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A Greedy Double Swap Heuristic for Nurse Scheduling

机译:一种用于护士调度的贪心双交换启发式算法

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摘要

One of the key challenges of nurse scheduling problem (NSP) is the number ofconstraints placed on preparing the timetable, both from the regulatoryrequirements as well as the patients' demand for the appropriate nursing carespecialists. In addition, the preferences of the nursing staffs related totheir work schedules add another dimension of complexity. Most solutionsproposed for solving nurse scheduling involve the use of mathematicalprogramming and generally considers only the hard constraints. However, thepsychological needs of the nurses are ignored and this resulted in subsequentinterventions by the nursing staffs to remedy any deficiency and often resultsin last minute changes to the schedule. In this paper, we present a staffpreference optimization framework which is solved with a greedy double swapheuristic. The heuristic yields good performance in speed at solving theproblem. The heuristic is simple and we will demonstrate its performance byimplementing it on open source spreadsheet software.
机译:护士调度问题(NSP)的主要挑战之一是在制定时间表方面受到的限制,既有监管要求,也有患者对合适的护理专家的需求。另外,护理人员对他们的工作时间表的偏好增加了复杂性的另一个方面。建议用于解决护士调度的大多数解决方案都涉及数学编程的使用,并且通常仅考虑硬约束。然而,护士的心理需求被忽略了,这导致护理人员随后进行干预以弥补任何不足,并经常导致日程表的最后一刻改变。在本文中,我们提出了一种员工偏好优化框架,该框架通过贪婪的双重交换启发式求解。启发式方法在解决问题方面具有良好的速度表现。启发式操作很简单,我们将通过在开源电子表格软件上实现它来演示其性能。

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