SU Jun, WANG Bin. Modeling of wire electrical discharge machining processobject based on neural network[J]. Journal of Applied Optics, 2009, 30(5): 734-746.
Citation: SU Jun, WANG Bin. Modeling of wire electrical discharge machining processobject based on neural network[J]. Journal of Applied Optics, 2009, 30(5): 734-746.

Modeling of wire electrical discharge machining processobject based on neural network

More Information
  • This paper establishes a prediction model which reveals the relationship between machining parameters and the process object of wire electrical discharge machining using BP neural network method. Input of the BP network includes pulse width, pulse interval, peak current, servo voltage, workpiece thickness, and output includes machining efficiency, surface roughness. The network is trained by the samples to realize the prediction of process object. The results show that the model reflects the principle of machining process of the machine tool, realizes the prediction of the machining efficiency and surface roughness under specific conditions, and the maximum predictive error is less than 10%.
  • [1]许华宇,李明辉,彭颖红.模具加工过程的计算机仿真[J]. 中国机械工程, 1997,8(4):53-54.
    XU Hua-yu, LI Ming-hui, PENG Ying-hong. Computer simulation of mould processing[J]. China Mechanical Engineering, 1997,8(4):53-54. (in Chinese with an English abstract)
    [2]李明辉. 电火花加工理论基础[M].北京:国防工业出版社,1989.
    LI Ming-hui. Theoretical foundation for EDM[M]. Beijing: National Defense Industry Press, 1989. (in Chinese)
    [3]ANAND S, BATON R. Multi-objective optimization of electrical discharge machining process[J]. Microtech, 1990,6(2):33-36.
    [4]秦侠,雷蕾,姚小丽. 大气污染预测中提高BP网络泛化能力的方法[J]. 北京工业大学学报, 2007,33(8):849-851.
    QIN Xia, LEI Lei, YAO Xiao-li. The method of improving the generalization ability of BP network in air pollution prediction[J]. Journal of Beijing University of Technology, 2007,33(8):849-851. (in Chinese with an English abstract)
    [5]彭泽军, 陈辉, 王宝瑞. 基于神经网络的EDM工艺参数选择研究[J].模具工业, 2005(10):9-13.
    PENG Ze-jun, CHEN Hui, WANG Bao-rui. Study on EDM process parameters selection based on neural network[J]. Die & Mould Industry, 2005(10):9-13.(in Chinese with an English abstract)
    [6]楼乐明, 李明辉, 彭颖红. 电火花加工工艺效果建模[J].上海交通大学学报, 2000,34(3):299-301.
    LOU Le-ming, LI Ming-hui, PENG Ying-hong. Modeling of EDM technological effect[J]. Journal of Shanghai Jiaotong University, 2000,34(3):299-301. (in Chinese with an English abstract)
    [7]董长虹.Matlab神经网络与应用[M].北京:国防工业出版社,2005.
    DONG Chang-hong. Matlab neural network and application[M]. Beijing: National Defense Industry Press, 2005. (in Chinese)

Catalog

    Article views (2472) PDF downloads (1022) Cited by()

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return