Decision support framework for tactical emergency medical service location planning

IF 6.7 2区 管理学 Q1 MANAGEMENT
Matthias Grot
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引用次数: 0

Abstract

A well-designed emergency medical services (EMS) system is essential to provide the best possible quality of care to patients in emergencies. Exogenous effects, such as demographic change or extreme weather conditions, lead to a continuous increase in emergency calls. On the other hand, emergency vehicles and qualified personnel are limited. Consequently, there is a continuous need to improve the existing EMS systems in order to optimize the use of the available resources. To assist decision makers in this complex task, we provide a decision support framework at the tactical site planning level. First, we analyze the given historical data to find suitable periods that have similar structures in terms of the number of calls and the time of day. We follow this approach to account for fluctuating demand and time-dependent travel times. A new stochastic, time-dependent, mixed-integer extension of the maximum expected coverage location problem (MEXCLP) is developed that accounts for ambulance site interdependencies. We conduct computational experiments for an existing EMS network structure to optimally locate sites and allocate ambulances. Furthermore, we analyze the benefit of additional ambulances and flexible waiting sites. A discrete-event simulation (DES) is used to evaluate the model solutions and to provide further insights into the trade-off between quality and cost of care for the given model solutions. Results based on anonymized real-world EMS data indicate that flexible waiting sites provide considerable potential savings in the use of ambulances while maintaining a high level of coverage.

战术紧急医疗服务地点规划决策支持框架
设计完善的紧急医疗服务(EMS)系统对于在紧急情况下为病人提供尽可能高质量的医疗服务至关重要。人口结构变化或极端天气条件等外在因素导致急救电话不断增加。另一方面,急救车辆和合格人员却很有限。因此,需要不断改进现有的急救系统,以优化现有资源的使用。为了帮助决策者完成这项复杂的任务,我们提供了一个战术现场规划层面的决策支持框架。首先,我们对给定的历史数据进行分析,以找到在呼叫数量和时间方面具有相似结构的合适时段。我们采用这种方法来考虑波动的需求和随时间变化的旅行时间。我们对最大预期覆盖范围位置问题(MEXCLP)进行了新的随机、随时间变化的混合整数扩展,其中考虑了救护车站点之间的相互依赖关系。我们对现有的急救网络结构进行了计算实验,以优化站点定位和救护车分配。此外,我们还分析了额外救护车和灵活候车点的益处。我们使用离散事件模拟(DES)来评估模型解决方案,并进一步深入了解给定模型解决方案在医疗质量和成本之间的权衡。根据匿名真实急救数据得出的结果表明,灵活候车点在保持高覆盖率的同时,还能节省大量救护车。
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来源期刊
Omega-international Journal of Management Science
Omega-international Journal of Management Science 管理科学-运筹学与管理科学
CiteScore
13.80
自引率
11.60%
发文量
130
审稿时长
56 days
期刊介绍: Omega reports on developments in management, including the latest research results and applications. Original contributions and review articles describe the state of the art in specific fields or functions of management, while there are shorter critical assessments of particular management techniques. Other features of the journal are the "Memoranda" section for short communications and "Feedback", a correspondence column. Omega is both stimulating reading and an important source for practising managers, specialists in management services, operational research workers and management scientists, management consultants, academics, students and research personnel throughout the world. The material published is of high quality and relevance, written in a manner which makes it accessible to all of this wide-ranging readership. Preference will be given to papers with implications to the practice of management. Submissions of purely theoretical papers are discouraged. The review of material for publication in the journal reflects this aim.
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