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首页> 外文期刊>Journal of ambient intelligence and humanized computing >Designing a robust demand-differentiated platelet supply chain network under disruption and uncertainty
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Designing a robust demand-differentiated platelet supply chain network under disruption and uncertainty

机译:在中断和不确定性下设计强大的需求分化的血小板供应链网络

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摘要

Managing platelets supply chain network has proved challenging. Besides stochastic demand, the high perishability of platelets and the diversity of their demands make the management more intricate. As a motivation to conduct this paper, we investigate a real-world case study facing a variety of platelet demands to satisfy. Being the first-ever study, we contribute a practical method for the efficient design and planning of a multiple platelet-derived products supply chain network. As the most perishable blood product, platelets need to be maintained fresh. Thus, we suggest a bi-objective model make a tradeoff relationship between the network costs and platelets' freshness. Further, we account for two realistic features that the products are categorized into three main types with respect to their application and lifetime, and hospitals are prioritized based on their specialty and the population of patients they cover. To cope with the uncertainty and objective multiplicity, we develop a mixed approach. The network robustness under uncertainty is controlled by a robust method and the Pareto solutions of the conflicting objectives are obtained via an interactive approach. Further, we take into account real-world scenarios that the network facilities may face disruptions and utilize a robust scenario-based approach to deal with the disruption scenarios. The results demonstrate that although simultaneous demand fluctuation and disruption increase both logistics costs and delivery time, the proposed model is capable of achieving robust solutions that a little increase in the logistic costs obtains a considerable reduction in the level of relative regret. Further, the network will benefit from a favorable saving in the logistic costs only by a little increase in the storage time.
机译:管理血小板供应链网络已经证明了具有挑战性。除随机需求外,血小板的易腐烂性和其需求的多样性使得管理层更加复杂。作为进行本文的动机,我们调查了一个真正的案例研究,面临各种血小板要求满足。作为首次研究,我们为多血小板推导产品供应链网络提供了有效的设计和规划的实用方法。作为最具易腐的血液产品,血小板需要保持新鲜。因此,我们建议一个双目标模型在网络成本和血小板的新鲜度之间进行权衡关系。此外,我们考虑了两个现实特征,即产品分为三种主要类型,以及其申请和终身,以及基于他们覆盖的患者的人口优先考虑医院。为了应对不确定性和客观多重性,我们开发了一种混合的方法。不确定性下的网络鲁棒性由鲁棒方法控制,并且通过交互方法获得冲突目标的帕施托解决方案。此外,我们考虑了网络设施可能面临中断并利用基于方案的基于方案的方法来处理中断场景的真实情景。结果表明,尽管同时需求波动和中断提高物流成本和交货时间,所提出的模型能够实现稳健的解决方案,即逻辑成本一点增加的增加在相对遗憾程度上取得了相当大的降低。此外,该网络将从逻辑成本中的有利节省中受益于存储时间一点增加。

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