具有同步服务的家庭保健调度的精确求解方法

Huaxin Qiu, Dujuan Wang, Yunqiang Yin, T. Cheng, Yanzhang Wang
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引用次数: 7

摘要

我们研究了考虑患者同时服务需求所需要的多技能护理人员同步服务的家庭保健调度问题。该问题的一个特征是,对患者的成对同步服务的开始时间之间的最大差异存在一个阈值,这允许灵活地实施各种同步约束。我们首先推导了问题的一些结构性质,在此基础上,我们提供了问题的集划分公式,并设计了分支-价格-切割解决算法。我们开发了一种列生成方案来获得问题的下界,其中我们设计了一个标记算法和一些增强策略来解决定价子问题,并使用2路径不等式和有限节点内存子集行不等式来加强下界。为了测试该算法,我们将其应用于解决根据著名的所罗门基准数据集和现实世界实例生成的实例。结果表明,该算法在大多数情况下都能在合理的计算时间内找到最优解,验证了算法的有效性。最后,我们对一些关键模型参数的最优解进行了敏感性分析,并讨论了结果的管理意义。
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An exact solution method for home health care scheduling with synchronized services
We study the home health care scheduling problem that considers the synchronized services of multiskilled caregivers necessitated by the simultaneous service requirements of patients. A characteristic feature of the problem is that there is a threshold on the maximum difference between the start times of the pairwise synchronized services at a patient, which enables flexible imposition of various synchronization constraints. We first derive some structural properties of the problem, based on which we provide a set‐partitioning formulation of the problem and devise a branch‐and‐price‐and‐cut solution algorithm. We develop a column generation scheme to obtain lower bounds for the problem, in which we design a labeling algorithm together with some enhancement strategies to address the pricing subproblems, and use the 2‐path inequalities and limited‐node‐memory subset row inequalities to strengthen the lower bounds. To test the algorithm, we apply it to solve the instances generated according to the well‐known Solomon's benchmark data set and real‐world instances. The results demonstrate that the algorithm can find the optimal solutions in most situations within reasonable computational times, confirming its efficacy. Finally, we perform sensitivity analysis of the optimal solution to some key model parameters and discuss the management implications of the results.
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