Weld appearance prediction with BP neural network improved by genetic algorithm during disk laser welding

作者: Yanxi Zhang , Xiangdong Gao , Seiji Katayama

DOI: 10.1016/J.JMSY.2014.10.005

关键词: Laser beam weldingArtificial neural networkMolten poolMetallurgyPrincipal component analysisWeldingRedundancy (engineering)Biological systemEngineeringDisk laser

摘要: … the high-power fiber laser welding of a thick plate at low welding speed with high-speed … laser welding were not studied. Recently, Zhang and Gao [11] applied an auxiliary diode laser …

参考文章(20)
M.J. Zhang, G.Y. Chen, Y. Zhou, S.C. Li, H. Deng, Observation of spatter formation mechanisms in high-power fiber laser welding of thick plate Applied Surface Science. ,vol. 280, pp. 868- 875 ,(2013) , 10.1016/J.APSUSC.2013.05.081
Xiangdong Gao, Deyong You, Seiji Katayama, Seam Tracking Monitoring Based on Adaptive Kalman Filter Embedded Elman Neural Network During High-Power Fiber Laser Welding IEEE Transactions on Industrial Electronics. ,vol. 59, pp. 4315- 4325 ,(2012) , 10.1109/TIE.2012.2193854
Xiang-Dong Gao, Yan-Xi Zhang, Prediction model of weld width during high-power disk laser welding of 304 austenitic stainless steel International Journal of Precision Engineering and Manufacturing. ,vol. 15, pp. 399- 405 ,(2014) , 10.1007/S12541-014-0350-9
Alexander F.H. Kaplan, Local absorptivity modulation of a 1 μm-laser beam through surface waviness Applied Surface Science. ,vol. 258, pp. 9732- 9736 ,(2012) , 10.1016/J.APSUSC.2012.06.020
Stjepan Oreski, Goran Oreski, Genetic algorithm-based heuristic for feature selection in credit risk assessment Expert Systems With Applications. ,vol. 41, pp. 2052- 2064 ,(2014) , 10.1016/J.ESWA.2013.09.004
Won-Ik Cho, Suck-Joo Na, Claus Thomy, Frank Vollertsen, Numerical simulation of molten pool dynamics in high power disk laser welding Journal of Materials Processing Technology. ,vol. 212, pp. 262- 275 ,(2012) , 10.1016/J.JMATPROTEC.2011.09.011
G. Campana, A. Ascari, A. Fortunato, G. Tani, Hybrid laser-MIG welding of aluminum alloys: The influence of shielding gases Applied Surface Science. ,vol. 255, pp. 5588- 5590 ,(2009) , 10.1016/J.APSUSC.2008.07.169
Xiangdong Gao, Deyong You, Seiji Katayama, Infrared image recognition for seam tracking monitoring during fiber laser welding Mechatronics. ,vol. 22, pp. 370- 380 ,(2012) , 10.1016/J.MECHATRONICS.2011.09.005
Liqiang Zhang, Rongji Wang, An intelligent system for low-pressure die-cast process parameters optimization The International Journal of Advanced Manufacturing Technology. ,vol. 65, pp. 517- 524 ,(2013) , 10.1007/S00170-012-4190-4