Prediction of heating-line paths in induction heating process using the artificial neural network

被引:0
|
作者
Truong-Thinh Nguyen
Young-Soo Yang
Ki-Seong Kim
Chung-Min Hyun
机构
[1] Chonnam National University,Department of Mechanical Engineering
[2] Chonnam National University,Division of Mechanical and Automotive Engineering
[3] Samsung Heavy Industries Co.,undefined
[4] Ltd.,undefined
关键词
Back-propagation; Neural network; Induction heating; Line heating; Forming plate;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents the development of a back propagation neural network model for the prediction of heating-line positions in induction heating process. The vertical displacements of plate have been considered as the input parameters and the selected induction heating lines as output parameters to develop the model. The training patterns of neural network are obtained using an analytical solution that predicts plate deformations in induction heating process. The feasibility test reveals that the developed method can be used to determine the heating-line positions in line heating process.
引用
收藏
页码:105 / 113
页数:8
相关论文
共 50 条
  • [1] Prediction of Heating-Line Paths in Induction Heating Process using the Artificial Neural Network
    Nguyen, Truong-Thinh
    Yang, Young-Soo
    Kim, Ki-Seong
    Hyun, Chung-Min
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2011, 12 (01) : 105 - 113
  • [2] The Development of an Artificial Neural Network Model to Predict Heating-Line Positions for Plate Forming in Induction Heating Process
    Nguyen, Truong-Thinh
    Yang, Young-Soo
    Bae, Kang-Yul
    MECHANICS BASED DESIGN OF STRUCTURES AND MACHINES, 2009, 37 (02) : 201 - 227
  • [3] Prediction of deformations of steel plate by artificial neural network in forming process with induction heating
    Nguyen, Truong-Thinh
    Yang, Young-Soo
    Bae, Kang-Yul
    Choi, Sung-Nam
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2009, 23 (04) : 1211 - 1221
  • [4] Prediction of deformations of steel plate by artificial neural network in forming process with induction heating
    Truong-Thinh Nguyen
    Young-Soo Yang
    Kang-Yul Bae
    Sung-Nam Choi
    Journal of Mechanical Science and Technology, 2009, 23 : 1211 - 1221
  • [5] An artificial neural network system for heating-path prediction in induction heating process for concave curved surface forming
    Truong-Thinh Nguyen
    Young-Soo Yang
    Jae-Woong Kim
    International Journal of Precision Engineering and Manufacturing, 2014, 15 : 259 - 265
  • [6] An Artificial Neural Network System for Heating-Path Prediction in Induction Heating Process for Concave Curved Surface Forming
    Truong-Thinh Nguyen
    Yang, Young-Soo
    Kim, Jae-Woong
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2014, 15 (02) : 259 - 265
  • [7] Using Neural Network for predicting induction-heating paths in shipyard
    Truong-Thinh Nguyen
    Yang, Young-Soo
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT, VOL 2, 2009, : 134 - 138
  • [8] Using the artificial neural network to control the steam turbine heating process
    Nowak, Grzegorz
    Rusin, Andrzej
    APPLIED THERMAL ENGINEERING, 2016, 108 : 204 - 210
  • [9] Using the Artificial Neural Networks in the Modelling of the Induction Heating
    Wrobel, Joanna
    Kulawik, Adam
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2014 (ICNAAM-2014), 2015, 1648
  • [10] An artificial neural network system for predicting the deformation of steel plate in triangle induction heating process
    Truong-Thinh Nguyen
    Young-Soo Yang
    Jae-Woong Kim
    International Journal of Precision Engineering and Manufacturing, 2013, 14 : 551 - 557