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A simulation-based approach for improving the clinical blood sample supply chain

机译:一种改进临床血液样品供应链的仿真方法

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摘要

We consider a three-echelon blood sample supply chain comprising the following elements: (i) clinics, where blood samples are taken from patients, (ii) centrifugation centers, where collected blood samples are separated into their different components, and (iii) a centralized testing laboratory, where the samples are analyzed. We focus on the scheduling of vehicles that transport blood samples from clinics to centrifugation centers-a special case of the vehicle routing problem (VRP). Our study presents a novel simulation-based approach to the VRP, designed and implemented in MATLAB, and tailored to the unique constraints of the three-echelon blood sample collection chain. We apply this approach to data from a large Health Maintenance Organization to determine the optimal vehicle fleet size for blood sample transport, while ensuring that the quality of the healthcare service is not compromised. Results suggest that our simulation model can be generalized to serve as a useful and straightforward decision support tool for optimizing resource utilization and service quality in healthcare systems.
机译:我们考虑了一个三级血液样本供应链,包括以下要素:(一)诊所,血液样本取自患者,(ii)离心中心,其中采集的血液样品被分离成其不同的组分,和(iii)一个集中式的测试实验室,其中对样品进行分析。我们关注将血液样本从诊所运送到离心中心的车辆调度——车辆路径问题(VRP)的一个特例。我们的研究提出了一种新的基于仿真的VRP方法,该方法在MATLAB中设计和实现,并针对三级血样采集链的独特约束进行定制。我们将这种方法应用于大型健康维护组织的数据,以确定血液样本运输的最佳车队规模,同时确保医疗服务的质量不受影响。结果表明,我们的仿真模型可以推广为优化医疗系统中的资源利用率和服务质量提供有用且直接的决策支持工具。

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