A new mathematical model for designing and improving the performance of a home health care logistics network

IF 4.4 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Annals of Operations Research Pub Date : 2024-07-16 DOI:10.1007/s10479-024-06135-w
Esmaeil Akhondi-Bajegani, F. Jolai, S. Ali Torabi
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Abstract

To provide better care for the elderly, health trustees establish home health care centers in cities. These centers offer services at homes, and a logistics network is essential for providing these services. An integrated framework is developed to design such a network by which various logistical decisions are made under inherent epistemic uncertainty of the travel and service times. A new mixed integer linear programming model is developed, and its equivalent deterministic formulation is obtained using a well-applied possibilistic programming approach. An improved genetic algorithm is also devised to solve large-sized instances and various sensitivity analyses are performed on key factors. Finally, a case study is presented to validate the developed model and its solution method. The numerical results demonstrate 20% reduction in the total time of employing care givers at almost 3.5% cost savings.

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设计和改进家庭医疗物流网络性能的新数学模型
为了更好地照顾老人,健康托管机构在城市建立了家庭保健中心。这些中心提供上门服务,而物流网络对于提供这些服务至关重要。本文开发了一个综合框架来设计这样一个网络,在旅行和服务时间固有的认识不确定性条件下做出各种物流决策。本文开发了一个新的混合整数线性规划模型,并利用一种应用广泛的可能性规划方法获得了其等效的确定性表述。还设计了一种改进的遗传算法来解决大型实例,并对关键因素进行了各种敏感性分析。最后,介绍了一个案例研究,以验证所开发的模型及其求解方法。数值结果表明,雇用护理人员的总时间减少了 20%,成本节省了近 3.5%。
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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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