A self-organising neural network for chatter identification in milling

International Journal of Computer Applications in Technology

Volumn 9, Issue 5-6, 1996, Pages 239-248

  Li, T C ^a   Tarng, Y S ^b   Chen, M C ^b  

^a ST JOHN'S UNIVERSITY   (Taiwan)

^b NATIONAL TAIWAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

Author keywords

Chatter; Milling; Monitoring; Neural networks

Indexed keywords

IDENTIFICATION (CONTROL SYSTEMS); MONITORING; NEURAL NETWORKS; PATTERN RECOGNITION;

ADAPTIVE RESONANCE THEORY (ART2A); CHATTER IDENTIFICATION; CUTTING FORCE SIGNAL; SELF ORGANIZING NEURAL NETWORK;

MILLING (MACHINING);

EID: 0030409721     PISSN: 09528091     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (14)

1. Kalpakjian, S. (1989) Manufacturing Engineering and Technology, Addison-Wesley, New York.
2. Smith, G. (1989) Advanced Machining, IFS Publications Ltd, London.
3. Tlusty, J. and Andrew, G. (1983) 'A critical review of sensors for unmanned machining', Annals of the CIRP, 32/2, pp. 563-577.
4. Tlusty, J. and Zaton, W. (1983) 'Stability lobes in milling', Annals of the CIRP, 32/1, pp. 309-313.
5. Altintas, Y. and Chan, P. (1992) 'In-process detection and suppression of chatter in milling', International Journal of Machine Tools Manufacturing, 32/3, pp. 329-347.
6. Du, R., Elbestawi, M. and Ullagaddi, B. (1992) 'Chatter detection in milling based on the probability distribution of cutting force signal', Mechanical Systems and Signal Processing, 6/4, pp. 345-362.
7. Pao, Y.H. (1989) Adaptive Pattern Recognition and Neural Networks, Addison-Wesley, New York.
8. Tansel, I.N., Wagiman, A. and Tziranis, A. (1991) 'Recognition of chatter with neural networks', International Journal of Machine Tools Manufacturing, 31/4, pp. 539-552.
9. Carpenter, G., Grossberg, S. and Rosen, D. (1991) 'ART2-A: an adaptive resonance algorithm for rapid category learning and recognition', Neural Networks, 4, pp. 493-504.
10. Tarng, Y.S. and Li, T.C. (1994) 'The change of spindle speed for chatter avoidance in end milling', Journal of Materials Processing Technology, 41/2, pp. 227-236.
11. Freeman, J. and Skapura, D. (1991) Neural Networks: Algorithms, Applications and Programming Techniques, Addison-Wesley, New York.
12. Carpenter, G. and Grossberg, S. (1987) 'A massively parallel architecture for a self-organising neural pattern recognition machine', Computer Vision, Graphics and Image Processing, 37, pp. 54-115.
13. Carpenter, G. and Grossberg, S. (1987) 'ART2: self-organising of stable category recognition codes for analog input patterns', Applied Optics, 26, pp. 4919-4946.
14. Dorf, R. (1992) Modern Control Systems, Addison-Wesley, New York.