Prediction of Surface Roughness for HSM Based on BP Neural Network

被引:0
|
作者
Chen, Ying [1 ]
Sun, Yanhong [1 ]
Yang, Zhenwen [1 ]
Wu, Guangdong [1 ]
机构
[1] Jilin Engn Normal Univ, Coll Mech Engn, Changchun 130052, Jilin, Peoples R China
关键词
Surface roughness; BP neural network; Cutting parametres; 5-axis machine; Toroidal cutter;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A predictive model is presented for the surface roughness in high-speed milling of P1.2738 (plastic die steel) based on BP Neural network. The data for establishing the model is derived from the experiment conducted on a high-speed 5-axis machining center by factorial design of experiments. Compared with measured data and data from regression analysis, the result of prediction using BP neural network indicates its feasibility, which provides reference for the optimization of cutting parameters.
引用
收藏
页码:421 / 424
页数:4
相关论文
共 50 条
  • [41] Adaptive Network Traffic Prediction Algorithm based on BP Neural Network
    Zhang, Ming
    Lu, Yanhong
    INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2015, 8 (05): : 195 - 206
  • [42] Line Loss Prediction of Distribution Network Based on BP Neural Network
    Huang, Haoran
    SCIENTIFIC PROGRAMMING, 2022, 2022
  • [43] USAGE OF NEURAL NETWORK FOR THE PREDICTION OF SURFACE ROUGHNESS AFTER THE ROLLER BURNISHING
    Stankovic, I.
    Perinic, M.
    Jurkovic, Z.
    Mandic, V.
    Maricic, S.
    METALURGIJA, 2012, 51 (02): : 207 - 210
  • [44] Surface roughness and forces prediction of milling Inconel 718 with neural network
    Wiciak-Pikula, Martyna
    Felusiak, Agata
    Chwalczuk, Tadeusz
    Twardowski, Pawel
    2020 IEEE 7TH INTERNATIONAL WORKSHOP ON METROLOGY FOR AEROSPACE (METROAEROSPACE), 2020, : 260 - 264
  • [45] Neural network prediction of surface roughness in milling of AISI 1040 steel
    Topal, E. S.
    Sinanoglu, C.
    Gercekcioglu, E.
    Yildizli, K.
    JOURNAL OF THE BALKAN TRIBOLOGICAL ASSOCIATION, 2007, 13 (01): : 18 - 23
  • [46] Usage of neural network for the prediction of surface roughness after the roller burnishing
    Primjena neuronske mreže kod procjene površinske hrapavosti nakon završne obrade valjanjem
    Stanković, I., 2012, Faculty of Metallurgy (51):
  • [47] Surface roughness prediction in machining of cast polyamide using neural network
    Yilmaz, Serhat
    Arici, A. Armagan
    Feyzullahoglu, Erol
    NEURAL COMPUTING & APPLICATIONS, 2011, 20 (08): : 1249 - 1254
  • [48] Surface roughness prediction in machining of cast polyamide using neural network
    Serhat Yilmaz
    A. Armagan Arici
    Erol Feyzullahoglu
    Neural Computing and Applications, 2011, 20 : 1249 - 1254
  • [49] The Prediction of Shot Peening'S Surface Roughness with Premixed Water Jet Based On Neural Network
    Wang Ruihong
    Wang Chong
    Zhang Xiaomei
    FRONTIER IN FUNCTIONAL MANUFACTURING TECHNOLOGIES, 2010, 136 : 172 - 175
  • [50] Surface Roughness Prediction of High Speed Milling Based on Back Propagation Artificial Neural Network
    Hu, Jinping
    Li, Yan
    Zhang, Jingchong
    ADVANCED MANUFACTURING SYSTEMS, PTS 1-3, 2011, 201-203 : 696 - 699