Chaotic neurons for on-line quality control in manufacturing

International Journal of Advanced Manufacturing Technology

Volumn 13, Issue 2, 1997, Pages 95-100

  Bukkapatnam, Satish T S ^a   Lakhtakia, Akhlesh ^a,b   Kumara, Soundar R T ^a  

^a PENNSYLVANIA STATE UNIVERSITY   (United States)

^b The Pennsylvania State University   (United States)

Author keywords

Chaos theory; Chatter Control; Neural nets; Tool wear; Turning

Indexed keywords

CHAOS THEORY; ESTIMATION; FAILURE (MECHANICAL); FRACTALS; MACHINE TOOLS; MACHINE VIBRATIONS; NEURAL NETWORKS; ONLINE SYSTEMS; QUALITY CONTROL; TURNING; WEAR OF MATERIALS;

INTELLIGENT INTEGRATED DIAGNOSTICS;

COMPUTER AIDED MANUFACTURING;

EID: 0030650481     PISSN: 02683768     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF01225755     Document Type: Article

References (27)

1. Y. Koren, "Flank wear model of cutting tools using control theory", ASME Journal of Engineering for Industry, 100(1), pp. 19-26, 1978.
2. Y. Koren and E. Lenz, "Mathematical model for flank wear while turning steel with carbide tools", CIRP Proceedings on Manufacturing Systems, 1(2), pp. 127-139, 1972.
3. E. Usui, T. Shirakashi and T. Kitagawa, "Analytical prediction of three dimensional cutting process", ASME Journal of Engineering for Industry, 100(4), pp. 236-243, 1978.
4. J. J. Park and A. G. Ulsoy, "Methods for tool wear estimation from force measurement under varying cutting conditions", in K. Danai and S. Malkin (ed.), Automotion of Manufacturing Processes, ASME Press, New York, pp. 13-22, 1990.
5. J. J. Park and A. G. Ulsoy, "On-line flank wear estimation using an adaptive observer and computer vision. Part I: Theory", ASME Journal of Engineering for Industry, 115(1), pp. 30-36, 1993.
6. J. J. Park and A. G. Ulsoy, "On-line flank wear estimation using an adaptive observer and computer vision. Part II: Experiment", ASME Journal of Engineering for Industry, 115(1), pp. 37-43, 1993.
7. S. V. Kamarthi, S. R. T. Kumara and P. H. Cohen, "A review of model and observer based tool wear estimation methods in turning", Submitted to International Journal of Production Research, 1996.
8. S. V. Kamarthi, S. R. T. Kumara and P. H. Cohen, "A review of neural network based tool wear estimation methods in turning", Submitted to International Journal of Production Research, 1996.
9. S. T. S. Bukkapatnam, A. Lakhtakia and S. R. T. Kumara, "Analysis of sensor signals shows turning on a lathe exhibits lowdimensional chaos", Physical Review E, 52(3), pp. 2375-2387, 1995.
10. S. T. S. Bukkapatnam, S. R. T. Kumara and A. Lakhtakia, "Fractal estimation of flank wear in turning using time-delay neural networks", in C. H. Dagli, L. I. Burke, B. Fernandez and J. Ghosh (ed.), Intelligent Engineering Systems Through Artificial Neural Networks, ASME Press, New York, pp. 575-580, 1994.
11. A. Goldberg, "Applications of wavelets to quantization and random process representations", PhD. Thesis, Department of Electrical Engineering, Stanford University, Stanford, 1992.
12. I. Debauchies, "The wavelet transform, time-frequency localization and signal analysis", IEEE Transactions on Information Theory, 36(5), pp. 961-1005, 1990.
13. D. Donoho, "De-noising by soft-thresholding", Technical Report: Department of Statistics, Stanford University, Stanford, 1992.
14. L. Liebovitch and T. Toth, "A fast algorithm to determine dimensions by box-counting", Physics Letters A, 141(8/9), pp. 386-390, 1989.
15. H. Stark and J. Wood, Probability, Random Processes and Estimation Theory, Prentice-Hall, Englewood Cliffs, NJ, 1994.
16. F. Koenigsberger and J. Tlusty, Machine Tool Structures, Oxford University Press, 1970.
17. S. A. Tobias, Machine Tool Vibration, Wiley, New York, 1965.
18. I. E. Minis, E. B. Magrab and I. O. Pandelidis, "Improved methods for the prediction of chatter in turning. Part III: A generalized linear theory", ASME Journal of Engineering for Industry, 112(1), pp. 28-35, 1990.
19. T. Delio and J. Tlusty, "Use of audio signals for chatter detection and control", ASME Journal of Engineering for Industry, 114(2), pp. 146-157, 1992.
20. R. Teltz and M. A. Elbestawi, "Hierarchical knowledge-based control in turning", ASME Journal of Engineering for Industry, 115(1), pp. 122-132, 1993.
21. M. Shiriashi, K. Yamanaka and H. Fujita, "Optimal control of chatter in turning", International Journal of Machine Tools and Manufacture, 31(1), pp. 31-43, 1991.
22. Z. Mei, S. Yang, H. Shi, S. Chang and K, F. Ehmann, "Active chatter suppression by on-line variation of the rake and clearance angles in turning - Principles and experimental investigations", International Journal of Machine Tools and Manufacturing, 34(7), pp. 981-990, 1994.
23. S. T. S. Bukkapatnam, A, Lakhtakia and S. R. T. Kumara, "Chaos theory based optimal cutting tool chatter control", Speculations in Science and Technology, 19(2), pp. 137-148, 1996.
24. S. T. S. Bukkapatnam, A. Lakhtakia and S. R. T. Kumara, "The concept of chaos theory based optimal cutting tool chatter control", in B. O, Nnaji and K. C. Lau (ed.), Proceedings of SPIE 2595 Machine Tool, In-Line, and Robot Sensors and Controls, Philadelphia, PA, pp. 2-10, 1995.
25. I. Grabec, "Chaotic dynamics of the cutting process", International Journal of Machine Tools and Manufacturing, 28(1), pp. 19-32, 1988.
26. S.T. S. Bukkapatnam, S. R. T. Kumara and A. Lakhtakia, "Dependence of computed trajectory on step-size in nonlinear dynamic systems: An investigation into cutting tool dynamics", IIE Transactions, 27(4), pp. 519-529, 1995.
27. T. Kohonen, "Self-organizing maps", Proceedings of IEEE, 78(9), pp. 1464-1480, 1990.