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Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic

The problem of blood transshipment and allocation in the context of the COVID-19 epidemic has many new characteristics, such as two-stage, trans-regional, and multi-modal transportation. Considering these new characteristics, we propose a novel multi-objective optimization model for the two-stage em...

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Detalles Bibliográficos
Autores principales: Zhou, Yufeng, Cheng, Jiahao, Wu, Changzhi, Teo, Kok Lay
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9950024/
https://www.ncbi.nlm.nih.gov/pubmed/36855682
http://dx.doi.org/10.1007/s40747-023-00976-x
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author Zhou, Yufeng
Cheng, Jiahao
Wu, Changzhi
Teo, Kok Lay
author_facet Zhou, Yufeng
Cheng, Jiahao
Wu, Changzhi
Teo, Kok Lay
author_sort Zhou, Yufeng
collection PubMed
description The problem of blood transshipment and allocation in the context of the COVID-19 epidemic has many new characteristics, such as two-stage, trans-regional, and multi-modal transportation. Considering these new characteristics, we propose a novel multi-objective optimization model for the two-stage emergent blood transshipment-allocation. The objectives considered are to optimize the quality of transshipped blood, the satisfaction of blood demand, and the overall cost including shortage penalty. An improved integer encoded hybrid multi-objective whale optimization algorithm (MOWOA) with greedy rules is then designed to solve the model. Numerical experiments demonstrate that our two-stage model is superior to one-stage optimization methods on all objectives. The degree of improvement ranges from 0.69 to 66.26%.
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spelling pubmed-99500242023-02-24 Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic Zhou, Yufeng Cheng, Jiahao Wu, Changzhi Teo, Kok Lay Complex Intell Systems Original Article The problem of blood transshipment and allocation in the context of the COVID-19 epidemic has many new characteristics, such as two-stage, trans-regional, and multi-modal transportation. Considering these new characteristics, we propose a novel multi-objective optimization model for the two-stage emergent blood transshipment-allocation. The objectives considered are to optimize the quality of transshipped blood, the satisfaction of blood demand, and the overall cost including shortage penalty. An improved integer encoded hybrid multi-objective whale optimization algorithm (MOWOA) with greedy rules is then designed to solve the model. Numerical experiments demonstrate that our two-stage model is superior to one-stage optimization methods on all objectives. The degree of improvement ranges from 0.69 to 66.26%. Springer International Publishing 2023-02-24 /pmc/articles/PMC9950024/ /pubmed/36855682 http://dx.doi.org/10.1007/s40747-023-00976-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Zhou, Yufeng
Cheng, Jiahao
Wu, Changzhi
Teo, Kok Lay
Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title_full Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title_fullStr Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title_full_unstemmed Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title_short Multi-objective two-stage emergent blood transshipment-allocation in COVID-19 epidemic
title_sort multi-objective two-stage emergent blood transshipment-allocation in covid-19 epidemic
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9950024/
https://www.ncbi.nlm.nih.gov/pubmed/36855682
http://dx.doi.org/10.1007/s40747-023-00976-x
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