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GA和BP神经网络在零件与机床成组中的应用

Application of GA and BP Neutral Networks in Part and Machine Grouping
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摘要 本文针对零件与加工机床成组的问题,以机床最大利用率为目标,基于遗传算法(GA)对零件进行聚类划分制造单元。采用BP神经网络建立了零件加工用机床和制造单元的成组模型。然后,采用遗传算法对一批零件进行聚类,利用BP网络成组模型对新零件与制造单元的成组进行了分析,实现了零件和制造单元的匹配,验证了该方法的可行性,对零件和机床的成组有重要意义。 Duing to problems of part and machine grouping, in order to acquire the maximum utilization of machine, this paper aims to divide the machine unit into several parts based on GA, and establish the grouping model of parts and machine by using BP neutral network.Then, a set of parts were divided by using GA, and the group of a new part and machine units was analyzed with BP grouping model, which realizes the matching of part and machine units and verifies the probability of this method.
作者 陈志刚
出处 《科技广场》 2012年第11期71-74,共4页 Science Mosaic
关键词 遗传算法 BP神经网络 零件成组 成组技术 Genetic Algorithm BP Neutral Network Parts Grouping Group Technology
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  • 1毛建忠,吴智铭.神经网络在成组技术方面的应用[J].上海交通大学学报,1996,30(4):137-142. 被引量:2
  • 2周杰,李果.成组技术在CAPP中的研究与应用[J].现代制造工程,2006(5):67-69. 被引量:5
  • 3高红,李双美,张凯,刘智峰.成组工艺和CAPP在编制工艺规程中的应用[J].机械设计与制造,2006(7):124-125. 被引量:2
  • 4郑君里 杨行峻.人工神经网络[M].北京:高等教育出版社,1992..
  • 5SANKHA D,KALYAN G,PAUL S.A neural network based methodology for machining operations selection in computer-aided process planning for rotationally symmetrical parts[J].Journal of Intelligent Manufacturing,2006,17:557-569.
  • 6SHAKERI M.Implementation of an automated operation planning and optimum operation sequencing and tool selection algorithms[J].Computers in Industry,2004,54:223-236.
  • 7YAHIA N B,FNAIECH F,ABID S.Manufacturing process planning application using artificial neural networks[J].IEEE SMC,2002,5:6.
  • 8WANG Jie,JIANG Yu-ming,YIN Guo-fu,et al.The research of CAPP based on AOS tree and ANN[C] // AMSMA'2000 International Conference.Guangzhou,China:[s.n.] ,2000:611-614.
  • 9SUNIL K,SINHA L,MIAN C,et al.Artificial neural network prediction models for soil compaction and permeability[J].Geotechnical and Geological Engineering,2008,26(1):47-64.
  • 10YI Jian-qiang,WANG Qian,ZHAO Dong-bin,et al.BP neural network prediction-based variable-period sampling approach for networked control systems[C] //Applied Mathematics and Computation,International Conference on Intelligent Computing.Hefei,China:[s.n.] ,2005:976-988.

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