing similar challenges.
Abstract:
Because of government intervention, such as quarantine and cancellation of public events at the peak of the COVID-19 outbreak and donors' health scare of exposure to the virus in medical centers, the number of blood donors has considerably decreased. In some countries, the rate of blood donation has reached lower than 30%. Accordingly, in this study, to fill the lack of blood product during COVID-19, especially at the outbreak's peak, we propose a novel mechanism by providing a two-stage optimization tool for coordinating activities to mitigate the shortage in this urgent situation. In the first stage, a blood collection plan considering disruption risk in supply to minimize the unmet demand will be solved. Afterward, in the second stage, the collected units will be shared between regions by applying the capacity sharing concept to avoid the blood shortage in health centers. Moreover, to tackle the uncertainty and disruption risk, a novel stochastic model combining the mixed uncertainty approach is tailored. A rolling horizon planning method is implemented under an iterative procedure to provide and share the limited blood resources to solve the proposed model. A real-world case study of Iran is investigated to examine the applicability and performance of the proposed model; it should be noted that the designed mechanism is not confined just to this case. Obtained computational results indicate the applicability of the model, the superior performance of the capacity sharing concept, and the effectiveness of the designed mechanism for mitigating the shortage and wastage during the COVID-19 outbreak.
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