메뉴 건너뛰기




Volumn 14, Issue 4, 2005, Pages 337-344

The optimisation of neural network parameters using Taguchi's design of experiments approach: An application in manufacturing process modelling

Author keywords

DoE; Manufacturing process; Neural networks; Taguchi

Indexed keywords


EID: 27744515720     PISSN: 09410643     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00521-005-0470-3     Document Type: Article
Times cited : (68)

References (29)
  • 1
    • 0004368739 scopus 로고
    • Learning from Hints
    • Abu-Mostafa YS (1994) Learning from Hints. J Complex 10:165-178
    • (1994) J Complex , vol.10 , pp. 165-178
    • Abu-Mostafa, Y.S.1
  • 3
    • 0032034787 scopus 로고    scopus 로고
    • Improving the process quality using statistical design of experiments: A case study
    • Antony J, Roy RK (1999) Improving the process quality using statistical design of experiments: A case study. Quality Assurance 6:87-95
    • (1999) Quality Assurance , vol.6 , pp. 87-95
    • Antony, J.1    Roy, R.K.2
  • 4
    • 0032670338 scopus 로고    scopus 로고
    • Reducing manufacturing process variability using experimental design technique: A case study
    • Antony J, Hughes M, Kaye M (1999) Reducing manufacturing process variability using experimental design technique: A case study. Integrated Manuf Syst 10(3):162-169
    • (1999) Integrated Manuf Syst , vol.10 , Issue.3 , pp. 162-169
    • Antony, J.1    Hughes, M.2    Kaye, M.3
  • 5
    • 0000334686 scopus 로고
    • How to develop neural-network applications
    • Bailey D, Thompson D (1990) How to develop neural-network applications. AI Expert 6:38-47
    • (1990) AI Expert , vol.6 , pp. 38-47
    • Bailey, D.1    Thompson, D.2
  • 7
    • 0033726694 scopus 로고    scopus 로고
    • Combining a neural network with a genetic algorithm for process parameter optimisation
    • Cook DF, Ragsdale CT, Major RL (2000) Combining a neural network with a genetic algorithm for process parameter optimisation. Eng Appl Artif Intell 13:391-396
    • (2000) Eng Appl Artif Intell , vol.13 , pp. 391-396
    • Cook, D.F.1    Ragsdale, C.T.2    Major, R.L.3
  • 8
    • 0037447823 scopus 로고    scopus 로고
    • Impact of modelling parameters on the prediction of cheese moisture using neural networks
    • Jimenez-Marquez SA, Lacroix C, Thibault J (2003) Impact of modelling parameters on the prediction of cheese moisture using neural networks. Comput Chem Eng 27:631-646
    • (2003) Comput Chem Eng , vol.27 , pp. 631-646
    • Jimenez-Marquez, S.A.1    Lacroix, C.2    Thibault, J.3
  • 9
    • 0029278204 scopus 로고
    • Optimal design of neural networks using the Taguchi method
    • Khaw JFC, Lim BS, Lim LEN (1995) Optimal design of neural networks using the Taguchi method. Neurocomputing 7:225-245
    • (1995) Neurocomputing , vol.7 , pp. 225-245
    • Khaw, J.F.C.1    Lim, B.S.2    Lim, L.E.N.3
  • 10
    • 2942622491 scopus 로고    scopus 로고
    • Robust design of multilayer feedforward neural networks: An experimental approach
    • Kim YS, Yum BJ (2004) Robust design of multilayer feedforward neural networks: an experimental approach. Eng Appl Artif Intell
    • (2004) Eng Appl Artif Intell
    • Kim, Y.S.1    Yum, B.J.2
  • 11
    • 0001197352 scopus 로고    scopus 로고
    • Applications of artificial neural networks in management science: A survey
    • Krycha K A, Wagner U (1999) Applications of artificial neural networks in management science: a survey. J Retailing Consumer Services 6:185-203
    • (1999) J Retailing Consumer Services , vol.6 , pp. 185-203
    • Krycha, K.A.1    Wagner, U.2
  • 13
    • 0034287621 scopus 로고    scopus 로고
    • Neural network based approach for optimization of industrial chemical processes
    • Nascimento CAO, Giudici R, Guardani R (2000) Neural network based approach for optimization of industrial chemical processes. Comput Chem Eng 24:2303-2314
    • (2000) Comput Chem Eng , vol.24 , pp. 2303-2314
    • Nascimento, C.A.O.1    Giudici, R.2    Guardani, R.3
  • 15
    • 0034313880 scopus 로고    scopus 로고
    • Optimizing the parameters of multilayered feedforward neural networks through Taguchi design of experiments
    • Packianather MS, Drake PR, Rowlands H (2000) Optimizing the parameters of multilayered feedforward neural networks through Taguchi design of experiments. Quality Reliability Eng Int 16:461-473
    • (2000) Quality Reliability Eng Int , vol.16 , pp. 461-473
    • Packianather, M.S.1    Drake, P.R.2    Rowlands, H.3
  • 18
    • 0029341720 scopus 로고
    • Using Taguchi's method for experimental design to control errors in layered perceptrons
    • Peterson GE, Clair DC St., Aylward SR, Bond WE (1995) Using Taguchi's method for experimental design to control errors in layered perceptrons. IEEE Trans Neural Networks 6(4):949-961
    • (1995) IEEE Trans Neural Networks , vol.6 , Issue.4 , pp. 949-961
    • Peterson, G.E.1    Clair, D.C.St.2    Aylward, S.R.3    Bond, W.E.4
  • 19
    • 14844354357 scopus 로고    scopus 로고
    • The training of neural networks to model manufacturing processes
    • Sukthomya W, Tannock JDT (2005) The training of neural networks to model manufacturing processes. J Intell Manufact 16(1)
    • (2005) J Intell Manufact , vol.16 , Issue.1
    • Sukthomya, W.1    Tannock, J.D.T.2
  • 22
    • 0026945242 scopus 로고
    • Neural networks applications in manufacturing processes
    • Udo GJ (1992) Neural networks applications in manufacturing processes. Comput Industrial Eng 23(1-4);97-100
    • (1992) Comput Industrial Eng , vol.23 , Issue.1-4 , pp. 97-100
    • Udo, G.J.1
  • 23
    • 0042514536 scopus 로고
    • Applications of neural networks in manufacturing management systems
    • Udo GJ, Gupta YP (1994) Applications of neural networks in manufacturing management systems. Prod Plan Control 5(3):258-270
    • (1994) Prod Plan Control , vol.5 , Issue.3 , pp. 258-270
    • Udo, G.J.1    Gupta, Y.P.2
  • 24
    • 2042515742 scopus 로고    scopus 로고
    • Neural networks in business: A survey of applications (1992-1998)
    • Vellido A, Lisboa PJG, Vaughan J (1999) Neural networks in business: a survey of applications (1992-1998). Expert Syst Appl 17:51-70
    • (1999) Expert Syst Appl , vol.17 , pp. 51-70
    • Vellido, A.1    Lisboa, P.J.G.2    Vaughan, J.3
  • 25
    • 0034634798 scopus 로고    scopus 로고
    • Process cost modelling using neural networks
    • Wang Q, Stockton DJ, Baguley P (2000) Process cost modelling using neural networks. Int J Prod Res 38(16):3811-3821
    • (2000) Int J Prod Res , vol.38 , Issue.16 , pp. 3811-3821
    • Wang, Q.1    Stockton, D.J.2    Baguley, P.3
  • 26
    • 0029525717 scopus 로고
    • Refining a neural network credit application vetting system with a genetic algorithm
    • Williamson AG (1995) Refining a neural network credit application vetting system with a genetic algorithm. J Micro-comput Appl 18(3):261-277
    • (1995) J Micro-comput Appl , vol.18 , Issue.3 , pp. 261-277
    • Williamson, A.G.1
  • 27
    • 0034045697 scopus 로고    scopus 로고
    • A bibliography of neural network business applications research: 1994-1998
    • Wong BK, Lai VS, Lam J (2000) A bibliography of neural network business applications research: 1994-1998. Comput Oper Res 27:1045-1076
    • (2000) Comput Oper Res , vol.27 , pp. 1045-1076
    • Wong, B.K.1    Lai, V.S.2    Lam, J.3
  • 29
    • 0000414908 scopus 로고
    • Applications of neural networks in manufacturing; a state-of-the-art survey
    • Zhang HC, Huang SH (1995) Applications of neural networks in manufacturing; a state-of-the-art survey. Int J Prod Res 33(3):705-728
    • (1995) Int J Prod Res , vol.33 , Issue.3 , pp. 705-728
    • Zhang, H.C.1    Huang, S.H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.