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Volumn 16, Issue 4-5, 2007, Pages 407-417

Evaluation of the performance of backpropagation and radial basis function neural networks in predicting the drill flank wear

Author keywords

Backpropagation neural network; Drilling; Flank wear; Radial basis function network

Indexed keywords


EID: 34248996874     PISSN: 09410643     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00521-006-0065-7     Document Type: Article
Times cited : (22)

References (24)
  • 1
    • 0024014613 scopus 로고
    • Computer-assisted prediction of drill failure using in-process measurements of thrust force
    • Thangaraj A, Wright PK (1988) Computer-assisted prediction of drill failure using in-process measurements of thrust force. J Eng Ind, Trans ASME 110:192-200
    • (1988) J Eng Ind, Trans ASME , vol.110 , pp. 192-200
    • Thangaraj, A.1    Wright, P.K.2
  • 2
    • 0029316742 scopus 로고
    • Frequency and time domain analyses of sensor signal in drilling-II, investigation on some problems associated with sensor signal
    • Noori-Khajavi A, Komanduri R (1995) Frequency and time domain analyses of sensor signal in drilling-II, investigation on some problems associated with sensor signal. Int J Mach Tools Manuf 35:795-815
    • (1995) Int J Mach Tools Manuf , vol.35 , pp. 795-815
    • Noori-Khajavi, A.1    Komanduri, R.2
  • 3
    • 0028992258 scopus 로고
    • Tool wear monitoring in drilling using force signals
    • Lin SC, Ting CJ (1995) Tool wear monitoring in drilling using force signals. Int J Mach Tools Manuf 180:53-60
    • (1995) Int J Mach Tools Manuf , vol.180 , pp. 53-60
    • Lin, S.C.1    Ting, C.J.2
  • 4
    • 0030129165 scopus 로고    scopus 로고
    • Drill wear monitoring using neural network
    • Lin SC, Ting CJ (1996) Drill wear monitoring using neural network. Int J Mach Tools Manuf 36:465-475
    • (1996) Int J Mach Tools Manuf , vol.36 , pp. 465-475
    • Lin, S.C.1    Ting, C.J.2
  • 5
    • 0031235710 scopus 로고    scopus 로고
    • Neural network solutions to the tool condition monitoring problem in metal cutting: A critical review of methods
    • Dimla DE Jr, Lister PM, Leighton NJ (1997) Neural network solutions to the tool condition monitoring problem in metal cutting: a critical review of methods. Int J Mach Tools Manuf 37(9):1219-1241
    • (1997) Int J Mach Tools Manuf , vol.37 , Issue.9 , pp. 1219-1241
    • Dimla Jr, D.E.1    Lister, P.M.2    Leighton, N.J.3
  • 7
    • 0033117223 scopus 로고    scopus 로고
    • Mechanical modeling of high speed drilling in predicting torque and thrust
    • Elhachimi M, Torbaty S, Joyot P (1999) Mechanical modeling of high speed drilling in predicting torque and thrust. Int J Mach Tools Manuf 39:553-568
    • (1999) Int J Mach Tools Manuf , vol.39 , pp. 553-568
    • Elhachimi, M.1    Torbaty, S.2    Joyot, P.3
  • 8
    • 0033891712 scopus 로고    scopus 로고
    • In process prediction of corner wear in drilling operations
    • Liu HS, Lee BY, Tarng YS (2000) In process prediction of corner wear in drilling operations. J Mater Process Technol 101:152-158
    • (2000) J Mater Process Technol , vol.101 , pp. 152-158
    • Liu, H.S.1    Lee, B.Y.2    Tarng, Y.S.3
  • 9
    • 0033896374 scopus 로고    scopus 로고
    • Investigation into crater wear in drilling
    • Choudhury SK, Raju G (2000) Investigation into crater wear in drilling. Int J Mach Tools Manuf 40:887-898
    • (2000) Int J Mach Tools Manuf , vol.40 , pp. 887-898
    • Choudhury, S.K.1    Raju, G.2
  • 10
    • 0035400988 scopus 로고    scopus 로고
    • Tool wear condition monitoring in drilling operations using hidden markov models (HMMs)
    • Ertunc HM, Loparo KA, Ocak H (2001) Tool wear condition monitoring in drilling operations using hidden markov models (HMMs). Int J Mach Tools Manuf 41:1363-1384
    • (2001) Int J Mach Tools Manuf , vol.41 , pp. 1363-1384
    • Ertunc, H.M.1    Loparo, K.A.2    Ocak, H.3
  • 11
    • 0035400975 scopus 로고    scopus 로고
    • A decision fusion algorithm for tool wear condition monitoring in drilling
    • Ertunc HM, Loparo KA (2001) A decision fusion algorithm for tool wear condition monitoring in drilling. Int J Mach Tools Manuf 41:1347-1362
    • (2001) Int J Mach Tools Manuf , vol.41 , pp. 1347-1362
    • Ertunc, H.M.1    Loparo, K.A.2
  • 12
    • 0343005903 scopus 로고    scopus 로고
    • Optimal drilling of particulate metal matrix composites based on experimental and numerical procedures
    • Davim JP, Antonio CAC (2001) Optimal drilling of particulate metal matrix composites based on experimental and numerical procedures. Int J Mach Tools Manuf 41:21-31
    • (2001) Int J Mach Tools Manuf , vol.41 , pp. 21-31
    • Davim, J.P.1    Antonio, C.A.C.2
  • 13
    • 0037052520 scopus 로고    scopus 로고
    • Prediction of flank wear of different coated drills for JIS SUS 304 stainless steel using neural network
    • Tsao CC (2002) Prediction of flank wear of different coated drills for JIS SUS 304 stainless steel using neural network. J Mater Process Technol 123:354-360
    • (2002) J Mater Process Technol , vol.123 , pp. 354-360
    • Tsao, C.C.1
  • 14
    • 0037142641 scopus 로고    scopus 로고
    • AI-based condition monitoring of the drilling process
    • Brophy B, Kelly K, Byrne G (2002) AI-based condition monitoring of the drilling process. J Mater Process Technol 124:305-310
    • (2002) J Mater Process Technol , vol.124 , pp. 305-310
    • Brophy, B.1    Kelly, K.2    Byrne, G.3
  • 15
  • 16
    • 0036640442 scopus 로고    scopus 로고
    • A summary of methods applied to tool condition monitoring in drilling
    • Jantunen E (2002) A summary of methods applied to tool condition monitoring in drilling. Int J Mach Tools Manuf 42:997-1010
    • (2002) Int J Mach Tools Manuf , vol.42 , pp. 997-1010
    • Jantunen, E.1
  • 17
    • 0041408660 scopus 로고    scopus 로고
    • Comprehensive analysis of delamination in drilling of composite materials with various drill bits
    • Hocheng H, Tsao CC (2003) Comprehensive analysis of delamination in drilling of composite materials with various drill bits. J Mater Process Technol 140:335-339
    • (2003) J Mater Process Technol , vol.140 , pp. 335-339
    • Hocheng, H.1    Tsao, C.C.2
  • 18
    • 0037402139 scopus 로고    scopus 로고
    • Drilling wear detection and classification using vibration signals and artificial neural network
    • Mahfouz IA (2003) Drilling wear detection and classification using vibration signals and artificial neural network. Int J Mach Tools Manuf 43:707-720
    • (2003) Int J Mach Tools Manuf , vol.43 , pp. 707-720
    • Mahfouz, I.A.1
  • 19
    • 0041520548 scopus 로고    scopus 로고
    • Experimental analysis and optimization of tool wear in dry machining of aluminium alloys
    • Nouari M, List G, Girot F, Coupard D (2003) Experimental analysis and optimization of tool wear in dry machining of aluminium alloys. Wear 255:1359-1368
    • (2003) Wear , vol.255 , pp. 1359-1368
    • Nouari, M.1    List, G.2    Girot, F.3    Coupard, D.4
  • 20
    • 0037804668 scopus 로고    scopus 로고
    • Machinability data representation with artificial neural network
    • Wong SV, Hamouda AMS (2003) Machinability data representation with artificial neural network. J Mater Process Technol 138:538-544
    • (2003) J Mater Process Technol , vol.138 , pp. 538-544
    • Wong, S.V.1    Hamouda, A.M.S.2
  • 21
    • 34249062410 scopus 로고    scopus 로고
    • The application of a radial basis function neural network for predicting the surface roughness in a turning process
    • Sonar DK, Dixit US, Ojha DK (2005) The application of a radial basis function neural network for predicting the surface roughness in a turning process. Int J Adv Manuf Technol 36:400-451
    • (2005) Int J Adv Manuf Technol , vol.36 , pp. 400-451
    • Sonar, D.K.1    Dixit, U.S.2    Ojha, D.K.3
  • 22
    • 33645545943 scopus 로고    scopus 로고
    • Predicting drill wear using an artificial neural network
    • DOI: 10.1007/s00170-004-2376-0 in press
    • Singh AK, Panda SS, Pal SK, Chakraborty D (2005) Predicting drill wear using an artificial neural network. Int J Adv Manuf Technol DOI: 10.1007/s00170-004-2376-0 (in press)
    • (2005) Int J Adv Manuf Technol
    • Singh, A.K.1    Panda, S.S.2    Pal, S.K.3    Chakraborty, D.4
  • 24
    • 0000672424 scopus 로고
    • Fast learning in networks of locally tuned processing units
    • Moody J, Darken CJ (1989) Fast learning in networks of locally tuned processing units. Neural Comput 1(2):281-294
    • (1989) Neural Comput , vol.1 , Issue.2 , pp. 281-294
    • Moody, J.1    Darken, C.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.