Heuristics for a Distributed Parallel Machine Assembly Scheduling Problem with eligibility constraints

Sara Hatami, Rubén Ruiz, C. Andrés-Romano
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引用次数: 7

Abstract

In this paper we study a production scheduling problem with production and assembly stages. There is a set of distributed identical factories, each one with a set of unrelated parallel machines at the production stage and a single assembly machine in the assembly stage. Jobs have to be assigned to one of the distributed factories and processed by one of the unrelated parallel machines. Processed jobs are assembled into final products through a defined assembly program in the assembly stage. This problem is referred to as the Distributed Parallel Machine Assembly Scheduling Problem or DPMASP. Minimizing the makespan of the products in the assembly stage is considered as the objective. Because of technological constraints, some factories are bit able to process some jobs and empty machines at factories are permitted. We present a mathematical model, four simple, fast and high performing heuristics to solve the considered problem. CPLEX and GUROBI as two state-ofthe- art commercial solvers are used to solve the mathematical model. Comprehensive computational experiments and ANOVA statistical analyses are performed to evaluate the performance of the proposed mathematical model and heuristics. Our results show that the mathematical model is able to solve moderatelysized instances and some of the heuristics report solutions that are very close to optimality in negligible CPU times.
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具有资格约束的分布式并联机床装配调度问题的启发式算法
本文研究了一个具有生产阶段和装配阶段的生产调度问题。存在一组分布相同的工厂,每个工厂在生产阶段有一组不相关的并行机,在装配阶段只有一台装配机。作业必须分配到一个分布式工厂,并由一个不相关的并行机器进行处理。在装配阶段,已加工的工件通过已定义的装配程序装配成最终产品。这个问题被称为分布式并行机器装配调度问题(DPMASP)。将产品在装配阶段的最大完工时间最小化作为目标。由于技术限制,一些工厂无法处理一些工作,工厂的空机器是允许的。我们提出了一个数学模型,四种简单、快速、高性能的启发式方法来解决所考虑的问题。采用CPLEX和GUROBI这两个最先进的商业求解器对数学模型进行求解。综合计算实验和方差分析统计分析进行了评估所提出的数学模型和启发式的性能。我们的结果表明,数学模型能够解决中等大小的实例,并且一些启发式报告的解决方案在可以忽略不计的CPU时间内非常接近最优性。
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