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A Gossip Algorithm for Home Healthcare Scheduling and Routing Problems

机译:家庭医疗安排和路由问题的八卦算法

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Many people in need of care still live in their homes, requiring the caretakers to travel to them. Assigning tasks to nurses (or caretakers) and scheduling their work plans is an NP-hard problem, which can be expressed as a vehicle routing problem with time windows (VRPTW) that includes additional problem-specific constraints. In this paper, we propose to solve the Home Healthcare Scheduling and Routing Problem (HHCRSP) by a distributed Gossip algorithm. We also apply an extended version called n-Gossip, which provides the required flexibility to balance optimality versus computational speed. We also introduce a relaxation on the optimality of the underlying solver in the Gossip, which speeds up the iterations of the Gossip algorithm, and helps to quickly obtain solutions with good quality.
机译:需要治疗的许多人仍然住在他们的家中,要求看护人旅行到他们身边。将任务分配给护士(或看护人)并安排其工作计划是一个NP - 难题,可以用时间窗口(VRPTW)表示为包括其他特定于问题的限制的时间窗口(VRPTW)。在本文中,我们建议通过分布式八卦算法解决家庭医疗计划和路由问题(HHCRSP)。我们还应用一个名为N-GOSSIP的扩展版本,该版本提供了平衡最优性与计算速度的所需灵活性。我们还介绍了八卦中底层求解器的最优性的放松,从而加快了八卦算法的迭代,并有助于快速获得质量良好的解决方案。

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