A Column Generation Approach for Personnel Sched uling with Discrete Uncertain Requirements

Pattarapong Pakpoom, P. Charnsethikul
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引用次数: 5

Abstract

In this work, we model a personnel scheduling problem with uncertain demand as a two-stage stochastic integer program. The model is a large integer program with a large number of columns and constraints which creates difficulty for optimization process. We apply column generation method and Benders' decomposition technique to solve the problem. We test our proposed algorithm on some generated instances and obtain satisfying results showing improvement in obtaining good solutions quickly over solving MIP on GAMS with CPLEX solver.
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离散不确定需求下人员调度的列生成方法
本文将具有不确定需求的人员调度问题建模为两阶段随机整数规划。该模型是一个包含大量列和约束的大整数程序,这给优化过程带来了困难。我们采用柱生成法和Benders分解技术来解决这个问题。我们在一些生成的实例上测试了我们的算法,得到了令人满意的结果,表明与使用CPLEX求解器在GAMS上求解MIP相比,该算法在快速获得好的解方面有了改进。
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