基于改进免疫遗传算法的加工工艺重构
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作者单位:

同济大学机械与能源工程学院

中图分类号:

TH162

基金项目:

上海市科技创新行动计划(15111105502), 上海市经信委产学研项目(沪CXY-2013-31)。


Reconfigurable Process Planning Based on Improved Immune Genetic Algorithm
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    摘要:

    针对产品生命周期内不同阶段市场需求量不同,通过添加或移除相应机床与装夹设备以满足其产能需求变化.针对某产品减产情况,基于抽调原则选择合适生产设备进行移除以适应产能需求;采用一种疫苗自动获取与动态更新的改进免疫遗传算法,通过对相应基因座上基因值的转移调整替代交叉变异算子,从而实现可转移操作在不同工位间的转移,并以瓶颈节拍时间最短和工位间不平衡度最小为目标函数,对原有加工工艺转移重构从而达到新构形下的工艺平衡与优化.最后通过实例分析与对比验证方法的有效性.

    Abstract:

    According to the demand changes from the competitive market, machine tools and other resources could be added or removed from manufacturing or assembling lines to meet different outputs. In the case of production reduction, appropriate equipment were selected and removed to change the capacity of the existing manufacturing line based on the removing principle. An improved immune genetic algorithm based on vaccine autonomous obtaining and updating was proposed, crossover and mutation operation in traditional genetic algorithm were changed to transfer and adjustment between different gene locations and transfer of operations between different stations can be realized. The objectives of reconfigurable process planning was to minimize the bottleneck cycle time and imbalance among stations. Finally, a cylinder block case was illustrated to verify the effectiveness of the given method.

    参考文献
    [1] Koren Y, Heisel U, Jovane F, et al. Reconfigurable manufacturing systems[J]. CIRP Annals-Manufacturing Technology, 1999, 48(2): 527-540.
    [2] Landers R G, Min B K, Koren Y. Reconfigurable machine tools[J]. CIRP Annals-Manufacturing Technology, 2001, 50(1): 269-274.
    [3] Spicer P, Koren Y, Shpitalni M, et al. Design principles for machining system configurations[J]. CIRP Annals-Manufacturing Technology, 2002, 51(1): 275-280.
    [4] Shabaka A I, ElMaraghy H A. Generation of machine configurations based on product features[J]. International Journal of Computer Integrated Manufacturing, 2007, 20(4): 355-369.
    [5] Shabaka A I, ElMaraghy H A. A model for generating optimal process plans in RMS[J]. International Journal of Computer Integrated Manufacturing, 2008, 21(2): 180-194.
    [6] Wang W, Koren Y. Scalability planning for reconfigurable manufacturing systems[J]. Journal of manufacturing systems, 2012, 31(2): 83-91.
    [7] ElMaraghy H A. Reconfigurable process plans for responsive manufacturing systems[M]//Digital enterprise technology. Springer US, 2007: 35-44.
    [8] Azab A, ElMaraghy H A. Mathematical modeling for reconfigurable process planning[J]. CIRP Annals-Manufacturing Technology, 2007, 56(1): 467-472.
    [9] Azab A, Perusi G, ElMaraghy H A, et al. Semi-generative macro-process planning for reconfigurable manufacturing [M]//Digital Enterprise Technology. Springer US, 2007: 251-258.
    [10] Azab A, ElMaraghy H. Sequential process planning: A hybrid optimal macro-level approach[J]. Journal of Manufacturing Systems, 2007, 26(3): 147-160.
    [11]楼洪梁, 杨将新, 林亚福,等. 单零件族可重构制造系统的生产能力优化设计[J]. 农业机械学报, 2007, 38(2):125-128.Lou Hongliang, Yang Jiangxin, Lin Yafu, et al.Optimal Capacity Dsign of Re-configurable Manufcturing System for Single Part Family[J]. TRANSACTIONS OF THE CHINESE SOCIETY FOR AGRICULTURAL MACHINERY, 2007, 38(2):125-128.
    [12]楼洪梁, 杨将新, 林亚福,等. 双零件族随机环境下可重构制造系统的生产能力设计[J]. 计算机集成制造系统, 2007, 13(1):13-17.LOU Hong-liang,YANG jiang-xin, LIN Ya-fu, et al. Capacity design of RMS for double product families under stochastic demand [J].Computer Intergrated Manufacturing Systems, 2007, 13(1):13-17.
    [13]段建国, 李爱平, 谢楠,等. 可重构制造系统生产能力扩展性重构方法[J]. 同济大学学报:自然科学版, 2012, 40(9):1357-1363.DUAN Jianguo, LI Aiping, XIE Nan, XU Liyun. Reconfiguration Method on Production Capacity Expansion in RMS [J].Journal of Tongji University (Natural Science), 2012, 40(9):1357-1363.
    [14] 韩学东, 洪炳熔, 孟伟. 基于疫苗自动获取与更新的免疫遗传算法[J]. 计算机研究与发展, 2005, 42(5): 740-745.Han Xuedong, Hong Bingrong, Meng Wei. An Immune Genetic Algorithm Based on Vaccine Autonomous Obtaining and Updating [J] Journal of Computer Research and Development, 2005, 42(5): 740-745.
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徐立云,刘伟,楼科文,李爱平.基于改进免疫遗传算法的加工工艺重构[J].同济大学学报(自然科学版),2016,44(6):0907~0914

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历史
  • 收稿日期:2015-06-29
  • 最后修改日期:2016-04-13
  • 录用日期:2015-12-21
  • 在线发布日期: 2016-07-08
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