메뉴 건너뛰기




Volumn 31, Issue 1-2, 2006, Pages 24-36

Ground surface roughness prediction based upon experimental design and neural network models

Author keywords

Design of experiment; Grinding; Inputs of artificiel neural network; Prediction; Surface roughness

Indexed keywords

ALGORITHMS; BACKPROPAGATION; MATHEMATICAL MODELS; NEURAL NETWORKS; STATISTICAL TESTS; STEEL; SURFACE ROUGHNESS;

EID: 33750319478     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-005-0169-8     Document Type: Article
Times cited : (44)

References (34)
  • 1
    • 0021494505 scopus 로고
    • The effect of methods of cutting and grinding on sensitisation in surface layers on AISI 304 stainless steel
    • Majidi AP, Streicher MA (1984) The effect of methods of cutting and grinding on sensitisation in surface layers on AISI 304 stainless steel. National Assoc Corros Eng 40(9):445-458
    • (1984) National Assoc Corros Eng , vol.40 , Issue.9 , pp. 445-458
    • Majidi, A.P.1    Streicher, M.A.2
  • 2
    • 0035439718 scopus 로고    scopus 로고
    • Effects of surface preparation on pitting resistance, residual stress and stress corrosion cracking in austenitic stainless steels
    • Ben Rhouma A, Braham C, Fitzpatrick ME, Lédion J, Sidhom H (2001) Effects of surface preparation on pitting resistance, residual stress and stress corrosion cracking in austenitic stainless steels. J Mater Eng Perfor 10(5):507-514
    • (2001) J Mater Eng Perfor , vol.10 , Issue.5 , pp. 507-514
    • Ben Rhouma, A.1    Braham, C.2    Fitzpatrick, M.E.3    Lédion, J.4    Sidhom, H.5
  • 3
    • 0026985245 scopus 로고
    • Modelling and simulation of grinding process
    • Tönshoff HK, Peters J, Inasaki I, Paul T (1992) Modelling and simulation of grinding process. Ann CIRP 41(2):677-688
    • (1992) Ann CIRP , vol.41 , Issue.2 , pp. 677-688
    • Tönshoff, H.K.1    Peters, J.2    Inasaki, I.3    Paul, T.4
  • 4
    • 0031273049 scopus 로고    scopus 로고
    • A study on the machining-parameters optimization of wire electrical discharge machining
    • Lio YS, Huang JT, Su HC (1997) A study on the machining-parameters optimization of wire electrical discharge machining. J Mater Proc Technol 71:487-493
    • (1997) J Mater Proc Technol , vol.71 , pp. 487-493
    • Lio, Y.S.1    Huang, J.T.2    Su, H.C.3
  • 5
    • 0012469113 scopus 로고    scopus 로고
    • An experimental design for surface roughness and built-up edge formation in lathe dry turning
    • Thomas M, Beauchamp Y, Youssef A (1997) An experimental design for surface roughness and built-up edge formation in lathe dry turning. Int J Qual Sci 2(3):167-180
    • (1997) Int J Qual Sci , vol.2 , Issue.3 , pp. 167-180
    • Thomas, M.1    Beauchamp, Y.2    Youssef, A.3
  • 6
    • 0005280636 scopus 로고
    • Comparison of a full factorial experiment to fractional and Taguchi design in a lathe dry turning operation
    • Youssef YA (1994) Comparison of a full factorial experiment to fractional and Taguchi design in a lathe dry turning operation. Comput Ind Eng 27(1-4):59-62
    • (1994) Comput Ind Eng , vol.27 , Issue.1-4 , pp. 59-62
    • Youssef, Y.A.1
  • 7
    • 0033742870 scopus 로고    scopus 로고
    • Optimization of the electrical discharge machining process based on the Taguchi method with fuzzy logics
    • Lin JL, Wang KS, Yan BH, Tarng YS (2000) Optimization of the electrical discharge machining process based on the Taguchi method with fuzzy logics. J Mater Proc Technol 102:48-55
    • (2000) J Mater Proc Technol , vol.102 , pp. 48-55
    • Lin, J.L.1    Wang, K.S.2    Yan, B.H.3    Tarng, Y.S.4
  • 8
    • 0030733715 scopus 로고    scopus 로고
    • Estimation of residual stress induced by grinding using a fuzzy logic approach
    • Ali Y, Zhang LC (1997) Estimation of residual stress induced by grinding using a fuzzy logic approach. J Mater Proc Technol 63:875-880
    • (1997) J Mater Proc Technol , vol.63 , pp. 875-880
    • Ali, Y.1    Zhang, L.C.2
  • 9
    • 0033117056 scopus 로고    scopus 로고
    • In in-process surface recognition system based on neural networks in end milling cutting operations
    • Tsai Y-H. Chen C, Lou S-J (1999) In in-process surface recognition system based on neural networks in end milling cutting operations. Int J Mach Tools Manuf 39:583-605
    • (1999) Int J Mach Tools Manuf , vol.39 , pp. 583-605
    • Tsai, Y.-H.1    Chen, C.2    Lou, S.-J.3
  • 10
    • 0031233460 scopus 로고    scopus 로고
    • On-line prediction of surface finish and dimensional deviation in turning using neural network based sensor fusion
    • Azouzi R, Guillot M (1997) On-line prediction of surface finish and dimensional deviation in turning using neural network based sensor fusion. Int J Mach Tools Manuf 37(9):1201-1217
    • (1997) Int J Mach Tools Manuf , vol.37 , Issue.9 , pp. 1201-1217
    • Azouzi, R.1    Guillot, M.2
  • 11
    • 0028518773 scopus 로고
    • A neural network approach for grinding process: Modeling and optimization
    • Warren T, Chen LJ (1994) A neural network approach for grinding process: Modeling and optimization. Int J Mach Tools Manuf 34(7):919-937
    • (1994) Int J Mach Tools Manuf , vol.34 , Issue.7 , pp. 919-937
    • Warren, T.1    Chen, L.J.2
  • 13
    • 0035427810 scopus 로고    scopus 로고
    • Predictions on surface finish in electrical discharge machining based upon neural network models
    • Tsai KM, Wang PJ (2001) Predictions on surface finish in electrical discharge machining based upon neural network models. Int J Mach Tools Manuf 41:1385-1403
    • (2001) Int J Mach Tools Manuf , vol.41 , pp. 1385-1403
    • Tsai, K.M.1    Wang, P.J.2
  • 15
    • 0026881352 scopus 로고
    • Offline, multiresponse optimisation of electrochemical surface grinding by a multiobjective programming method
    • Ilhan RE, Sathyanarayanan G, Storer RH, Liao TW (1992) Offline, multiresponse optimisation of electrochemical surface grinding by a multiobjective programming method. Int J Mach Tools Manuf 32(3):435-451
    • (1992) Int J Mach Tools Manuf , vol.32 , Issue.3 , pp. 435-451
    • Ilhan, R.E.1    Sathyanarayanan, G.2    Storer, R.H.3    Liao, T.W.4
  • 16
    • 0008476385 scopus 로고    scopus 로고
    • Improving field performances by sequential experimentation: A successful case study in the chemical industry
    • Lopez-Alvarez T, Aguirre-Torres V (1997) Improving field performances by sequential experimentation: A successful case study in the chemical industry. Qual Eng 9(3):391-403
    • (1997) Qual Eng , vol.9 , Issue.3 , pp. 391-403
    • Lopez-Alvarez, T.1    Aguirre-Torres, V.2
  • 17
    • 0348089987 scopus 로고    scopus 로고
    • Simultaneous optimisation of machining parameters for dimensional instability components made of Inconel 718 alloy
    • Subhas K, Bhat R, Ramachandra K, Balakrishna HK (2000) Simultaneous optimisation of machining parameters for dimensional instability components made of Inconel 718 alloy. Trans ASME J Manuf Sci Eng 122:586-590
    • (2000) Trans ASME J Manuf Sci Eng , vol.122 , pp. 586-590
    • Subhas, K.1    Bhat, R.2    Ramachandra, K.3    Balakrishna, H.K.4
  • 18
    • 0033682689 scopus 로고    scopus 로고
    • An investigation into roller burnishing
    • El-Axir MH (2000) An investigation into roller burnishing. Int J Mach Tools Manuf 40:1455-1477
    • (2000) Int J Mach Tools Manuf , vol.40 , pp. 1455-1477
    • El-Axir, M.H.1
  • 20
    • 0033353384 scopus 로고    scopus 로고
    • The application of neural networks and statistical, methods to process design in metal forming
    • Kim DH, Kim DJ, Kim B (1999) The application of neural networks and statistical, methods to process design in metal forming. Int J Adv Manuf Technol 15:886-894
    • (1999) Int J Adv Manuf Technol , vol.15 , pp. 886-894
    • Kim, D.H.1    Kim, D.J.2    Kim, B.3
  • 21
    • 0033130996 scopus 로고    scopus 로고
    • Application of artificial neural network and Taguchi method to perform design in metal forming considering workability
    • Ko D-C, Kim D-H, Kim B-M (1999) Application of artificial neural network and Taguchi method to perform design in metal forming considering workability. Int J Mach Tools Manuf 39:771-785
    • (1999) Int J Mach Tools Manuf , vol.39 , pp. 771-785
    • Ko, D.-C.1    Kim, D.-H.2    Kim, B.-M.3
  • 22
    • 0032064128 scopus 로고    scopus 로고
    • Neural network in surface topography
    • Mainsah E, Ndumu DT (1998) Neural network in surface topography. Int J Mach Tools Manuf 38(5-6):591-598
    • (1998) Int J Mach Tools Manuf , vol.38 , Issue.5-6 , pp. 591-598
    • Mainsah, E.1    Ndumu, D.T.2
  • 23
  • 24
  • 27
    • 0027086407 scopus 로고
    • A neural network approach to the decision-making process for grinding operation
    • Sakakura M, Inasaki I (1991) A neural network approach to the decision-making process for grinding operation. Ann CIRP 41 (1):353-356
    • (1991) Ann CIRP , vol.41 , Issue.1 , pp. 353-356
    • Sakakura, M.1    Inasaki, I.2
  • 28
    • 0034651066 scopus 로고    scopus 로고
    • Modelling and optimisation of turning process for slender parts
    • Lin WS, Wang KS (2000) Modelling and optimisation of turning process for slender parts. Int J Prod Res 38(3):587-606
    • (2000) Int J Prod Res , vol.38 , Issue.3 , pp. 587-606
    • Lin, W.S.1    Wang, K.S.2
  • 29
    • 0019146886 scopus 로고
    • Off-line grinding optimisation with a micro-computer
    • Malkin S, Koran Y (1980) Off-line grinding optimisation with a micro-computer. Ann CIRP 29(1):213-215
    • (1980) Ann CIRP , vol.29 , Issue.1 , pp. 213-215
    • Malkin, S.1    Koran, Y.2
  • 31
    • 0010969261 scopus 로고
    • The surface roughness produced when austenitic stainless steel is ground by alumina wheels
    • Yossifon S (1982) The surface roughness produced when austenitic stainless steel is ground by alumina wheels. Ann CIRP 31 (1):225-228
    • (1982) Ann CIRP , vol.31 , Issue.1 , pp. 225-228
    • Yossifon, S.1
  • 33
    • 0016333371 scopus 로고
    • The significance of the chip thickness in grinding
    • Snoeys R, Peters J (1974) The significance of the chip thickness in grinding. Ann CIRP 23(2):227-237
    • (1974) Ann CIRP , vol.23 , Issue.2 , pp. 227-237
    • Snoeys, R.1    Peters, J.2
  • 34
    • 0029696084 scopus 로고    scopus 로고
    • On-line optimisation of internal plunge grinding
    • Xiao G, Malkin S (1996) On-line optimisation of internal plunge grinding. Ann CIRP 45(1):287-292
    • (1996) Ann CIRP , vol.45 , Issue.1 , pp. 287-292
    • Xiao, G.1    Malkin, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.