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Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay
The development of COVID-19 vaccine is highly concerned by all countries in the world. So far, many kinds of COVID-19 vaccines have entered phase III clinical trial. However, it is difficult to deliver COVID-19 vaccines efficiently and safely to the areas affected by the epidemic. This paper focuses...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794647/ https://www.ncbi.nlm.nih.gov/pubmed/33456449 http://dx.doi.org/10.1186/s13662-020-03173-z |
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author | Dai, Daoming Wu, Xuanyu Si, Fengshan |
author_facet | Dai, Daoming Wu, Xuanyu Si, Fengshan |
author_sort | Dai, Daoming |
collection | PubMed |
description | The development of COVID-19 vaccine is highly concerned by all countries in the world. So far, many kinds of COVID-19 vaccines have entered phase III clinical trial. However, it is difficult to deliver COVID-19 vaccines efficiently and safely to the areas affected by the epidemic. This paper focuses on vaccine transportation in a supply chain model composed of one distributor and one retailer (clinic or hospital), in which the distributor procures COVID-19 vaccines from the manufacturer and then resells them to the retailer. Distributor detects the activity level of the vaccines, and retailer is responsible for transportation of the vaccines. Firstly, we establish a difference equations model with time-delay. Secondly, we investigate the impact of time-delay on the stability of vaccine supply chain. In addition, we explore the influence of decision adjustment speed of the distributor (or retailer) on the stability of vaccine supply chain. Finally, we verify the theoretical results by a two-dimensional bifurcation diagram, the largest Lyapunov exponent, entropy, and domain of attraction. The results show that when the decision delay-time or the adjustment speed of decision variables exceeds a certain threshold, it brings a negative impact on the stability of vaccine supply chain system. The stability domain of the system shrinks as customers’ sensitivity to cold chain transportation decreases and by contrast expends as customers’ sensitivity to vaccine prices decreases. When the vaccine supply chain is in a state of chaos, the effect of external control over the system is superior to that of internal control over the system. |
format | Online Article Text |
id | pubmed-7794647 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-77946472021-01-11 Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay Dai, Daoming Wu, Xuanyu Si, Fengshan Adv Differ Equ Research The development of COVID-19 vaccine is highly concerned by all countries in the world. So far, many kinds of COVID-19 vaccines have entered phase III clinical trial. However, it is difficult to deliver COVID-19 vaccines efficiently and safely to the areas affected by the epidemic. This paper focuses on vaccine transportation in a supply chain model composed of one distributor and one retailer (clinic or hospital), in which the distributor procures COVID-19 vaccines from the manufacturer and then resells them to the retailer. Distributor detects the activity level of the vaccines, and retailer is responsible for transportation of the vaccines. Firstly, we establish a difference equations model with time-delay. Secondly, we investigate the impact of time-delay on the stability of vaccine supply chain. In addition, we explore the influence of decision adjustment speed of the distributor (or retailer) on the stability of vaccine supply chain. Finally, we verify the theoretical results by a two-dimensional bifurcation diagram, the largest Lyapunov exponent, entropy, and domain of attraction. The results show that when the decision delay-time or the adjustment speed of decision variables exceeds a certain threshold, it brings a negative impact on the stability of vaccine supply chain system. The stability domain of the system shrinks as customers’ sensitivity to cold chain transportation decreases and by contrast expends as customers’ sensitivity to vaccine prices decreases. When the vaccine supply chain is in a state of chaos, the effect of external control over the system is superior to that of internal control over the system. Springer International Publishing 2021-01-09 2021 /pmc/articles/PMC7794647/ /pubmed/33456449 http://dx.doi.org/10.1186/s13662-020-03173-z Text en © The Author(s) 2021 Open Access This 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/. |
spellingShingle | Research Dai, Daoming Wu, Xuanyu Si, Fengshan Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title | Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title_full | Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title_fullStr | Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title_full_unstemmed | Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title_short | Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
title_sort | complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794647/ https://www.ncbi.nlm.nih.gov/pubmed/33456449 http://dx.doi.org/10.1186/s13662-020-03173-z |
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