Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1784893073748131840 |
---|---|
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%. |
format | Online Article Text |
id | pubmed-9950024 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhouyufeng multiobjectivetwostageemergentbloodtransshipmentallocationincovid19epidemic AT chengjiahao multiobjectivetwostageemergentbloodtransshipmentallocationincovid19epidemic AT wuchangzhi multiobjectivetwostageemergentbloodtransshipmentallocationincovid19epidemic AT teokoklay multiobjectivetwostageemergentbloodtransshipmentallocationincovid19epidemic |