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Optimal Nursing Home Shift Scheduling: A Two-Stage Stochastic Programming Approach

机译:最佳疗养院班次调度:两阶段随机规划方法

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In this paper, we study a nursing home staff schedule optimization problem under resident demand uncertainty. We formulate a two-stage stochastic binary program accordingly, with objective to minimize the total labor cost (linearly related to work time) incurred by both regular registered nurses (RRNs) and part-time nurses (PTNs). As a significant constraint, we balance RRNs’ total amount of work time with residents’ total service need for every considered shift. Besides, we restrict feasible shift schedules based on common scheduling practice. We conduct a series of computational experiments to validate the proposed model. We discuss our optimal solutions under different compositions of residents in terms of their disabilities. In addition, we compare the total labor costs and an RRN scheduling flexibility index with the given optimal solution under different combinations of RRNs and PTNs. Our analysis offers an operational approach to set the minimum number of nurses on flexible shift schedules to cover uncertain the service needs while maintaining a minimum labor cost.
机译:在本文中,我们研究了居民需求不确定性下的养老院工作人员日程优化问题。因此,我们制定了一个两阶段的随机二元程序,其目的是最大程度地减少常规注册护士(RRN)和兼职护士(PTN)招致的总人工成本(与工作时间成线性关系)。作为一个重要的限制,对于每个考虑的班次,我们都会在RRN的总工作时间与居民的总服务需求之间进行权衡。此外,我们根据常见的排班实践来限制可行的排班。我们进行了一系列计算实验以验证所提出的模型。我们根据残障人士的不同,讨论了针对不同居民组成的最佳解决方案。此外,我们将总人工成本和RRN调度灵活性指数与RRN和PTN的不同组合下的给定最佳解决方案进行了比较。我们的分析提供了一种操作方法,可在灵活的轮班时间表上设置最少的护士人数,以覆盖不确定的服务需求,同时保持最低的人工成本。

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