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Volumn 36, Issue 3-4, 2008, Pages 237-248

Online qualitative nugget classification by using a linear vector quantization neural network for resistance spot welding

Author keywords

Learning vector quantization; Nugget quality classification; Spot welding

Indexed keywords

DYNAMIC ANALYSIS; ELECTRIC CURRENT CONTROL; NEURAL NETWORKS; VECTOR QUANTIZATION;

EID: 39049105464     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-006-0835-5     Document Type: Article
Times cited : (45)

References (22)
  • 2
    • 33947276153 scopus 로고    scopus 로고
    • Ultrasonic examination of resistance spot welds
    • Doyum AB, Sonat M (2003) Ultrasonic examination of resistance spot welds. Journal of Nondestructive Testing (NDT) vol 8, issue 12. Available online at http://www.ndt.net/v08n12.htm )
    • (2003) Journal of Nondestructive Testing (NDT) , vol.8 , Issue.12
    • Doyum, A.B.1    Sonat, M.2
  • 3
    • 0347504540 scopus 로고    scopus 로고
    • A study on using scanning acoustic microscopy and neural network techniques to evaluate the quality of resistance spot welding
    • 9-10
    • Lee H-T, Wang M, Maev R, Maeva E (2003) A study on using scanning acoustic microscopy and neural network techniques to evaluate the quality of resistance spot welding. Int J Adv Manuf Technol 22(9-10):727-732
    • (2003) Int J Adv Manuf Technol , vol.22 , pp. 727-732
    • Lee, H.-T.1    Wang, M.2    Maev, R.3    Maeva, E.4
  • 4
    • 0041861423 scopus 로고    scopus 로고
    • Advances in resistance welding for body-in-white
    • 2
    • Rooks B (2003) Advances in resistance welding for body-in-white. Assem Autom 23(2):159-162
    • (2003) Assem Autom , vol.23 , pp. 159-162
    • Rooks, B.1
  • 5
    • 0036713478 scopus 로고    scopus 로고
    • Investigation of monitoring systems for resistance spot welding
    • 9
    • Chien C-S, Kannatey-Asibu E Jr (2002) Investigation of monitoring systems for resistance spot welding. Weld J 81(9):195-199
    • (2002) Weld J , vol.81 , pp. 195-199
    • Chien, C.-S.1    Kannatey-Asibu Jr, E.2
  • 6
    • 0029713985 scopus 로고    scopus 로고
    • An experimental study of resistance spot welding in 1 mm thick sheet of low carbon steel
    • 4
    • De A, Gupta O, Dorn L (1996) An experimental study of resistance spot welding in 1 mm thick sheet of low carbon steel. Proc Inst Mech Eng B-J Eng Manuf 210(4):341-347
    • (1996) Proc Inst Mech Eng B-J Eng Manuf , vol.210 , pp. 341-347
    • De, A.1    Gupta, O.2    Dom, L.3
  • 7
    • 0027271578 scopus 로고
    • Influence of the mechanical properties of resistance welding machines on the quality of spot welding
    • Dorn L, Xu P (1993) Influence of the mechanical properties of resistance welding machines on the quality of spot welding. Welding Cutting 1:12-16
    • (1993) Welding Cutting , vol.1 , pp. 12-16
    • Dorn, L.1    Xu, P.2
  • 8
    • 0023564064 scopus 로고
    • Measurement of dynamic electrical and mechanical properties of resistance spot welds
    • 12
    • Gedeon SA, Sorenson CD, Ulrich KT, Eager TW (1987) Measurement of dynamic electrical and mechanical properties of resistance spot welds. Weld J 66(12):378-385
    • (1987) Weld J , vol.66 , pp. 378-385
    • Gedeon, S.A.1    Sorenson, C.D.2    Ulrich, K.T.3    Eager, T.W.4
  • 9
    • 0025226410 scopus 로고
    • Investigations on the influence of the mechanical properties of spot welding tongs on the welding process
    • 1
    • Hahn O, Budde L, Hanitzsch D (1990) Investigation on the influence of the mechanical properties of spot welding tongs on the welding process. Welding Cutting 42(1):17-21
    • (1990) Welding Cutting , vol.42 , pp. 17-21
    • Hahn, O.1    Budde, L.2    Hanitzsch, D.3
  • 10
    • 1842588345 scopus 로고    scopus 로고
    • Expulsion detection system for resonance spot welding based on a neural network
    • 3
    • Podrzaj P, Polajnar I, Diaci J, Kariz Z (2004) Expulsion detection system for resonance spot welding based on a neural network. Meas Sci Technol 15(3):592-598
    • (2004) Meas Sci Technol , vol.15 , pp. 592-598
    • Podrzaj, P.1    Polajnar, I.2    Diaci, J.3    Kariz, Z.4
  • 11
    • 0024680574 scopus 로고
    • A proportional-integral controller for resistance spot welding using nugget expansion
    • 2
    • Chang HS, Cho YJ, Choi SG, Cho HS (1989) A proportional-Integral Controller for resistance spot welding using nugget expansion. J Dyn Syst Meas Control-Trans ASME 111(2):332-336
    • (1989) J Dyn Syst Meas Control-Trans ASME , vol.111 , pp. 332-336
    • Chang, H.S.1    Cho, Y.J.2    Choi, S.G.3    Cho, H.S.4
  • 13
    • 21944447766 scopus 로고    scopus 로고
    • Controlling resistance spot welding using neural network and fuzzy logic
    • 1
    • Jou M, Li CJ, Messler RW (1998) Controlling resistance spot welding using neural network and fuzzy logic. Sci Technol Weld Join 3(1):42-50
    • (1998) Sci Technol Weld Join , vol.3 , pp. 42-50
    • Jou, M.1    Li, C.J.2    Messler, R.W.3
  • 14
    • 0000124826 scopus 로고
    • Analysis and development of a real-time control methodology in resistance spot welding
    • 12
    • Tsai CL, Dai WL, Dickinson DW, Papritan JC (1991) Analysis and development of a real-time control methodology in resistance spot welding. Weld J 70(12):S339-S351
    • (1991) Weld J , vol.70
    • Tsai, C.L.1    Dai, W.L.2    Dickinson, D.W.3    Papritan, J.C.4
  • 15
    • 0019031798 scopus 로고
    • Characterization of spot welding behavior by dynamic electrical parameter monitoring
    • 6
    • Dickinson DW, Franklin JE, Stanya A (1980) Characterization of spot welding behavior by dynamic electrical parameter monitoring. Weld J 59(6):S170-S176
    • (1980) Weld J , vol.59
    • Dickinson, D.W.1    Franklin, J.E.2    Stanya, A.3
  • 16
    • 0034250251 scopus 로고    scopus 로고
    • New technology for measuring dynamic resistance and estimating strength in resistance spot welding
    • 8
    • Cho Y, Rhee S (2000) New technology for measuring dynamic resistance and estimating strength in resistance spot welding. Meas Sci Technol 11(8):1173-1178
    • (2000) Meas Sci Technol , vol.11 , pp. 1173-1178
    • Cho, Y.1    Rhee, S.2
  • 17
    • 0042371712 scopus 로고    scopus 로고
    • A quality assurance technique for resistance spot welding using a neuro-fuzzy algorithm
    • 5
    • Lee SR, Choo YJ, Lee TY, Kim MH, Choi SK (2001) A quality assurance technique for resistance spot welding using a neuro-fuzzy algorithm. J Manuf Syst 20(5):320-328
    • (2001) J Manuf Syst , vol.20 , pp. 320-328
    • Lee, S.R.1    Choo, Y.J.2    Lee, T.Y.3    Kim, M.H.4    Choi, S.K.5
  • 18
    • 9744232867 scopus 로고    scopus 로고
    • Quality evaluation by classification of electrode force patterns in the resistance spot welding process using neural networks
    • 11
    • Park YJ, Cho H (2004) Quality evaluation by classification of electrode force patterns in the resistance spot welding process using neural networks. Proc Inst Mech Eng B-J Eng Manuf 218(11):1513-1524
    • (2004) Proc Inst Mech Eng B-J Eng Manuf , vol.218 , pp. 1513-1524
    • Park, Y.J.1    Cho, H.2
  • 20
    • 39049105852 scopus 로고    scopus 로고
    • United States Patent 6215086
    • Nishiwaki Y, Endo Y (2001) Resistance welding controller. United States Patent 6215086. Available online at http://www.freepatentsonline.com/6215086. html
    • (2001) Resistance Welding Controller
    • Nishiwaki, Y.1    Endo, Y.2
  • 21
    • 0031634012 scopus 로고    scopus 로고
    • Application of artificial intelligence techniques to resistance spot welding
    • 3
    • Brown JD, Rodd MG, Williams NT (1998) Application of artificial intelligence techniques to resistance spot welding. Ironmak Steelmak 25(3):199-215
    • (1998) Ironmak Steelmak , vol.25 , pp. 199-215
    • Brown, J.D.1    Rodd, M.G.2    Williams, N.T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.