Modeling and analysis of resistance spot welding based on neural network

被引:0
|
作者
李海波
曹彪
机构
[1] SchoolofMechanicalandAutomotiveEngineering,SouthChinaUniversityofTechnology
关键词
D O I
暂无
中图分类号
TP183 [人工神经网络与计算]; TG453.9 [];
学科分类号
摘要
A numerical study on the multi-parameter control method based on nonlinear auto-regressive with exogenous input neural network(NARX) is presented here.Welding current was set as the input parameter;electrode displacement and dynamic resistance were set as the output parameters.The NARX model using these parameters was set up to simulate the multi-parameter resistance spot welding process.By comparing actual experimental data and NARX model output data,it was validated that the results from the model reflect the relationship between input parameter and output parameters correctly under the influence of many affecting factors.
引用
收藏
页码:57 / 62
页数:6
相关论文
共 50 条
  • [1] Neural network modeling of arc spot welding
    Cevik, Abdulkadir
    Kutuk, M. Akif
    Erklig, Ahmet
    Guzelbey, Ibrahim H.
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2008, 202 (1-3) : 137 - 144
  • [2] Computer diagnostics of resistance spot welding based on Hamming neural network
    Klimov, V. S.
    Klimov, A. S.
    Mkrtychev, S. V.
    INTERNATIONAL CONFERENCE: INFORMATION TECHNOLOGIES IN BUSINESS AND INDUSTRY, 2019, 1333
  • [3] Expulsion detection system for resistance spot welding based on a neural network
    Podrzaj, P
    Polajnar, I
    Diaci, J
    Kariz, Z
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2004, 15 (03) : 592 - 598
  • [4] Defect Recognition of Resistance Spot Welding Based on Artificial Neural Network
    Li Yongyan
    Zhao Weimin
    Xue Haitao
    Ding Jian
    SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING: THEORY AND PRACTICE, VOL 2, 2012, 115 : 423 - 430
  • [5] A Vision Inspection System for the Defects of Resistance Spot Welding Based on Neural Network
    Ye, Shaofeng
    Guo, Zhiye
    Zheng, Peng
    Wang, Lei
    Lin, Chun
    COMPUTER VISION SYSTEMS, ICVS 2017, 2017, 10528 : 161 - 168
  • [6] Neural network prediction of the shunt current in resistance spot welding
    张勇
    谢红霞
    滕辉
    白华
    鄢君辉
    汪帅兵
    China Welding, 2013, 22 (03) : 73 - 78
  • [7] Modeling of resistance spot welding process using nonlinear regression analysis and neural network approach on galvanized steel sheet
    Luo, Yi
    Li, Chuntian
    Xu, Huibin
    MATERIALS PROCESSING TECHNOLOGY, PTS 1-4, 2011, 291-294 : 823 - 828
  • [8] Artificial neural network-based resistance spot welding quality assessment system
    El Ouafi, A.
    Belanger, R.
    Methot, J. F.
    REVUE DE METALLURGIE-CAHIERS D INFORMATIONS TECHNIQUES, 2011, 108 (06): : 343 - 355
  • [9] Quality estimation of resistance spot welding of stainless steel based on BP neural network
    Wen, Jing
    Zhang, Xudong
    Xu, Guocheng
    Wang, Chunsheng
    Zhang, Xiaoqi
    He, Shu
    China Welding (English Edition), 2009, 18 (03): : 16 - 20
  • [10] Controlling resistance spot welding using neural network and fuzzy logic
    Jou, M
    Li, CJ
    Messler, RW
    SCIENCE AND TECHNOLOGY OF WELDING AND JOINING, 1998, 3 (01) : 42 - 50