Prediction of molten pool width with artificial neural network model

被引:1
|
作者
Wang, Teng [1 ]
Gao, Xiangdong [1 ]
机构
[1] Guangdong Univ Technol, Fac Electromech Engn, Guangzhou 510090, Guangdong, Peoples R China
来源
关键词
disk laser welding; molten pool width; prediction; BP neural network; QUALITY;
D O I
10.4028/www.scientific.net/AMR.482-484.2210
中图分类号
TB33 [复合材料];
学科分类号
摘要
Online monitoring of welding process has become necessary as the use of laser welding increases. In laser welding the molten pool width is one of the most important quality aspects. Metal plume and spatters are measured and used as signals for predicting the molten pool width. In this work, BP neural network model is established. The effectiveness of the model is demonstrated, the results show good agreements with corresponding experimental data.
引用
收藏
页码:2210 / 2213
页数:4
相关论文
共 50 条
  • [21] An Improved Artificial Neural Network Model for Flights Delay Prediction
    Shi, Tongyu
    Lai, Jinghan
    Gu, Runping
    Wei, Zhiqiang
    International Journal of Pattern Recognition and Artificial Intelligence, 2023, 35 (08):
  • [22] Ground Motion Prediction Model Using Artificial Neural Network
    Dhanya, J.
    Raghukanth, S. T. G.
    PURE AND APPLIED GEOPHYSICS, 2018, 175 (03) : 1035 - 1064
  • [23] An Improved Artificial Neural Network Model for Flights Delay Prediction
    Shi, Tongyu
    Lai, Jinghan
    Gu, Runping
    Wei, Zhiqiang
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2021, 35 (08)
  • [24] Prediction Model Based on an Artificial Neural Network for Rock Porosity
    Gamal, Hany
    Elkatatny, Salaheldin
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2022, 47 (09) : 11211 - 11221
  • [25] Milling wear prediction using an artificial neural network model
    Yau, Her-Terng
    Kuo, Ping-Huan
    Hong, Song-Wei
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 135
  • [26] Kick Prediction Method Based on Artificial Neural Network Model
    Zhao, Yulai
    Huang, Zhiqiang
    Xin, Fubin
    Qi, Guilin
    Huang, Hao
    ENERGIES, 2022, 15 (16)
  • [27] Prediction Model Based on an Artificial Neural Network for Rock Porosity
    Hany Gamal
    Salaheldin Elkatatny
    Arabian Journal for Science and Engineering, 2022, 47 : 11211 - 11221
  • [28] A Stock Market Prediction Model using Artificial Neural Network
    Abhishek, Kumar
    Khairwa, Anshul
    Pratap, Tej
    Prakash, Surya
    2012 THIRD INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION & NETWORKING TECHNOLOGIES (ICCCNT), 2012,
  • [29] A comprehensive artificial neural network model for gasification process prediction
    Ascher, Simon
    Sloan, William
    Watson, Ian
    You, Siming
    APPLIED ENERGY, 2022, 320
  • [30] Air pollution prediction by using an artificial neural network model
    Heidar Maleki
    Armin Sorooshian
    Gholamreza Goudarzi
    Zeynab Baboli
    Yaser Tahmasebi Birgani
    Mojtaba Rahmati
    Clean Technologies and Environmental Policy, 2019, 21 : 1341 - 1352