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Dynamic dispatching for interbay material handling by using modified Hungarian algorithm and fuzzy-logic-based control

机译:改进的匈牙利算法和基于模糊逻辑的控制对海湾间物料的动态调度

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摘要

Semiconductor Wafer Fabrication System (SWFS) is one of the most complicate discrete processing systems in the world. As the wafer size grows from 200 to 300 mm and then to 450 mm in recent years, the interbay automated material handling system (AMHS) has been widely adopted. How to improve the overall efficiency of interbay material handling has therefore become a critical and urgent problem to be solved. However, the large-scale, dynamic and stochastic production environment significantly substantiates the complexity of the scheduling problem. Aiming to meet the demands of adaptive adjusting, efficient scheduling and multiple-objective optimization, a dynamic dispatching method based on modified Hungarian algorithm is proposed. The system parameters, including cassette due date, cassette waiting time, and system load are simultaneously considered, and furthermore the multi-parameters' weight coefficients are adjusted dynamically by using the fuzzy-logic-based control. Discrete event simulation models are constructed with the eM-Plant software to evaluate the proposed approach. Experimental results show that the proposed dynamic dispatching method improves the system efficiency in terms of mean delivery time, mean waiting time and so on. Meanwhile, the proposed dispatching method has a better comprehensive performance such as the robustness compared to conventional vehicle dispatching approaches.
机译:半导体晶圆制造系统(SWFS)是世界上最复杂的分立处理系统之一。近年来,随着晶圆尺寸从200毫米增加到300毫米,再到450毫米,海湾间自动材料处理系统(AMHS)已被广泛采用。因此,如何提高海湾间物料搬运的整体效率已成为亟待解决的关键和紧迫问题。但是,大规模,动态和随机的生产环境极大地证实了调度问题的复杂性。针对自适应调整,高效调度和多目标优化的需求,提出了一种基于改进的匈牙利算法的动态调度方法。同时考虑了系统参数,包括磁带到期日期,磁带等待时间和系统负载,此外,还使用基于模糊逻辑的控制来动态调整多参数的权重系数。使用eM-Plant软件构建离散事件仿真模型,以评估所提出的方法。实验结果表明,提出的动态调度方法在平均交付时间,平均等待时间等方面提高了系统效率。同时,与常规车辆调度方法相比,所提出的调度方法具有更好的综合性能,例如鲁棒性。

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