메뉴 건너뛰기




Volumn 21, Issue 6, 2010, Pages 657-663

Creep feed grinding optimization by an integrated GA-NN system

Author keywords

Artificial neural network; Creep feed grinding; Genetic algorithm; Optimization; Surface grinding

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BP MODEL; BP NETWORKS; BP NEURAL NETWORKS; CREEP FEED GRINDING; DEPTH OF CUT; EXPERIMENTAL VALUES; GRINDING CONDITIONS; METAL REMOVAL RATE; OPTIMAL PARAMETER; OPTIMAL PROCESS; OPTIMIZATION PROCESS; SCALED CONJUGATE GRADIENT ALGORITHM; SURFACE GRINDING; WHEEL MATERIAL; WHEEL SPEED; WORKPIECE LENGTH; WORKPIECE MATERIALS; WORKPIECE SPEED;

EID: 78650179955     PISSN: 09565515     EISSN: 15728145     Source Type: Journal    
DOI: 10.1007/s10845-009-0243-4     Document Type: Article
Times cited : (59)

References (22)
  • 1
    • 37049001016 scopus 로고    scopus 로고
    • Modeling of surface roughness in precision machining of metal matrix composites using ANN
    • DOI 10.1016/j.jmatprotec.2007.04.121, PII S0924013607004748
    • A.C. Basheer U.A. Dabade S.S. Joshi V.V. Bhanuprasad V.M. Gadre 2008 Modeling of surface roughness in precision machining of metal matrix composites using ANN Journal of Materials Processing Technology 197 439 444 10.1016/j.jmatprotec.2007.04.121 10.1016/j.jmatprotec.2007.04.121 (Pubitemid 350251127)
    • (2008) Journal of Materials Processing Technology , vol.197 , Issue.1-3 , pp. 439-444
    • Basheer, A.C.1    Dabade, U.A.2    Joshi, S.S.3    Bhanuprasad, V.V.4    Gadre, V.M.5
  • 3
    • 2942604503 scopus 로고    scopus 로고
    • Neural network modeling and parameters optimization of increased explosive electrical discharge grinding (IEEDG) process for large area polycrystalline diamond
    • 10.1016/j.jmatprotec.2003.10.032
    • F. Cao Q. Zhang 2004 Neural network modeling and parameters optimization of increased explosive electrical discharge grinding (IEEDG) process for large area polycrystalline diamond Journal of Materials processing technology 149 106 111 10.1016/j.jmatprotec.2003.10.032
    • (2004) Journal of Materials Processing Technology , vol.149 , pp. 106-111
    • Cao, F.1    Zhang, Q.2
  • 4
    • 42949106000 scopus 로고    scopus 로고
    • A study on surface roughness in abrasive waterjet machining process using artificial neural networks and regression analysis method
    • DOI 10.1016/j.jmatprotec.2007.10.024, PII S0924013607009168
    • U. Caydas A. Hascalik 2008 A study on surface roughness in abrasive Waterjet machining process using artificial neural networks and regression analysis method Journal of Materials Processing Technology 202 574 582 10.1016/j.jmatprotec.2007.10.024 10.1016/j.jmatprotec.2007.10.024 (Pubitemid 351615588)
    • (2008) Journal of Materials Processing Technology , vol.202 , Issue.1-3 , pp. 574-582
    • Caydas, U.1    Hascalik, A.2
  • 5
    • 0032003574 scopus 로고    scopus 로고
    • Fuzzy logic and neural networks for design of process parameters: A grinding process application
    • 10.1080/002075498193804 10.1080/002075498193804
    • Y.T. Chen S.R.T. Kumara 1998 Fuzzy logic and neural networks for design of process parameters: A grinding process application International Journal of Production Research 36 2 395 415 10.1080/002075498193804 10.1080/002075498193804
    • (1998) International Journal of Production Research , vol.36 , Issue.2 , pp. 395-415
    • Chen, Y.T.1    Kumara, S.R.T.2
  • 6
    • 44749086674 scopus 로고    scopus 로고
    • Investigations into the effect of cutting conditions on surface roughness in turning of free steel by ANN models
    • 10.1016/j.jmatprotec.2007.11.082 10.1016/j.jmatprotec.2007.11.082
    • J.P. Davim V.N. Gaitonde S.R. Karnik 2008 Investigations into the effect of cutting conditions on surface roughness in turning of free steel by ANN models Journal of Materials Processing Technology 205 16 23 10.1016/j. jmatprotec.2007.11.082 10.1016/j.jmatprotec.2007.11.082
    • (2008) Journal of Materials Processing Technology , vol.205 , pp. 16-23
    • Davim, J.P.1    Gaitonde, V.N.2    Karnik, S.R.3
  • 7
    • 0031199590 scopus 로고
    • Force modeling and forecasting in creep feed grinding using improvedBP neural network
    • 10.1016/S0890-6955(96)00012-0 10.1016/S0890-6955(96)00012-0
    • K.H. Fuh S.B. Wang 1995 Force modeling and forecasting in creep feed grinding using improvedBP neural network International Journal of Machine Tools & Manufacture 37 1167 1178 10.1016/S0890-6955(96)00012-0 10.1016/S0890-6955(96)00012-0
    • (1995) International Journal of Machine Tools & Manufacture , vol.37 , pp. 1167-1178
    • Fuh, K.H.1    Wang, S.B.2
  • 8
    • 78650169631 scopus 로고    scopus 로고
    • Prediction of Surface roughness in creep feed grinding by Regression method
    • Isfahan, Iran
    • Ghoreishi, M., & Mirzamohammad, N. (2006). Prediction of Surface roughness in creep feed grinding by Regression method. 14th Conference, ISME2006, Isfahan, Iran.
    • (2006) 14th Conference, ISME2006
    • Ghoreishi, M.1    Mirzamohammad, N.2
  • 9
    • 20944437897 scopus 로고    scopus 로고
    • Neural modelling, control and optimisation of an industrial grinding process
    • DOI 10.1016/j.conengprac.2004.11.006, PII S0967066104002333
    • J.J. Govindhasamy S.F. Mcloone G.W. Irwin J.J. French R.P. Doyle 2005 Neural modeling, control and optimization of an industrial grinding process Control Engineering Practice 13 1243 1258 10.1016/j.conengprac.2004.11.006 10.1016/j.conengprac.2004.11.006 (Pubitemid 40870023)
    • (2005) Control Engineering Practice , vol.13 , Issue.10 , pp. 1243-1258
    • Govindhasamy, J.J.1    McLoone, S.F.2    Irwin, G.W.3    French, J.J.4    Doyle, R.P.5
  • 12
    • 0004063090 scopus 로고
    • Macmillan college publishing company New York
    • Haykin S. (1994) Neural network. Macmillan college publishing company, New York
    • (1994) Neural Network
    • Haykin, S.1
  • 13
    • 34249912918 scopus 로고    scopus 로고
    • Prediction of wear and surface roughness in electro-discharge diamond grinding
    • DOI 10.1016/j.jmatprotec.2007.03.032, PII S0924013607002749, Advances in Materials and Processing Technologies
    • S. Kumar S.K. Choudhury 2007 Prediction of wear and surface roughness in electro-discharge diamond grinding Journal of Materials Processing Technology 191 206 209 10.1016/j.jmatprotec.2007.03.032 10.1016/j.jmatprotec.2007.03.032 (Pubitemid 46873992)
    • (2007) Journal of Materials Processing Technology , vol.191 , Issue.1-3 , pp. 206-209
    • Kumar, S.1    Choudhury, S.K.2
  • 14
    • 44749087329 scopus 로고    scopus 로고
    • Study on prediction of surface quality in machining process
    • 10.1016/j.jmatprotec.2007.11.270 10.1016/j.jmatprotec.2007.11.270
    • C. Lu 2008 Study on prediction of surface quality in machining process Journal of Materials Processing Technology 205 439 450 10.1016/j.jmatprotec. 2007.11.270 10.1016/j.jmatprotec.2007.11.270
    • (2008) Journal of Materials Processing Technology , vol.205 , pp. 439-450
    • Lu, C.1
  • 15
    • 0028518773 scopus 로고
    • A neural network approach for grinding process: Modeling and optimization
    • 10.1016/0890-6955(94)90105-8 10.1016/0890-6955(94)90105-8
    • W.T. Liao L.J. Chen 1994 A neural network approach for grinding process: Modeling and optimization International Journal of Machine Tools & Manufacture 34 919 937 10.1016/0890-6955(94)90105-8 10.1016/0890-6955(94)90105-8
    • (1994) International Journal of Machine Tools & Manufacture , vol.34 , pp. 919-937
    • Liao, W.T.1    Chen, L.J.2
  • 16
    • 7544238854 scopus 로고    scopus 로고
    • Design of a genetic-fuzzy system to predict surface finish and power requirement in grinding
    • 10.1016/j.fss.2003.10.001 10.1016/j.fss.2003.10.001
    • A.K. Nandi D.K. Pratihar 2004 Design of a genetic-fuzzy system to predict surface finish and power requirement in grinding Fuzzy Sets and Systems 148 487 504 10.1016/j.fss.2003.10.001 10.1016/j.fss.2003.10.001
    • (2004) Fuzzy Sets and Systems , vol.148 , pp. 487-504
    • Nandi, A.K.1    Pratihar, D.K.2
  • 17
    • 0037424611 scopus 로고    scopus 로고
    • Artificial neural networks and genetic algorithms in QSAR
    • 10.1016/S0166-1280(02)00619-X
    • S.P. Niculescu 2003 Artificial neural networks and genetic algorithms in QSAR Journal of Molecular Structure 622 71 83 10.1016/S0166-1280(02)00619-X
    • (2003) Journal of Molecular Structure , vol.622 , pp. 71-83
    • Niculescu, S.P.1
  • 18
    • 0028735718 scopus 로고
    • Application of artificial intelligence in grinding
    • 10.1016/S0007-8506(07)60498-3 10.1016/S0007-8506(07)60498-3
    • W.B. Rowe 1994 Application of artificial intelligence in grinding Ann CIRP 43 521 531 10.1016/S0007-8506(07)60498-3 10.1016/S0007-8506(07)60498-3
    • (1994) Ann CIRP , vol.43 , pp. 521-531
    • Rowe, W.B.1
  • 20
    • 0036711749 scopus 로고    scopus 로고
    • A multi-objective genetic algorithm (GA) approach for optimization of surface grinding operations
    • DOI 10.1016/S0890-6955(02)00074-3, PII S0890695502000743
    • R. Saravanan P. Asokan S. Sachidanandam 2002 A multi-objective genetic algorithm (GA) approach for optimization of surface grinding operations International Journal of Machine Tools & Manufacture 42 1327 1334 10.1016/S0890-6955(02)00074-3 10.1016/S0890-6955(02)00074-3 (Pubitemid 35011240)
    • (2002) International Journal of Machine Tools and Manufacture , vol.42 , Issue.12 , pp. 1327-1334
    • Saravanan, R.1    Asokan, P.2    Sachidanandam, M.3
  • 21
    • 0026938576 scopus 로고
    • Neural network modeling and multi-objective optimization of creep feed grinding of super alloys
    • 10.1080/00207549208948164 10.1080/00207549208948164
    • G. Satyanarayanan I.J. Lin M.K. Chen 1992 Neural network modeling and multi-objective optimization of creep feed grinding of super alloys International Journal of Production Research 30 2421 2438 10.1080/ 00207549208948164 10.1080/00207549208948164
    • (1992) International Journal of Production Research , vol.30 , pp. 2421-2438
    • Satyanarayanan, G.1    Lin, I.J.2    Chen, M.K.3
  • 22
    • 43849109630 scopus 로고    scopus 로고
    • Evaluation of thrust force and surface roughness in drilling composite material using Taguchi analysis and neural network
    • 10.1016/j.jmatprotec.2006.04.126 10.1016/j.jmatprotec.2006.04.126
    • C.C. Tsao H. Hocheng 2008 Evaluation of thrust force and surface roughness in drilling composite material using Taguchi analysis and neural network Journal of Materials Processing Technology 203 342 348 10.1016/j.jmatprotec.2006.04.126 10.1016/j.jmatprotec.2006.04.126
    • (2008) Journal of Materials Processing Technology , vol.203 , pp. 342-348
    • Tsao, C.C.1    Hocheng, H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.