Support Vector Machine Networks for Friction Modeling

Proceedings of the American Control Conference

Volumn 4, Issue , 2003, Pages 2833-2838

  Wang, G L ^a,b   Li, Y F ^c   Bi, X D ^c  

^a UNIVERSITY OF STUTTGART   (Germany)

^b SHANTOU UNIVERSITY   (China)

^c CITY UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

ERROR ANALYSIS; FRICTION; REGRESSION ANALYSIS; RISK MANAGEMENT;

SUPPORT VECTOR MACHINES;

SERVOMECHANISMS;

EID: 0142153031     PISSN: 07431619     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. V. Vapnik, Statistical Learning Theory, Wiley, New York, NY, 1998. 1
2. T. Evgeniou, M. Pontil, and T. Poggio, "Regularization networks and support vector machines," Advances in Computational Mathematics, vol. 13, pp. 1-50, 2000. 1, 3, 4
3. G. Wahba, Spline models for observational data, Series in Applied Mathematics. SIAM, Philadelphia, PA, 1990. 1, 3
4. B. Armstrong-Helouvry, P. Dupont, and C. Canudas de Wit, "A survey of models, analysis tools, and compensation methods for the control of machines with frction," Automatica, vol. 30, no. 7, pp. 1083-11838, 1994. 1
5. C. Canudas de Wit, H. Olsson, K. Aström, and P. Lischinsky, "A new model for control of systems with friction," IEEE Transaction on Automatic Control, vol. 40, no. 3, pp. 419-425, 1995. 1, 3
6. P. Dupont, V. Hayward, B. Armstrong, and F. Altpeter, "Single state elastoplastic friction models," IEEE Transcation on Automatic Control, vol. 47, no. 5, pp. 787-792, 2002. 1
7. V. Lampaert, J. Swevers, and F. Al-Bender, "Modification of the leuven integrated friction model structure," IEEE Transaction on Automatic Control, vol. 47, no. 4, pp. 683-687, 2002. 1
8. P. Vedagarbha, D. M. Dawson, and M. Feemster, "Tracking control of mechanical systems in the presence of nonlinear dynamic friction effects," IEEE Transaction on Control Systems Technology, vol. 7, no. 4, pp. 446-456, 1999. 1, 1
9. P. Tomei, "Robust adaptive friction compensation for tracking control of robot manipulators," IEEE Transaction on Automatic Control, vol. 45, no. 6, pp. 2164-2169, 2000. 1
10. C. Canudas de Wit and S. S. Ge, "Adaptive friction compensation for systems with generalized velocity/position friction dependency," in Proceedings of the 36th Conference on Decision & Control, San Diego, California USA, 1997, IEEE, pp. 2465-2470. 1, 2
11. C. Canudas de Wit and P. Lischinsky, "Adaptive friction compensation with partially known dynamic friction model," International Journal of Adaptive Control and Signal Processing, vol. 11, pp. 65-80, 1997. 1
12. S. N. Huang, K. K. Tan, and T. H. Lee, "Adaptive friction compensation using neural network approximation," IEEE Transaction on Systems, Man, and Cybenetics - Part C: Applications and Reviews, vol. 30, no. 4, pp. 551-557, 2000. 1, 2
13. E. Panteley, R. Ortega, and M. Gäfvert, "An adaptive friction compensator for global tracking in robot manipulation," Systems & Control Letters, vol. 33, no. 5, pp. 307-314, 1998. 1
14. S. S. Ge, T. H. Lee, and J. Wang, "Adaptive NN control of dynamic systems with unknown dynamic friction," in Proceedings of the 39th Conference on Decision & Control, Sydney, Australia, 2000, IEEE, pp. 1760-1765. 1, 2
15. B. Armstrong-Helouvry, Control of machines with friction, Kluwer Academic Publisher, London, 1991. 2, 5
16. C. Canudas de Wit, P. Noel, A. Aubin, and B. Brogliato, "Adaptive friction compensation in robot manipulators: low-velocities," International Journal of Robotics Research, vol. 10, no. 3, pp. 189-199, 1991. 2, 4
17. M. Feemster, P. Vedagarbha, D. M. Dawson, and D. Haste, "Adaptive control techniques for friction compensation," in Proceedings of the American Control Conference, Philadelphia, Pennsylvania, 1998, pp. 1488-1492, 2
18. H. Du and S. S. Nair, "Low velocity friction compensation," IEEE Control Systems Magzine, vol. 18, no. 2, pp. 61-69, 1998. 2
19. Y. H. Kim and F. L. Lewis, "Reinforcement adaptive learning neural-net-based friction compensation control for high speed and precision," IEEE Transaction on Control Systems Technology, vol. 8, no. 1, pp. 118-126, 2000. 2
20. R. R. Selmic and F. L. Lewis, "Neural-network approximation of piecewise continuous function: Application to friction compensation," IEEE Transaction on Neural Network, vol. 13, no. 3, pp. 745-751, 2002. 2
21. F. L. Lewis, S. Jagannathan, and A. Yesildirek, Neural Network Control of Robot Manipultors and Nonlinear Systems, Taylor & Francis, London, 1999, 2
22. F. Girosi, M. Jones, and T. Poggio, "Regularization theory and neural network architectures," Neural Computation, vol. 7, no. 2, pp. 219-269, 1995. 3