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A solution of human resource allocation problem in a case of hotel management

机译:酒店管理中人力资源配置问题的解决方案

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The purpose of this study is to optimally allocate the human resources to tasks while minimizing the total daily human resource costs and smoothing the human resource usage. This human resource allocation problem (hRAP) has two kinds of special constraints, i.e. operational precedence and skill constraints in addition to the ordinary constraints. To deal with the multiple objectives and the special constraints, first we designed this hRAP as a network problem and then proposed a Pareto multistage decision-based genetic algorithm (P-mdGA) to solve it. During the evolutionary process of P-mdGA, a Pareto evaluation procedure called generalized Pareto-based scale-independent fitness function approach was used to evaluate the solutions. Additionally, in order to improve the performance of P-mdGA, we used fuzzy logic controller for fine-tuning genetic parameters. Finally, in order to demonstrate the applicability and to evaluate the performance of the proposed approach, P-mdGA was applied to solve a case study in a hotel, where the managers usually need helpful automatic support for effectively allocating hotel staff to hotel tasks.
机译:这项研究的目的是在最大程度地减少日常人力资源总成本并简化人力资源使用的同时,将人力资源最佳地分配给任务。该人力资源分配问题(hRAP)除了普通约束外,还具有两种特殊约束,即操作优先级和技能约束。为了解决多个目标和特殊约束,我们首先将此hRAP设计为一个网络问题,然后提出了一种基于Pareto多阶段决策的遗传算法(P-mdGA)来解决该问题。在P-mdGA的进化过程中,使用了一种称为广义基于Pareto的尺度独立适应度函数方法的Pareto评估程序来评估解决方案。另外,为了提高P-mdGA的性能,我们使用模糊逻辑控制器对遗传参数进行微调。最后,为了证明该方法的适用性并评估该方法的性能,将P-mdGA用于解决酒店的案例研究,在该案例中,管理人员通常需要有用的自动支持,才能有效地将酒店员工分配到酒店任务中。

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