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A Stochastic Programming Approach for Cyclic Personnel Scheduling with Double Shift Requirement

机译:双班次需求的循环人员调度随机编程方法

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We study cyclic personnel scheduling with double shift requirement under demand uncertainty. The problem is formulated as a two-stage stochastic integer program with integer recourse. Solving it with commercial software CPLEX takes extended period of time. We explore an exact approach based on Benders decomposition technique and compare its performance to a heuristics approach based on genetic algorithm and a mip approach, solving the original problem by a commercial mip solver. A special solution method allow us to obtain optimal solutions to subproblems efficiently. This method are applicable to both exact and heuristic approaches which significantly accelerate overall solution process. Numerical results illustrate that the proposed approach, exact approach based on Benders decomposition technique, outperform the heuristics approach based on genetic algorithm and the CPLEX mip solver in all 16 instances.
机译:我们研究了在需求不确定性的双班需求下调度循环人员调度。 该问题被标记为具有整数追索的两阶段随机整数程序。 用商业软件CPLEX解决它需要延长的时间。 我们探讨了基于弯曲分解技术的精确方法,并将其对基于遗传算法的启发式方法和MIP方法进行了比较,通过商业MIP求解器解决原始问题。 特殊解决方案方法允许我们有效地为子问题获得最佳解决方案。 该方法适用于精确和启发式方法,可显着加速整体解决方案过程。 数值结果说明了所提出的方法,基于弯曲分解技术的精确方法,优于基于遗传算法的启发式方法和所有16个实例中的CPLEX MIP解决者。

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