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Volumn 46, Issue 9-12, 2010, Pages 957-967

Selection of optimum cutting condition of cobalt-based superalloy with GONNS

Author keywords

Artificial neural networks; CNC milling; Cutting forces; Genetic algorithm; GONN; Stellite 6; Surface milling; Surface roughness

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CNC MILLING; CUTTING FORCES; STELLITE 6; SURFACE MILLING;

EID: 77349091539     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-009-2165-x     Document Type: Article
Times cited : (20)

References (39)
  • 1
    • 0025514553 scopus 로고
    • The microstructure and galling wear of a laser-melted cobalt-base hardfacing alloy
    • 10.1016/0043-1648(90)90085-O
    • SC Agarwal H Ocken 1990 The microstructure and galling wear of a laser-melted cobalt-base hardfacing alloy Wear 140 223 233 10.1016/0043-1648(90) 90085-O
    • (1990) Wear , vol.140 , pp. 223-233
    • Agarwal, S.C.1    Ocken, H.2
  • 2
    • 0012219385 scopus 로고    scopus 로고
    • Properties and selection: Non-ferrous alloys and special-purpose materials 2 (10)
    • 1993 ASM Int., USA
    • Crook P (1993) Properties and selection: non-ferrous alloys and special-purpose materials 2 (10). Metals handbook, ASM Int., USA, 446
    • Metals Handbook , pp. 446
    • Crook, P.1
  • 5
    • 0031233012 scopus 로고    scopus 로고
    • Microstructure and phase analyses of Stellite plus 6 wt.% Mo alloy
    • 10.1016/S0924-0136(97)00027-7
    • V Kuzucu M Ceylan H Celik İ Aksoy 1997 Microstructure and phase analyses of Stellite plus 6 wt.% Mo alloy J Mater Process Technol 69 257 263 10.1016/S0924-0136(97)00027-7
    • (1997) J Mater Process Technol , vol.69 , pp. 257-263
    • Kuzucu, V.1    Ceylan, M.2    Celik, H.3
  • 6
    • 0032644980 scopus 로고    scopus 로고
    • Localized behavior of powder metallurgy processed cobalt-based alloy Stellite 6 in chloride environments
    • KE Mohamed MMA Gad AE Nassef AW El-Sayed 1999 Localized behavior of powder metallurgy processed cobalt-based alloy Stellite 6 in chloride environments Z Met kd 90 195 201
    • (1999) Z Met Kd , vol.90 , pp. 195-201
    • Mohamed, K.E.1    Gad, M.M.A.2    Nassef, A.E.3    El-Sayed, A.W.4
  • 7
    • 33746364528 scopus 로고    scopus 로고
    • The statistical modeling of surface roughness in high-speed flat end milling
    • DOI 10.1016/j.ijmachtools.2005.10.005, PII S0890695505002737
    • B Ozcelik M Bayramoglu 2006 The statistical modeling of surface roughness in high-speed flat end milling Int J Mach Tools Manuf 46 1395 1402 10.1016/j.ijmachtools.2005.10.005 (Pubitemid 44119146)
    • (2006) International Journal of Machine Tools and Manufacture , vol.46 , Issue.12-13 , pp. 1395-1402
    • Ozcelik, B.1    Bayramoglu, M.2
  • 8
    • 0033509101 scopus 로고    scopus 로고
    • Influence of the relative positions of tool and workpiece on tool life, tool wear and surface finish in the face milling process
    • DOI 10.1016/S0043-1648(99)00159-3, PII S0043164899001593
    • AE Diniz JC Filho 1999 Influence of the relative positions of tool and workpiece on tool life, tool wear and surface in the face milling process Wear 232 67 75 10.1016/S0043-1648(99)00159-3 (Pubitemid 30144482)
    • (1999) Wear , vol.232 , Issue.1 , pp. 67-75
    • Diniz, A.E.1    Filho, J.C.2
  • 9
    • 0004251244 scopus 로고    scopus 로고
    • Cambridge University Press New York
    • AltIntaş Y (2000) Manufacturing automation. Cambridge University Press, New York, pp 5-6
    • (2000) Manufacturing Automation , pp. 5-6
    • Altintaş, Y.1
  • 10
    • 0036497703 scopus 로고    scopus 로고
    • A chip formation based analytic force model for oblique cutting
    • DOI 10.1016/S0890-6955(01)00129-8, PII S0890695501001298
    • CE Bezce MA Elbestawi 2002 A chip formation based analytic force model for oblique cutting Int J Mach Tools Manuf 42 529 538 10.1016/S0890-6955(01) 00129-8 (Pubitemid 34040574)
    • (2002) International Journal of Machine Tools and Manufacture , vol.42 , Issue.4 , pp. 529-538
    • Becze, C.E.1    Elbestawi, M.A.2
  • 11
    • 2942690021 scopus 로고    scopus 로고
    • Impact of the cutting dynamics of small radial immersion milling operations on machined surface roughness
    • 10.1016/j.ijmachtools.2004.04.012
    • G Peigne H Paris D Brissaud A Gouskov 2004 Impact of the cutting dynamics of small radial immersion milling operations on machined surface roughness Int J Mach Tools Manuf 44 1133 1142 10.1016/j.ijmachtools.2004.04.012
    • (2004) Int J Mach Tools Manuf , vol.44 , pp. 1133-1142
    • Peigne, G.1    Paris, H.2    Brissaud, D.3    Gouskov, A.4
  • 12
    • 6344291710 scopus 로고    scopus 로고
    • Influence of radial and axial run outs on surface roughness in face milling with round insert cutting tools
    • 10.1016/j.ijmachtools.2004.06.007
    • P Franco M Estrems F Fuara 2004 Influence of radial and axial run outs on surface roughness in face milling with round insert cutting tools Int J Mach Tools Manuf 44 1555 1565 10.1016/j.ijmachtools.2004.06.007
    • (2004) Int J Mach Tools Manuf , vol.44 , pp. 1555-1565
    • Franco, P.1    Estrems, M.2    Fuara, F.3
  • 13
    • 8344290308 scopus 로고    scopus 로고
    • Effect of coolant strategy on tool performance, chip morphology and surface quality during high-speed machining of A356 aluminum alloy
    • 10.1016/j.ijmachtools.2004.07.003
    • HA Kishawy M Dumitrescu EG Ng MA Elbestawi 2005 Effect of coolant strategy on tool performance, chip morphology and surface quality during high-speed machining of A356 aluminum alloy Int J Mach Tools Manuf 45 219 227 10.1016/j.ijmachtools.2004.07.003
    • (2005) Int J Mach Tools Manuf , vol.45 , pp. 219-227
    • Kishawy, H.A.1    Dumitrescu, M.2    Ng, E.G.3    Elbestawi, M.A.4
  • 14
    • 10644249158 scopus 로고    scopus 로고
    • Performance of single Si3N4 and mixed Si3N4CPCBN wiper cutting tools applied to high speed face milling of cast iron
    • 10.1016/j.ijmachtools.2004.08.006
    • M de Souza SWF Jr SC Santosc AR Machadod 2005 Performance of single Si3N4 and mixed Si3N4CPCBN wiper cutting tools applied to high speed face milling of cast iron Int J Mach Tools Manuf 45 335 344 10.1016/j.ijmachtools.2004.08.006
    • (2005) Int J Mach Tools Manuf , vol.45 , pp. 335-344
    • De Souza, M.1    Jr, S.W.F.2    Santosc, S.C.3    MacHadod, A.R.4
  • 15
    • 0038218320 scopus 로고    scopus 로고
    • Identification of common sensory features for the control of CNC milling operations under varying cutting conditions
    • 10.1016/S0890-6955(03)00087-7
    • YM Ertakin Y Kwon TL Tseng 2003 Identification of common sensory features for the control of CNC milling operations under varying cutting conditions Int J Mach Tools Manuf 43 897 904 10.1016/S0890-6955(03)00087-7
    • (2003) Int J Mach Tools Manuf , vol.43 , pp. 897-904
    • Ertakin, Y.M.1    Kwon, Y.2    Tseng, T.L.3
  • 16
    • 0029360073 scopus 로고
    • A proposed statistical model for surface quality prediction in end-milling of Al alloy
    • 10.1016/0890-6955(95)90408-E
    • KH Fuht CF Wu 1995 A proposed statistical model for surface quality prediction in end-milling of Al alloy Int J Mach Tools Manuf 35 1187 1200 10.1016/0890-6955(95)90408-E
    • (1995) Int J Mach Tools Manuf , vol.35 , pp. 1187-1200
    • Fuht, K.H.1    Wu, C.F.2
  • 17
    • 0037427599 scopus 로고    scopus 로고
    • Analysis of surface roughness and chip cross-sectional area while machining with self-propelled round inserts milling cutter
    • DOI 10.1016/S0924-0136(02)00949-4, PII S0924013602009494
    • UA Dabade SS Joshi N Ramakrishnan 2003 Analysis of surface roughness and cross-sectional area while machining with self propelled round inserts milling cutter J Mater Process Technol 132 305 312 10.1016/S0924-0136(02)00949-4 (Pubitemid 35433596)
    • (2003) Journal of Materials Processing Technology , vol.132 , Issue.1-3 , pp. 305-312
    • Dabade, U.A.1    Joshi, S.S.2    Ramakrishnan, N.3
  • 18
    • 0242269838 scopus 로고    scopus 로고
    • Tool condition monitoring in milling based on cutting forces by a neural network
    • 10.1080/0020754031000073017
    • H Saglam A Unuvar 2003 Tool condition monitoring in milling based on cutting forces by a neural network Int J Prod Res 41 1519 1532 10.1080/0020754031000073017
    • (2003) Int J Prod Res , vol.41 , pp. 1519-1532
    • Saglam, H.1    Unuvar, A.2
  • 19
    • 0038298770 scopus 로고    scopus 로고
    • Predicting surface roughness in machining: A review
    • 10.1016/S0890-6955(03)00059-2
    • PG Benardos GC Vosniakos 2003 Predicting surface roughness in machining: a review Int J Mach Tools Manuf 43 833 844 10.1016/S0890-6955(03)00059-2
    • (2003) Int J Mach Tools Manuf , vol.43 , pp. 833-844
    • Benardos, P.G.1    Vosniakos, G.C.2
  • 20
    • 0036686815 scopus 로고    scopus 로고
    • Intelligent tool path generation for milling of free surfaces using neural networks
    • DOI 10.1016/S0890-6955(02)00045-7, PII S0890695502000457
    • J Balic M Korosec 2002 Intelligent tool path generation for milling of free surfaces using neural networks Int J Mach Tools Manuf 42 1171 1179 10.1016/S0890-6955(02)00045-7 (Pubitemid 34965395)
    • (2002) International Journal of Machine Tools and Manufacture , vol.42 , Issue.10 , pp. 1171-1179
    • Balic, J.1    Korosec, M.2
  • 21
    • 27944452167 scopus 로고    scopus 로고
    • Optimum surface roughness in end milling Inconel 718 by coupling neural network model and genetic algorithm
    • 10.1007/s00170-004-2175-7
    • B Ozcelik H Oktem H Kurtaran 2005 Optimum surface roughness in end milling Inconel 718 by coupling neural network model and genetic algorithm Int J Adv Manuf Technol 27 234 241 10.1007/s00170-004-2175-7
    • (2005) Int J Adv Manuf Technol , vol.27 , pp. 234-241
    • Ozcelik, B.1    Oktem, H.2    Kurtaran, H.3
  • 22
    • 0034634796 scopus 로고    scopus 로고
    • A new method to improve the surface quality during CNC machining
    • DOI 10.1080/00207540050175969
    • AI El-Wahab HA Kishawy 2000 A new method to improve the surface quality during CNC machining Int J Prod Res 38 3711 3723 1094.90521 10.1080/ 00207540050175969 (Pubitemid 35401927)
    • (2000) International Journal of Production Research , vol.38 , Issue.16 , pp. 3711-3723
    • El-Wahab, A.I.1    Kishawy, H.A.2
  • 23
    • 0031147581 scopus 로고    scopus 로고
    • A dynamic surface roughness model for face milling
    • 10.1016/S0141-6359(97)00043-3
    • DK Baek TJ Ko HS Kim 1997 A dynamic surface roughness model for face milling Precis Eng 20 171 178 10.1016/S0141-6359(97)00043-3
    • (1997) Precis Eng , vol.20 , pp. 171-178
    • Baek, D.K.1    Ko, T.J.2    Kim, H.S.3
  • 24
    • 3042732550 scopus 로고    scopus 로고
    • Application of genetic algorithms-determination of the optimal machining parameters in the conversion of a cylindrical bar stock into a continuous finished profile
    • 10.1016/j.ijmachtools.2004.02.001
    • PE Amiolemhen AOA Ibhadode 2004 Application of genetic algorithms-determination of the optimal machining parameters in the conversion of a cylindrical bar stock into a continuous finished profile Int J Mach Tools Manuf 44 12/13 1403 1412 10.1016/j.ijmachtools.2004.02.001
    • (2004) Int J Mach Tools Manuf , vol.44 , Issue.12 , pp. 1403-1412
    • Amiolemhen, P.E.1    Ibhadode, A.O.A.2
  • 26
    • 10444271769 scopus 로고    scopus 로고
    • Genetic tool monitor (GTM) for micro-end-milling operations
    • 10.1016/j.ijmachtools.2004.08.013
    • IN Tansel WY Bao NS Reen CV Kropas-Hughes 2005 Genetic tool monitor (GTM) for micro-end-milling operations Int J Mach Tools Manuf 45 293 299 10.1016/j.ijmachtools.2004.08.013
    • (2005) Int J Mach Tools Manuf , vol.45 , pp. 293-299
    • Tansel, I.N.1    Bao, W.Y.2    Reen, N.S.3    Kropas-Hughes, C.V.4
  • 27
    • 0037323542 scopus 로고    scopus 로고
    • Optimization of cutting process by GA approach
    • 10.1016/S0736-5845(02)00068-6
    • F Cus J Balic 2003 Optimization of cutting process by GA approach Robot Comput-Integr Manuf 19 1-2 113 121 10.1016/S0736-5845(02)00068-6
    • (2003) Robot Comput-Integr Manuf , vol.19 , Issue.12 , pp. 113-121
    • Cus, F.1    Balic, J.2
  • 28
    • 0035799803 scopus 로고    scopus 로고
    • Optimisation of cutting conditions in machining of aluminium matrix composites using a numerical and experimental model
    • DOI 10.1016/S0924-0136(01)00551-9, PII S0924013601005519
    • JP Davim CAC António 2001 Optimisation of cutting conditions in machining of aluminium matrix composites using a numerical and experimental model J Mater Process Technol 112 1 78 82 10.1016/S0924-0136(01)00551-9 (Pubitemid 32377154)
    • (2001) Journal of Materials Processing Technology , vol.112 , Issue.1 , pp. 78-82
    • Davim, J.P.1    Antonio, C.A.C.2
  • 29
    • 0031186426 scopus 로고    scopus 로고
    • Machining condition optimization by genetic algorithms and simulated annealing
    • 0882.90061 10.1016/S0305-0548(96)00077-9
    • Z Khan B Prasad T Singh 1997 Machining condition optimization by genetic algorithms and simulated annealing Comput Oper Res 24 7 647 657 0882.90061 10.1016/S0305-0548(96)00077-9
    • (1997) Comput Oper Res , vol.24 , Issue.7 , pp. 647-657
    • Khan, Z.1    Prasad, B.2    Singh, T.3
  • 30
    • 0043156348 scopus 로고    scopus 로고
    • Integrated genetic programming and genetic algorithm approach to predict surface roughness
    • 10.1081/AMP-120022023
    • M Brezocnik M Kovacic 2003 Integrated genetic programming and genetic algorithm approach to predict surface roughness Mater Manuf Process 18 3 475 491 10.1081/AMP-120022023
    • (2003) Mater Manuf Process , vol.18 , Issue.3 , pp. 475-491
    • Brezocnik, M.1    Kovacic, M.2
  • 31
    • 0042911850 scopus 로고    scopus 로고
    • The investigation on the prediction of tool wear and the determination of optimum cutting conditions in machining 17-4PH stainless steel
    • 10.1016/S0924-0136(03)00753-2
    • WT Chien CS Tsai 2003 The investigation on the prediction of tool wear and the determination of optimum cutting conditions in machining 17-4PH stainless steel J Mater Process Technol 140 1/3 340 345 10.1016/S0924-0136(03) 00753-2
    • (2003) J Mater Process Technol , vol.140 , Issue.1 , pp. 340-345
    • Chien, W.T.1    Tsai, C.S.2
  • 33
    • 0037210539 scopus 로고    scopus 로고
    • Selection of optimal material and operating conditions in composite manufacturing. Part I: Computational tool
    • DOI 10.1016/S0890-6955(02)00132-3, PII S0890695502001323
    • SY Yang IN Tansel CV Kropas-Hughes 2003 Selection of optimal material and operating conditions in composite manufacturing. Part I: computational tool Int J Mach Tools Manuf 43 169 173 10.1016/S0890-6955(02)00132-3 (Pubitemid 35385297)
    • (2003) International Journal of Machine Tools and Manufacture , vol.43 , Issue.2 , pp. 169-173
    • Yang, S.Y.1    Tansel, I.N.2    Kropas-Hughes, C.V.3
  • 34
    • 0037210754 scopus 로고    scopus 로고
    • Selection of optimal material and operating conditions in composite manufacturing. Part II: Complexity, representation of characteristics and decision making
    • DOI 10.1016/S0890-6955(02)00133-5, PII S0890695502001335
    • SY Yang V Girivasan NR Singh IN Tansel CV Kropas-Hughes 2003 Selection of optimal material and operating conditions in composite manufacturing. Part II: complexity, representation of characteristics and decision making Int J Mach Tools Manuf 43 175 184 10.1016/S0890-6955(02)00133-5 (Pubitemid 35385298)
    • (2003) International Journal of Machine Tools and Manufacture , vol.43 , Issue.2 , pp. 175-184
    • Yang, S.Y.1    Girivasan, V.2    Singh, N.R.3    Tansel, I.N.4    Kropas-Hughes, C.V.5
  • 37
    • 0038004821 scopus 로고    scopus 로고
    • Surface roughness prediction technique for CNC end milling
    • MS Lou JC Chen CM Li 1999 Surface roughness prediction technique for CNC end milling J Ind Technol 15 1 1 6
    • (1999) J Ind Technol , vol.15 , Issue.1 , pp. 1-6
    • Lou, M.S.1    Chen, J.C.2    Li, C.M.3
  • 38
    • 3242766806 scopus 로고    scopus 로고
    • A systematic approach for identifying optimum surface roughness performance in end-milling operations
    • JL Yang JC Chen 2001 A systematic approach for identifying optimum surface roughness performance in end-milling operations J Ind Technol 17 2 1 8
    • (2001) J Ind Technol , vol.17 , Issue.2 , pp. 1-8
    • Yang, J.L.1    Chen, J.C.2
  • 39
    • 33746891232 scopus 로고    scopus 로고
    • A study of Taguchi optimization method for identifying optimum surface roughness in CNC face milling of cobalt-based alloy (stellite 6)
    • DOI 10.1007/s00170-005-2616-y
    • E BaǧcI Ş Aykut 2006 A study of Taguchi optimization method for identifying optimum surface roughness in CNC face milling of cobalt-based alloy (stellite 6) Int J Adv Manuf Technol 29 940 947 10.1007/s00170-005-2616-y (Pubitemid 44195220)
    • (2006) International Journal of Advanced Manufacturing Technology , vol.29 , Issue.9-10 , pp. 940-947
    • Bagci, E.1    Aykut, S.2


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