메뉴 건너뛰기




Volumn 38, Issue 9-10, 2008, Pages 868-883

A comparative study of the ANN and RSM modeling approaches for predicting burr size in drilling

Author keywords

Artificial neural networks; Burr size; Drilling; Response surface methodology

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; BACKPROPAGATION ALGORITHMS; COMPUTER NETWORKS; DESIGN OF EXPERIMENTS; FORECASTING; LEARNING ALGORITHMS; LEARNING SYSTEMS; PREDICTIVE CONTROL SYSTEMS; PROCESS ENGINEERING; STAINLESS STEEL; VEGETATION;

EID: 50849135518     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-007-1140-7     Document Type: Article
Times cited : (59)

References (31)
  • 1
    • 0018531885 scopus 로고
    • Deburring precision miniature parts
    • 4
    • Gillespie LK (1979) Deburring precision miniature parts. Precis Eng 1(4):189-198
    • (1979) Precis Eng , vol.1 , pp. 189-198
    • Gillespie, L.K.1
  • 3
    • 0016917544 scopus 로고
    • The formation and properties of machining burrs
    • 2
    • Gillespie LK, Blotter PT (1976) The formation and properties of machining burrs. ASME J Eng Ind 98(2):66-74
    • (1976) ASME J Eng Ind , vol.98 , pp. 66-74
    • Gillespie, L.K.1    Blotter, P.T.2
  • 4
    • 0019999730 scopus 로고
    • Effect of workpiece structure on burr formation in micro-drilling
    • 1
    • Sugawara A, Inagaki K (1982) Effect of workpiece structure on burr formation in micro-drilling. Precis Eng 4(1):9-14
    • (1982) Precis Eng , vol.4 , pp. 9-14
    • Sugawara, A.1    Inagaki, K.2
  • 5
    • 0022897362 scopus 로고
    • Investigations on reducing burr formation in drilling
    • 3
    • Pande SS, Relekar HP (1986) Investigations on reducing burr formation in drilling. Int J Mach Tool Des Res 26(3):339-348
    • (1986) Int J Mach Tool des Res , vol.26 , pp. 339-348
    • Pande, S.S.1    Relekar, H.P.2
  • 6
    • 0030690655 scopus 로고    scopus 로고
    • Burr formation in drilling miniature holes
    • 1
    • Stein JM, Dornfeld DA (1997) Burr formation in drilling miniature holes. Ann CIRP 46(1):63-66
    • (1997) Ann CIRP , vol.46 , pp. 63-66
    • Stein, J.M.1    Dornfeld, D.A.2
  • 7
    • 33845657827 scopus 로고    scopus 로고
    • Experimental study of burr formation in drilling of intersection holes with gun and twist drills
    • Kim J, Dornfeld DA, Furness RJ (1999) Experimental study of burr formation in drilling of intersection holes with gun and twist drills. Trans NAMRI/SME 27:39-44
    • (1999) Trans NAMRI/SME , vol.27 , pp. 39-44
    • Kim, J.1    Dornfeld, D.A.2    Furness, R.J.3
  • 9
    • 0345377700 scopus 로고    scopus 로고
    • Influence of exit surface angle on drilling burr formation
    • 4
    • Min S, Dornfeld DA, Nakao Y (2003) Influence of exit surface angle on drilling burr formation. ASME J Manuf Sci Eng 125(4):637-644
    • (2003) ASME J Manuf Sci Eng , vol.125 , pp. 637-644
    • Min, S.1    Dornfeld, D.A.2    Nakao, Y.3
  • 10
    • 0042844643 scopus 로고    scopus 로고
    • Development of drill geometry for burr minimization in drilling
    • 1
    • Ko S-L, Chang J-E, Kalpakjian S (2003) Development of drill geometry for burr minimization in drilling. Ann CIRP 52(1):45-48
    • (2003) Ann CIRP , vol.52 , pp. 45-48
    • Ko, S.-L.1    Chang, J.-E.2    Kalpakjian, S.3
  • 11
    • 0037144740 scopus 로고    scopus 로고
    • Cutting behavior of a TiN-coated carbide drill with curved cutting edges during the high-speed machining of stainless steel
    • Lin T-R (2002) Cutting behavior of a TiN-coated carbide drill with curved cutting edges during the high-speed machining of stainless steel. J Mater Proces Technol 127:8-16
    • (2002) J Mater Proces Technol , vol.127 , pp. 8-16
    • Lin, T.-R.1
  • 12
    • 0036300047 scopus 로고    scopus 로고
    • Cutting behaviour using variable feed and variable speed when drilling stainless steel with TiN-coated carbide drills
    • Lin T-R (2002) Cutting behaviour using variable feed and variable speed when drilling stainless steel with TiN-coated carbide drills. Int J Adv Manuf Technol 19:629-636
    • (2002) Int J Adv Manuf Technol , vol.19 , pp. 629-636
    • Lin, T.-R.1
  • 14
    • 33845646916 scopus 로고    scopus 로고
    • Taguchi approach with multiple performance characteristics for burr size minimization in drilling
    • Gaitonde VN, Karnik SR, Achyutha BT, Siddeswarappa B (2006) Taguchi approach with multiple performance characteristics for burr size minimization in drilling. J Scient Ind Res 65:977-981
    • (2006) J Scient Ind Res , vol.65 , pp. 977-981
    • Gaitonde, V.N.1    Karnik, S.R.2    Achyutha, B.T.3    Siddeswarappa, B.4
  • 15
    • 34547173093 scopus 로고    scopus 로고
    • Methodology of Taguchi optimization for multi-objective drilling problem to minimize burr size
    • Gaitonde VN, Karnik SR, Achyutha BT, Siddeswarappa B (2007) Methodology of Taguchi optimization for multi-objective drilling problem to minimize burr size. Int J Adv Manuf Technol 34:1-8
    • (2007) Int J Adv Manuf Technol , vol.34 , pp. 1-8
    • Gaitonde, V.N.1    Karnik, S.R.2    Achyutha, B.T.3    Siddeswarappa, B.4
  • 17
    • 0035876692 scopus 로고    scopus 로고
    • Development of a drilling burr control chart for low alloy steel, AISI 4118
    • Min S, Kim J, Dornfeld DA (2001) Development of a drilling burr control chart for low alloy steel, AISI 4118. J Mater Process Technol 113:4-9
    • (2001) J Mater Process Technol , vol.113 , pp. 4-9
    • Min, S.1    Kim, J.2    Dornfeld, D.A.3
  • 18
    • 0004893850 scopus 로고    scopus 로고
    • Development of a drilling burr control chart for stainless steel
    • Kim J, Dornfeld DA (2000) Development of a drilling burr control chart for stainless steel. Trans NAMRI/SME 28:317-322
    • (2000) Trans NAMRI/SME , vol.28 , pp. 317-322
    • Kim, J.1    Dornfeld, D.A.2
  • 19
    • 0035341964 scopus 로고    scopus 로고
    • Optimization and control of drilling burr formation of AISI 304L and AISI 4118 based on drilling burr control charts
    • Kim J, Min S, Dornfeld DA (2001) Optimization and control of drilling burr formation of AISI 304L and AISI 4118 based on drilling burr control charts. Int J Mach Tools Manuf 41:923-936
    • (2001) Int J Mach Tools Manuf , vol.41 , pp. 923-936
    • Kim, J.1    Min, S.2    Dornfeld, D.A.3
  • 20
    • 0010996352 scopus 로고    scopus 로고
    • Finite element analysis of drilling burr minimization with a backup material
    • Guo YB, Dornfeld DA (1998) Finite element analysis of drilling burr minimization with a backup material. Trans NAMRI/SME 26:207-212
    • (1998) Trans NAMRI/SME , vol.26 , pp. 207-212
    • Guo, Y.B.1    Dornfeld, D.A.2
  • 21
    • 0001151301 scopus 로고    scopus 로고
    • Finite element modeling of burr formation process in drilling 304 stainless steel
    • 4
    • Guo YB, Dornfeld DA (2000) Finite element modeling of burr formation process in drilling 304 stainless steel. ASME J Manuf Sci Eng 122(4):612-619
    • (2000) ASME J Manuf Sci Eng , vol.122 , pp. 612-619
    • Guo, Y.B.1    Dornfeld, D.A.2
  • 22
    • 0035683115 scopus 로고    scopus 로고
    • Finite element modeling of burr formation in metal cutting
    • 3
    • Min S, Dornfeld DA, Kim J, Shyu B (2001) Finite element modeling of burr formation in metal cutting. Mach Sci Technol 5(3):307-322
    • (2001) Mach Sci Technol , vol.5 , pp. 307-322
    • Min, S.1    Dornfeld, D.A.2    Kim, J.3    Shyu, B.4
  • 25
    • 0033353384 scopus 로고    scopus 로고
    • The application of neural networks and statistical methods to process design in metal forming processes
    • Kim DH, Kim DJ, Kim BM (1999) The application of neural networks and statistical methods to process design in metal forming processes. 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.M.3
  • 26
    • 9944263452 scopus 로고    scopus 로고
    • Process optimisation of transfer moulding for electronic packages using artificial neural networks and multiobjective optimisation techniques
    • Tong KW, Kwong CK, Yu KM (2004) Process optimisation of transfer moulding for electronic packages using artificial neural networks and multiobjective optimisation techniques. Int J Adv Manuf Technol 24:675-685
    • (2004) Int J Adv Manuf Technol , vol.24 , pp. 675-685
    • Tong, K.W.1    Kwong, C.K.2    Yu, K.M.3
  • 27
    • 12444249998 scopus 로고    scopus 로고
    • Predictive modeling of surface roughness and tool wear in hard turning using regression and neural networks
    • Özel T, Karpat Y (2005) Predictive modeling of surface roughness and tool wear in hard turning using regression and neural networks. Int J Mach Tools Manuf 45:467-479
    • (2005) Int J Mach Tools Manuf , vol.45 , pp. 467-479
    • Özel, T.1    Karpat, Y.2
  • 28
    • 33750317589 scopus 로고    scopus 로고
    • Investigation of surface roughness in turning unidirectional GFRP composites by using RS methodology and ANN
    • Bagci E, IşIk B (2006) Investigation of surface roughness in turning unidirectional GFRP composites by using RS methodology and ANN. Int J Adv Manuf Technol 31:10-17
    • (2006) Int J Adv Manuf Technol , vol.31 , pp. 10-17
    • Bagci, E.1    Işik, B.2
  • 31
    • 42649084585 scopus 로고    scopus 로고
    • MathWorks Inc. MathWorks Inc., Natick, MA
    • MathWorks Inc. (2005) MATLAB user manual version 7.1 R14. MathWorks Inc., Natick, MA
    • (2005) MATLAB User Manual Version 7.1 R14


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.