DocumentCode
527702
Title
Intelligent neural network control system for gas metal arc welding
Author
Yu, Shi ; Weidong, Liang ; Cheng, Xue ; Ding, Fan ; Jianhong, Chen
Author_Institution
State Key Lab. of Ganus Adv. Non-ferrous Metal Mater., Lanzhou Univ. of Technol., Lanzhou, China
Volume
3
fYear
2010
fDate
10-12 Aug. 2010
Firstpage
1376
Lastpage
1379
Abstract
A neural network control system for keeping arc stability and decreasing the spatter during gas metal arc welding have been created. The characterization and relationship between arc sound and arc stability was studied. Tree kinds of neural network control constructions were presented. After simulated the static and dynamic performance in welding processes, it can be found that the error back propagating model neural network have better properties. The factors affecting the simulating results and the dynamic response quality have also been analyzed.
Keywords
arc welding; backpropagation; neurocontrollers; stability; arc stability; error back propagating model neural network; gas metal arc welding; intelligent neural network control system; sound stability; Artificial neural networks; Control systems; Electrostatic discharge; Integrated circuit modeling; Metals; Process control; Welding; GMAW; NN control system; arc sounds;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location
Yantai, Shandong
Print_ISBN
978-1-4244-5958-2
Type
conf
DOI
10.1109/ICNC.2010.5583868
Filename
5583868
Link To Document