基于脑风暴优化的家庭医疗服务多目标调度与路由问题

Xiaomeng Ma;Yaping Fu;Kaizhou Gao;Lihua Zhu;Ali Sadollah
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引用次数: 5

摘要

目前,居家健康护理(HHC)已被公认为处理老年人健康问题的有效方法。HHC调度和路由问题(HHCSRP)引起了学术界和工业界的广泛关注。这项工作提出了一个HHCSRP考虑几个护理中心,其中一组客户(即病人和老人)需要被分配到护理中心。然后,由看护者为不同地区的客户提供各种服务。考虑到技能匹配、客户预约时间和护理人员的工作量平衡,本文建立了以服务成本和延迟成本最小为目标的多目标优化模型。为了解决这一问题,我们结合所研究的HHCSRP的特点,引入了一种具有特定多目标搜索机制(MOBSO)的头脑风暴优化方法。并通过实验验证了所设计方法的有效性。通过将MOBSO与两种优秀的优化方法进行比较,结果证实了所开发的方法在解决所考虑的HHCSRP方面具有显著的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Multi-Objective Scheduling and Routing Problem for Home Health Care Services via Brain Storm Optimization
At present, home health care (HHC) has been accepted as an effective method for handling the healthcare problems of the elderly. The HHC scheduling and routing problem (HHCSRP) attracts wide concentration from academia and industrial communities. This work proposes an HHCSRP considering several care centers, where a group of customers (i.e., patients and the elderly) require being assigned to care centers. Then, various kinds of services are provided by caregivers for customers in different regions. By considering the skill matching, customers' appointment time, and caregivers' workload balancing, this article formulates an optimization model with multiple objectives to achieve minimal service cost and minimal delay cost. To handle it, we then introduce a brain storm optimization method with particular multi-objective search mechanisms (MOBSO) via combining with the features of the investigated HHCSRP. Moreover, we perform experiments to test the effectiveness of the designed method. Via comparing the MOBSO with two excellent optimizers, the results confirm that the developed method has significant superiority in addressing the considered HHCSRP.
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CiteScore
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