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A two-stage heuristic approach for nurse scheduling problem : a case study in an emergency department

机译:护士调度问题的两阶段启发式方法:以急诊科为例

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摘要

Nurse scheduling is a critical issue in the management of emergency department. Under the intense work environment, it is imperative to make quality nurse schedules in a most cost and time effective way. To this end, a spreadsheet-based two-stage heuristic approach is proposed for the nurse scheduling problem (NSP) in a local emergency department. First, an initial schedule satisfying all hard constraints is generated by the simple shift assignment heuristic. Second, the sequential local search algorithm is employed to improve the initial schedules by taking soft constraints (nurse preferences) into account. The proposed approach is benchmarked with the existing approach and 0-1 programming. The contribution of this paper is twofold. First, it is one of a few studies in nurse scheduling literature using heuristic approach to generate nurse schedules based on Excel spreadsheet. Therefore, users with little knowledge on linear programming and computer sciences can operate and change the scheduling algorithms easily. Second, while most studies on nurse scheduling are situated in hospitals, this paper attempts to bridge the research gap by investigating the NSP in the emergency department where the scheduling rules are much more restrictive due to the intense and dynamic work environment. Overall, our approach generates satisfactory schedules with higher level of user-friendliness, efficiency, and flexibility of rescheduling as compared to both the existing approach and 0-1 programming.
机译:护士调度是急诊科管理中的关键问题。在紧张的工作环境中,必须以最节省成本和最省时的方式制定高质量的护士时间表。为此,针对本地急诊部门的护士调度问题(NSP),提出了一种基于电子表格的两阶段启发式方法。首先,通过简单的班次分配试探法产生满足所有硬约束的初始时间表。其次,采用顺序局部搜索算法,通过考虑软约束(护士偏好)来改善初始计划。建议的方法以现有方法和0-1编程为基准。本文的贡献是双重的。首先,这是使用启发式方法基于Excel电子表格生成护士时间表的护士时间表文献中的一些研究之一。因此,对线性编程和计算机科学知识不多的用户可以轻松地操作和更改调度算法。其次,虽然大多数关于护士调度的研究都位于医院,但本文试图通过调查急诊部门的NSP来弥合研究差距,在急诊中,由于紧张而动态的工作环境,调度规则受到更多限制。总体而言,与现有方法和0-1编程相比,我们的方法生成了令人满意的进度表,具有更高的用户友好性,效率以及重新安排的灵活性。

著录项

  • 作者

    Wong, T. C.; Xu, M.; Chin, K. S.;

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  • 年度 2014
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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