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Identifying trade-offs in equity and efficiency for simultaneously optimizing location and multipriority dispatch of ambulances

机译:识别公平和效率的权衡,同时优化救护车的位置和多级派遣

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The role of emergency medical service (EMS) systems is to provide acute care and possibly transportation to health care facilities to patients experiencing medical emergencies. Since EMS is a public service, it is natural for the community to expect equitable service from these systems; however, there is not a unique agreement on how to measure equity. Most EMS planning literature focuses solely on measures of efficiency, such as minimizing average response time. Solutions based on optimizing efficiency measures alone can be unacceptable when they are achieved at the expense of some players. Such trade-offs can be more crucial when it comes to high-priority emergencies.We provide a multicriteria optimization approach aimed at identifying good solutions for several equity and efficiency measures together, based on a joint modeling approach for location and dispatching policy decisions, while considering multiple levels of call priority. We apply our approach to a real-world data set. We show that the joint approach provides better solutions than using the common assignment of the closest available ambulance, in particular for the equity criteria. We quantify the trade-offs between different performance measures, and provide Pareto-efficient solutions. The proposed joint optimization approach can be used to gain insight about the implicit balance between common efficiency measures and discussed equity criteria, hence providing better information to policy makers and EMS system administrators.
机译:紧急医疗服务(EMS)系统的作用是提供急性护理,可能与医疗紧急情况的患者提供对医疗保健设施的运输。由于EMS是公共服务,因此社区预计这些系统的公平服务是自然的;但是,没有关于如何衡量股权的独特协议。大多数EMS规划文献完全专注于效率的衡量标准,例如最小化平均响应时间。当以牺牲某些球员的牺牲实现时,基于优化效率措施的解决方案可以是不可接受的。当涉及高优先级的紧急情况时,这种权衡可能更为关键。我们提供了一种多标准优化方法,旨在识别若干权益和效率措施的良好解决方案,基于地点和调度政策决策的联合建模方法,同时考虑多个呼叫优先级。我们将我们的方法应用于真实世界的数据集。我们表明,联合方法提供比使用最近可用救护车的共同分配更好的解决方案,特别是股权标准。我们量化不同绩效措施之间的权衡,并提供静态效率的解决方案。所提出的联合优化方法可用于在普遍效率措施和讨论股权标准之间了解隐含平衡的洞察力,从而为决策者和EMS系统管理员提供更好的信息。

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