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Volumn 16, Issue 4, 2012, Pages 653-676

Tool condition monitoring using acoustic emission, surface roughness and growing cell structures neural network

Author keywords

acoustic emission; face milling; growing cell structures; Resource Allocation Network; surface roughness; tool condition monitoring

Indexed keywords

CONSTRUCTIVE LEARNING; CONSTRUCTIVE LEARNING ALGORITHM; FACE MILLING; FACE-MILLING OPERATIONS; GROWING CELL STRUCTURES; GROWING CELL STRUCTURES NEURAL NETWORKS; MULTI LAYER PERCEPTRON; MULTI-SENSOR SYSTEMS; RESOURCE ALLOCATION NETWORKS; SUPERVISED NEURAL NETWORKS; TOOL CONDITION MONITORING; TOOL WEAR; TRAINING TIME; WEAR PARAMETERS;

EID: 84870882774     PISSN: 10910344     EISSN: 15322483     Source Type: Journal    
DOI: 10.1080/10910344.2012.731954     Document Type: Article
Times cited : (19)

References (43)
  • 1
    • 0037402139 scopus 로고    scopus 로고
    • Drilling wear detection and classification using vibration signals and artificial neural network
    • Abu-Mahfouz, I. (2003) Drilling wear detection and classification using vibration signals and artificial neural network. International Journal of Machine Tools & Manufacture, 43: 707-720.
    • (2003) International Journal of Machine Tools & Manufacture , vol.43 , pp. 707-720
    • Abu-Mahfouz, I.1
  • 9
    • 0033728441 scopus 로고    scopus 로고
    • Sensor signals for tool-wear monitoring in metal cutting A review of methods
    • Dimla, D.E. Sr. (2000) Sensor signals for tool-wear monitoring in metal cutting A review of methods. International Journal of Machine Tools & Manufacture, 40: 1073-1098.
    • (2000) International Journal of Machine Tools & Manufacture , vol.40 , pp. 1073-1098
    • Dimla Sr., D.E.1
  • 10
    • 0034174102 scopus 로고    scopus 로고
    • On-line metal cutting tool condition monitoring II: Tool-state classification using multi-layer perceptron neural networks
    • Dimla, D.E., Sr.;, Lister, P.M. (2000) On-line metal cutting tool condition monitoring II: tool-state classification using multi-layer perceptron neural networks. International Journal of Machine Tools & Manufacture, 40: 769-781.
    • (2000) International Journal of Machine Tools & Manufacture , vol.40 , pp. 769-781
    • Dimla Sr., D.E.1    Lister, P.M.2
  • 11
    • 0031235710 scopus 로고    scopus 로고
    • Neural network solutions to the tool condition monitoring problem in metal cutting-A critical review of methods
    • Dimla, D.E., Jr.;, Lister, P.M.;, Leighton, N.J. (1997) Neural network solutions to the tool condition monitoring problem in metal cutting-A critical review of methods. International Journal of Machine Tools and Manufacture, 37 (9): 1219-1241.
    • (1997) International Journal of Machine Tools and Manufacture , vol.37 , Issue.9 , pp. 1219-1241
    • Dimla Jr., D.E.1    Lister, P.M.2    Leighton, N.J.3
  • 12
    • 0025590383 scopus 로고
    • Machining condition monitoring for automation using neural networks
    • Dallas, Texas, USA
    • Elanayar, S.V.T.;, Shin, Y.C. (1990). Machining condition monitoring for automation using neural networks. ASME Winter Annual Meeting, Dallas, Texas, USA, 85-100.
    • (1990) ASME Winter Annual Meeting , pp. 85-100
    • Elanayar, S.V.T.1    Shin, Y.C.2
  • 13
    • 0026992977 scopus 로고
    • Robust tool wear estimation via radial basis function neural networks
    • Anaheim, CA, USA
    • Elanayar, S.V.T., Shin, Y.C. (1992). Robust tool wear estimation via radial basis function neural networks. ASME Winter Annual Meeting, Anaheim, CA, USA, 37-51.
    • (1992) ASME Winter Annual Meeting , pp. 37-51
    • Elanayar, S.V.T.1    Shin, Y.C.2
  • 17
    • 0028748949 scopus 로고
    • Growing cell structures-A self-organizing network for unsupervised and supervised learning
    • Fritzke, B. (1994) Growing cell structures-A self-organizing network for unsupervised and supervised learning. Neural Networks, 7: 1441-1460.
    • (1994) Neural Networks , vol.7 , pp. 1441-1460
    • Fritzke, B.1
  • 19
    • 0030735959 scopus 로고    scopus 로고
    • An introduction to multisensor data fusion
    • Hall, D.L.;, Llinas, J. (1997) An introduction to multisensor data fusion. Proceedings of the IEEE, 85 (1): 6-23.
    • (1997) Proceedings of the IEEE , vol.85 , Issue.1 , pp. 6-23
    • Hall, D.L.1    Llinas, J.2
  • 20
    • 40649111396 scopus 로고    scopus 로고
    • Application of PSO-based wavelet neural network in tool wear monitoring
    • Jinan, China, Aug 18-21
    • Huang, H.;, Li, A.;, Lin, X. (2007). Application of PSO-based Wavelet Neural Network in Tool Wear Monitoring. Proceedings of the IEEE Int. Conf. on Automation and Logistics, Jinan, China, Aug 18-21: 2813-2817.
    • (2007) Proceedings of the IEEE Int. Conf. on Automation and Logistics , pp. 2813-2817
    • Huang, H.1    Li, A.2    Lin, X.3
  • 22
    • 0017730644 scopus 로고
    • An application of acoustic emission measurement to in-process sensing of tool wear
    • Iwata, I.;, Moriwaki, T. (1977) An application of acoustic emission measurement to in-process sensing of tool wear. Annals of the CIRP, 25 (1): 21-26.
    • (1977) Annals of the CIRP , vol.25 , Issue.1 , pp. 21-26
    • Iwata, I.1    Moriwaki, T.2
  • 23
    • 0020089473 scopus 로고
    • A study of tool wear using statistical analysis of metal cutting acoustic emission
    • Kannatey-Asibu, E., Jr.;, Dornfeld, D.A. (1982) A study of tool wear using statistical analysis of metal cutting acoustic emission. Wear, 76: 247-261.
    • (1982) Wear , vol.76 , pp. 247-261
    • Kannatey-Asibu Jr., E.1    Dornfeld, D.A.2
  • 24
    • 0019991550 scopus 로고
    • Analysis of a simple self-organizing process
    • Kohonen, T. (1982a) Analysis of a simple self-organizing process. Biol. Cybern, 44: 135-140.
    • (1982) Biol. Cybern , vol.44 , pp. 135-140
    • Kohonen, T.1
  • 25
    • 0020068152 scopus 로고
    • Self-organized formation of topologically correct feature maps
    • Kohonen, T. (1982b) Self-organized formation of topologically correct feature maps. Biol. Cybern, 43: 59-69.
    • (1982) Biol. Cybern , vol.43 , pp. 59-69
    • Kohonen, T.1
  • 26
    • 0029305549 scopus 로고
    • A customized neural network for sensor fusion in on-line monitoring of cutting tool wear
    • Leem, C.S.;, Dornfeld, D.A.;, Dreyfus, S.E. (1995) A customized neural network for sensor fusion in on-line monitoring of cutting tool wear. ASME Journal of Engineering for Industry, 117: 152-159.
    • (1995) ASME Journal of Engineering for Industry , vol.117 , pp. 152-159
    • Leem, C.S.1    Dornfeld, D.A.2    Dreyfus, S.E.3
  • 27
    • 0036027418 scopus 로고    scopus 로고
    • A brief review: Acoustic emission method for tool wear monitoring during turning
    • Li, X. (2002) A brief review: acoustic emission method for tool wear monitoring during turning. International Journal of Machine Tools & Manufacture, 42: 157-165.
    • (2002) International Journal of Machine Tools & Manufacture , vol.42 , pp. 157-165
    • Li, X.1
  • 35
    • 0001071040 scopus 로고
    • A resource allocating network for function interpolation
    • Platt, J. (1991) A resource allocating network for function interpolation. Neural Computation, 3: 213-225.
    • (1991) Neural Computation , vol.3 , pp. 213-225
    • Platt, J.1
  • 37
    • 0032315194 scopus 로고    scopus 로고
    • On-line robust identification of tool-wear via multi-sensor neural-network fusion
    • Quan, Y.;, Zhou, M.;, Lou, Z. (1998) On-line robust identification of tool-wear via multi-sensor neural-network fusion. Engineering Applications of Artificial Intelligence, 11: 717-722.
    • (1998) Engineering Applications of Artificial Intelligence , vol.11 , pp. 717-722
    • Quan, Y.1    Zhou, M.2    Lou, Z.3
  • 39
    • 0036664145 scopus 로고    scopus 로고
    • On-line and indirect tool wear monitoring in turning with artificial neural networks: A review of more than a decade of research
    • Sick, B. (2002) On-line and indirect tool wear monitoring in turning with artificial neural networks: A review of more than a decade of research. Journal of Mechanical Systems and Signal Processing, 16 (4): 487-546.
    • (2002) Journal of Mechanical Systems and Signal Processing , vol.16 , Issue.4 , pp. 487-546
    • Sick, B.1
  • 40
    • 0032269638 scopus 로고    scopus 로고
    • On-line tool wear monitoring in turning using neural networks
    • Sick, B. (2005) On-line tool wear monitoring in turning using neural networks. Neural Computing and Applications, 7 (4): 356-366.
    • (2005) Neural Computing and Applications , vol.7 , Issue.4 , pp. 356-366
    • Sick, B.1
  • 42
    • 0001648906 scopus 로고
    • A review of tool condition monitoring literature database
    • Teti, R. (1995) A review of tool condition monitoring literature database. Annals of the CIRP, 44 (2): 659-666.
    • (1995) Annals of the CIRP , vol.44 , Issue.2 , pp. 659-666
    • Teti, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.