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

机译:酒店管理案例中的人力资源分配问题解决方案

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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:这项研究的目的是将人力资源的最佳分配给任务,同时最大限度地减少每日总人力资源成本和平滑的人力资源使用情况。此人力资源分配问题(HRAP)具有除了普通的约束2种特殊的限制,即,操作的优先级和技能的约束。为了对付多目标和特殊的限制,首先我们设计的这个HRAP作为网络问题,然后提出一个帕累托基于多级决策的遗传算法(P-MDGA)来解决它。在P-MDGA,称为广义的基于帕累托规模无关的适应度函数方法帕累托评估程序的进化过程中用来评估解决方案。另外,为了提高P-MDGA的性能,我们使用微调遗传参数的模糊逻辑控制器。最后,为了证明适用性和评估了该方法的性能,P-MDGA应用于解决的情况下,研究在酒店,那里的管理人员通常需要酒店的工作人员有效地分配给酒店工作有帮助的自动支持。

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