A tool condition recognition system using image processing

Control Engineering Practice

Volumn 6, Issue 11, 1998, Pages 1389-1395

  Yang, Min Yang ^a   Kwon, Oh Dal ^b  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

^b NONE

Author keywords

Crater wear; Flank wear; Image processing; Neural network

Indexed keywords

ALGORITHMS; BACKPROPAGATION; IMAGE PROCESSING; MACHINING; MULTILAYER NEURAL NETWORKS; PATTERN RECOGNITION SYSTEMS; WEAR OF MATERIALS;

CRATER WEAR; FLANK WEAR;

CUTTING TOOLS;

EID: 0032207658     PISSN: 09670661     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0967-0661(98)00117-8     Document Type: Article

References (11)

1. Ballard, H.D., Brown, C.M. (1982). Computer Vision (pp. 102-113). Prentice Hall, Englewood Cliffs, NJ.
2. Park, J.-J., & Galip Ulsoy, A. (1993). On-line flank wear estimation using an adaptive observer and computer vision, part 1: Theory. Transactions of the ASME Journal of Engineering for Industry, 115, 30-36
3. Matsushima, K., Kawabata, T., & Sata, T. (1979). Recognition and control of the morphology of tool failures, Annals of the CIRP, 28/(1), 43-47
4. Dan, L., & Matthew, J. (1990). Tool wear and failure monitoring techniques for turning - a review, International Journal of Machine Tools Manufacturing, 30(4), 579-598.
5. Shiraishi, M. (1988). Scope of in-process measurement, monitoring and control techniques in machining processes part 1: in-process techniques for tools. Precision Engineering, 10(4), 179-189.
6. Yang, M.Y., & Kwon, O.D. (1996). Crater wear measurement using computer vision and automatic focusing, Material Processing Technology, 162, 1200-1207.
7. Otsu, N. (1979). A threshold selection method from gray level histograms, IEEE Trans, System Man Cybernet, 9, 62-66.
8. Rangwala, S., & Dornfeld, D. (1990). Sensor integration using neural networks for intelligent tool condition monitoring, Transactions of the ASME Journal of Engineering for Industry, 112, 219-228.
9. Teshima, T., Shibasaka, T., Takuma, M., & Yamamo, A. (1993). Estimation of cutting tool life by processing tool image data with neural network, Annals of the CIRP, 42/(1), 59-62.
10. Eversheim, W. (1991). Tool management: The present and the future. Annals of CIRP, 40/(2), 631-639.
11. Pao, Y.-H. (1989). Adaptive Pattern Recognition and Neural Networks. Reading, MA: Addison-Wesley.