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- 2017
考虑物料配送的飞机移动生产线调度问题优化
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Abstract:
摘要 以飞机移动生产线为实际背景,将作业装配过程调度抽象为资源受限项目调度问题并进行了扩展,引入物料配送与线边存储决策,以及相关能力约束等实际因素,建立了以装配总工期最小化为目标的数学模型。针对模型,设计了一种以遗传算法为框架的启发式算法,其中结合了解生成算法和局部优化搜索算法。在遗传算法较优的全局搜索能力下,通过SCRDS算法综合作业顺序、资源约束、配送能力、线边空间等因素,联合决策作业开始时间、物料配送时间和物料在线边空间的存储位置,提出了两作业间物料摆放位置调整的局部优化搜索算法,对作业开始时间和物料配送时间进行再优化,进一步缩短了装配总工期。利用标准算例库进行了数值实验,实验结果证明了模型与算法的有效性。
Abstract:This paper abstracted the scheduling of assembly process as a resource-constrained project scheduling problem in the background of aircraft moving assembly line, and decisions about material delivery and the storage of line-side material were introduced considering the capabilities, constraints and other practical factors. An integrating mathematical model with the objective of minimizing the makespan was established. A heuristic algorithm was proposed based on genetic algorithm framework, combining with solution generation algorithm and local optimization search algorithm. With the global searching advantages of genetic algorithm, a joint decision of start time, material delivery time and material storage position in line-side space for each job was made taking into account job sequence, resource constraints, delivery capability, line-side space and other factors through SCRDS algorithm. On this basis, a local optimization algorithm aiming at adjusting line-side material positions between two jobs was proposed to re-optimize the start time and material delivery time of jobs, which decreases the project duration further. Numerical experiments were carried out by using a standard example library and the results proved the validity of the model and algorithm.
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