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A greedy double swap heuristic for nurse scheduling

机译:护士调度的贪婪双交换启发式

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One of the key challenges of nurse scheduling problem (NSP) is the number of constraints placed on preparing the timetable, both from the regulatory requirements as well as the patients’ demand for the appropriate nursing care specialists. In addition, the preferences of the nursing staffs related to their work schedules add another dimension of complexity. Most solutions proposed for solving nurse scheduling involve the use of mathematical programming and generally considers only the hard constraints. However, the psychological needs of the nurses are ignored and this resulted in subsequent interventions by the nursing staffs to remedy any deficiency and often results in last minute changes to the schedule. In this paper, we present a staff preference optimization framework solved with a greedy double swap heuristic. The heuristic yields good performance in speed at solving the problem. The heuristic is simple and we will demonstrate its performance by implementing 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很多,既有法规要求,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。提出的大多数解决护士调度的解决方案都涉及数学编程,并且通常只考虑硬约束。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,并常常导致日程表的最后一刻改变。在本文中,我们提出了一种用贪婪的双交换启发式算法解决的员工偏好优化框架。启发式方法在解决问题上产生了良好的速度表现。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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