系统科学与数学2024,Vol.44Issue(12) :3663-3693.DOI:10.12341/jssms23506

库龄策略下考虑调剂的血小板联合库存优化

Age-Based Platelet Joint Inventory Optimization with Transshipment

周愉峰 张钦淄 程佳豪 吴昌质 李志
系统科学与数学2024,Vol.44Issue(12) :3663-3693.DOI:10.12341/jssms23506

库龄策略下考虑调剂的血小板联合库存优化

Age-Based Platelet Joint Inventory Optimization with Transshipment

周愉峰 1张钦淄 2程佳豪 2吴昌质 3李志2
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作者信息

  • 1. 重庆工商大学长江上游经济中心,重庆 400067;重庆工商大学管理科学与工程学院,重庆 400067
  • 2. 重庆工商大学管理科学与工程学院,重庆 400067
  • 3. 广州大学管理学院,广州 510006
  • 折叠

摘要

传统的血站与医院分散管理库存的模式越来越难以应对日益常态化的长周期血荒.为此,文章提出血小板的联合库存优化问题.针对血站-医院库存系统,考虑血小板生命周期、系统总成本、短缺量以及过期报废量等因素,构建了基于库龄策略与调剂的血小板联合库存优化模型;作为对比,也构建了传统的分散库存管理模式下的决策模型以及不考虑调剂的联合库存优化模型.三个模型均采用双目标的混合整数非线性规划描述.针对模型特点,设计了一种改进的非支配排序多目标鲸鱼优化算法(non-dominated sorting whale optimization algorithm,NSWOA).数值实验结果证明了模型和算法的有效性,且改进的NSWOA优于非支配排序多目标粒子群算法(non-dominated sorting particle swarm optimization,NSPSO)与非支配排序灰狼优化算法(non-dominated sorting gray Wolf optimization,NSGWO).结果表明,血荒状态下集成调剂的联合库存管理模式,可减少短缺和报废,提高库存绩效.

Abstract

The traditional decentralized inventory management mode of blood banks and hospitals is more and more difficult to cope with the increasingly normal long periodic blood shortage in China.Therefore,this paper proposes a joint inventory op-timization problem for platelets to reduce blood shortage.An age-based platelet joint inventory optimization model with transshipment is built considering the life cycle,system cost,shortage,and outdating.For comparisons,the traditional decentralized inventory management model and the joint inventory optimization model without transshipment are also built.All the three models are described as bi-objective mixed integer nonlinear programming.According to the characteristics of the proposed mod-els,an improved NSWOA is designed.Numerical experimental results demonstrate the effectiveness of the models and algorithm.The improved NSWOA is superior to NSPSO and NSGWO.The results also show that the joint inventory management mode with transshipment can reduce shortage and outdating,and improve inventory performance under blood shortage situations.

关键词

血液库存/联合库存管理/血荒/血液供应链/鲸鱼优化算法

Key words

Blood inventory/joint inventory management/blood shortage/blood supply chain/whale optimization algorithm

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出版年

2024
系统科学与数学
中国科学院数学与系统科学研究院

系统科学与数学

CSTPCDCSCD北大核心
影响因子:0.425
ISSN:1000-0577
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