Predicting the quality of TIG butt welded joints using neural network models

References

• Radai , D . 1995 . “ ‘Possibilities of numerical analysis of weldability in design of processes’ ” . In ‘SAPR and expert systems in welding’ , 7 – 19 . Tula : Izvestiya TGTU .
   Google Scholar
• Volchenko , V N . 1987 . “ ‘Evaluating the quality of assembly and welding operations under zero gravity conditions’ ” . In ‘K E Tsiolkovskii and industrial publications in space’ , 68 – 74 . Moscow : Publ Institute of Education of the Academy of Sciences of the USSR .
   Google Scholar
• Sudnik , V A and Rybakov , A S . 1995 . “ ‘Programming facilities for designing the processes of argon arc welding on the basis of the model of weld formation’ ” . In ‘SAPR and expert systems in welding’ , 60 – 76 . Tula : Izvestiya TGTU .
   Google Scholar
• Gladkov , E A and Chernyshov , G G . 1981 . ‘Mathematical models for investigating, calculating and designing welding processes’ , Moscow : Publ N E Bauman Higher Technical School .
   Google Scholar
• Maloletkov , A V and de Ouden , G . ‘Synergetic features of pulsed TIG welding’ IIW Doc 212-880-95
   Google Scholar
• Tsai , N S and Eager , T W . 1983 . ‘Proc 2nd Int Conf on Modelling of Casting and Welding Processes’ . 1983 , Nenniker. pp. 322 – 328 .
   Google Scholar
• Tsai , N S and Eager , T W . 1983 . ‘Temperature fields produced by travelling distributed heat sources’ . Welding Journal , 62 ( 12 ) : 346s – 355s .
   Web of Science ®Google Scholar
• Gyura , L . 1994 . ‘The checking of welding technology by computer’ , 18 Paris : Computer Technology in Welding .
   Google Scholar
• Dorn , L and Wu , C S . 1994 . ‘Modelling the surface depression of full-penetrated TIG molten pools’ , 51 Paris : Computer Technology in Welding .
   Google Scholar
• Bjorkelund , M . 1986 . ‘True seam tracker for arc welding’ . ‘Proc 16th Int Symp on Industrial Robots’ . 1986 , Brussels. pp. 697 – 706 .
   Google Scholar
• Mills , K C and Keene , B J . 1990 . ‘Factors affecting variable weld penetration’ . International Materials Reviews , 35 ( 4 ) : 185 – 216 .
   Web of Science ®Google Scholar
• Lippman , R P . 1987 . ‘An introduction to computing with neural networks’ . IEEE ASSP Magazine , : 16 – 17 . (4)
   Google Scholar
• Rumelhart , D E and Hinton , G E . 1985 . “ ‘Learning internal representations by error propagation’ ” . In ‘Parallel distributed processing: explorations in the microstructure of cognition’ , Vol. 1 , Publ MIT Press .
   Google Scholar
• Rock , A and Xu , X . 1987 . ‘Investigation of an artificial neural system for a computerised welding vision system’ . IEEE ASSP Magazine , : 16 – 17 . (4)
   Google Scholar
• Plaut , D C and Nowlan , S J . 1986 . ‘Experiments on learning by back-propagation’ , Pittsburgh : Carnegie-Mellon University .
   Google Scholar
• Gladkov , E A and Perkovskii , R A . 1995 . “ ‘Computer control of the quality of VIG/MIG welding using a P3S camera’ ” . In ‘SAPR and expert systems in welding’ , 135 – 140 . Tula : Izvestiya TGTU .
   Google Scholar
• Gladkov , E A . 1995 . ‘Evaluating experimental data using expert systems of the neural network type’ . Svar Proiz , : 31 – 34 . (3)
   Google Scholar
• Omar , A A and Lundin , C D . 1979 . ‘Pulsed plasma-pulsed GTA arc: study of the process variables’ . Welding Journal , 58 ( 4 ) : 97s – 105s .
   Web of Science ®Google Scholar
• Gladkov , E A . 1995 . “ ‘Adaptation of welding equipment to chances in the position and geometry of the joint’ ” . In ‘Current problems and achievements in the field of welding, allied technologies and equipment’ , 31 – 35 . Publ St Petersburg .
   Google Scholar