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A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak
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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8362655/ https://www.ncbi.nlm.nih.gov/pubmed/34413713 http://dx.doi.org/10.1016/j.asoc.2021.107821 |
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author | Samani, Mohammad Reza Ghatreh Hosseini-Motlagh, Seyyed-Mahdi |
author_facet | Samani, Mohammad Reza Ghatreh Hosseini-Motlagh, Seyyed-Mahdi |
author_sort | Samani, Mohammad Reza Ghatreh |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8362655 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83626552021-08-15 A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak Samani, Mohammad Reza Ghatreh Hosseini-Motlagh, Seyyed-Mahdi Appl Soft Comput Article 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. Elsevier B.V. 2021-11 2021-08-13 /pmc/articles/PMC8362655/ /pubmed/34413713 http://dx.doi.org/10.1016/j.asoc.2021.107821 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Samani, Mohammad Reza Ghatreh Hosseini-Motlagh, Seyyed-Mahdi A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title | A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title_full | A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title_fullStr | A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title_full_unstemmed | A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title_short | A novel capacity sharing mechanism to collaborative activities in the blood collection process during the COVID-19 outbreak |
title_sort | novel capacity sharing mechanism to collaborative activities in the blood collection process during the covid-19 outbreak |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8362655/ https://www.ncbi.nlm.nih.gov/pubmed/34413713 http://dx.doi.org/10.1016/j.asoc.2021.107821 |
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