Discrete adaptive neural network disturbance feedforward compensation for non-linear disturbances in servo-control applications

International Journal of Control

Volumn 82, Issue 4, 2009, Pages 721-740

  Herrmann, G ^a   Lewis, F L ^b   Ge, S S ^c   Zhang, J ^d  

^a UNIVERSITY OF BRISTOL   (United Kingdom)

^b UNIVERSITY OF TEXAS AT ARLINGTON   (United States)

^c NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^d DATA STORAGE INSTITUTE   (Singapore)

Author keywords

Adaptive neural network (NN) control; Discrete control; Feedforward compensation; Hard disk drive; Servo control

Indexed keywords

ADAPTIVE NEURAL NETWORK (NN) CONTROL; DISCRETE CONTROL; FEEDFORWARD COMPENSATION; HARD DISK DRIVE; SERVO CONTROL;

DISTURBANCE REJECTION; HARD DISK STORAGE; LINEAR SYSTEMS; NEURAL NETWORKS; NONLINEAR SYSTEMS; PNEUMATIC CONTROL EQUIPMENT; SIMULATORS; WIRELESS NETWORKS;

ADAPTIVE CONTROL SYSTEMS;

EID: 67651208848     PISSN: 00207179     EISSN: 13665820     Source Type: Journal    
DOI: 10.1080/00207170802227191     Document Type: Article

References (37)

1. Abramovitch, D., and Franklin, G. (2002), 'A Brief History of Disk Drive Control', IEEE Control Systems Magazine, 22, 28-42.
2. Abramovitch, D.Y. (1996), 'Rejecting Rotational Disturbances on Small Disk Drives using Rotational Accelerometers', in Proceedings of the 1996 IFAC World Congress, San Diego, pp. 2604-2607.
3. Al Mamun, A., and Ge, S.S. (2005), 'Precision Control of Hard Disk Drives', IEEE Control Systems Magazine, 25, 14-19.
4. Baek, S.E., and Lee, S.H. (1999), 'Vibration Rejection Control for Disk Drives by Acceleration Feedforward Control', in Proceedings of the IEEE Conference on Decision and Control, Phoenix, AZ, pp. 5259-5262.
5. Bouchard, M. (2001a), 'Faster Convergence and Improved Performance in Least-Squares Training of Neural Networks for Active Sound Cancellation', in Artificial Neural Networks - ICANN 2001: International Conference Vienna, 2130 of Lecture Notes in Computer Science, Berlin/Heidelberg: Springer, pp. 583-591.
6. Bouchard, M. (2001b), 'New Recursive-least-squares Algorithms for Non-linear Active Control of Sound and Vibration using Neural Networks', IEEE Transactions on Neural Networks, 12, 135-147.
7. Bouchard, M., Paillard, B., and Dinh, C.T.L. (1999), 'Improved Training of Neural Networks for the Nonlinear Active Control of Sound and Vibration', IEEE Transactions on Neural Networks, 10, 391-401.
8. Boyd, S., El Ghaoui, L., Feron, E., and Balakrishnan, V. (1994), Linear Matrix Inequalities in System and Control Theory, Philadelphia: Society for Industrial and Applied Mathematics (SIAM).
9. ∞ Control', Communications and Control Engineering, Heidelberg: Springer.
10. Chen, F.C., and Khalil, H.K. (1995), 'Adaptive Control of a Class of Non-linear Discrete-time Systems using Neural Networks', IEEE Transactions on Automatic Control, 40, 791-801.
11. Davis, L., Hyland, D., Yen, G., and Das, A. (1999), 'Adaptive Neural Control for Space Structure Vibration Suppression', Smart Materials and Structures, 8, 753-766.
12. Devasia, S. (2002), 'Should Model-Based Inverse Inputs be used as Feedforward Under Plant Uncertainty?', IEEE Transactions on Automatic Control, 47, 1865-1871.
13. ∞ Compensation of External Vibration Impact on Servo Performance of Hard Disk Drives in Mobile Applications', International Journal of Adaptive Control and Signal Processing, 22, 374-387.
14. Faanes, A., and Skogestad, S. (2004), 'Feedforward Control Under the Presence of Uncertainty', European Journal of Control, 10, 30-46.
15. Ge, S.S., Lee, T.H., and Harris, C.J. (1998), Adaptive Neural Network Control of Robotic Manipulators, Singapore: World Scientific.
16. Ge, S.S., Lee, T.H., Li, G.Y., and Zhang, J. (2003), 'Adaptive NN-Control for a Class of Discrete-time Nonlinear Systems', International Journal of Control, 76, 334-354.
17. Ge, S.S., Zhang, J., and Lee, T.H. (2004), 'Adaptive Neural Network Control for a Class of MIMO Non-linear Systems with Disturbances in Discrete-time', IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 34, 1630-1645.
18. Giusto, A., and Paganini, F. (1999), 'Robust Synthesis of Feedforward Compensators', IEEE Transactions on Automatic Control, 44, 1578-1579.
19. Gorinevsky, D., and Feldkamp, L.A. (1996), 'RbF Network Feedforward Compensation of Load Disturbance in Idle Speed Control', IEEE Control Systems, 16, 18-27.
20. Guo, G., and Zhang, J. (2003), 'Feedforward Control for Reducing Disk-flutter-induced Track Misregistration', IEEE Transactions on Magnetics, 39, 2103-2108.
21. He, P., and Jagannathan, S. (2007), 'Reinforcement Learning Neural-network-based Controller for Non-linear Discrete-time Systems with Input Constraints', IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 37, 425-436.
22. Herrmann, G., and Guo, G. (2004), 'HDD Dual-stage Servo-Controller Design using a μ-analysis Tool', Control Engineering Practice, 12, 241-251.
23. Herrmann, G., Ge, S.S., and Guo, G. (2005a), 'A Neural Network Controller Augmented to a High Performance Linear Controller and Its Application to a HDD-track Following Servo System', in Proceedings of the IFAC World Congress, Prague, Czechia.
24. Herrmann, G., Ge, S.S., and Guo, G. (2005b), 'Practical Implementation of a Neural Network Controller in a Hard Disk Drive', IEEE Transactions on Control Systems Technology, 13, 146-154.
25. Jagannathan, S., and Lewis, F.L. (1996), 'Discrete-Time Neural Net Controller for a Class of Nonlinear Dynamical Systems', IEEE Transactions on Automatic Control, 41, 1693-1699.
26. Jagannathan, S. (2006), 'Neural Network Control of Nonlinear Discrete-Time Systems', in Automation and Control Engineering Series, Boca Raton: CRC Press.
27. Jha, R., and He, C. (2004), 'Adaptive Neurocontrollers for Vibration Suppression of Nonlinear and Time Varying Structures', Journal of Intelligent Material Systems and Structures, 15, 771-781.
28. Jinzneji, A., Sasamoto, T., Aikawa, K., Yoshida, S., and Aruga, K. (2001), 'Acceleration Feedforward Control Against Rotational Disturbance in Hard Disk Drives', IEEE Transactions on Magnetics, 37, 888-893.
29. Lewis, F.L., Jagannathan, S., and Yesildirek, A. (1999), Neural Network Control of Robot Manipulators and Nonlinear Systems, London: Taylor and Francis.
30. Lin, C.L., and Hsiao, Y.H. (2001), 'Adaptive Feedfoward Control for Disturbance Torque Rejection in Seeker Stabilising Loop', IEEE Transactions on Control Systems Technology, 9, 108-121.
31. Ma, K., and Ghasemi-Nejhad, M.N. (2006), 'Adaptive Precision Positioning of Smart Composite Panels Subjected to External Disturbances', Mechatronics, 16, 623-630.
32. Pannu, S., and Horowitz, R. (1997), 'Adaptive Accelerometer Feedforward Servo for Disk Drives', in Proceedings of the 36th IEEE Conference on Decision and Control, pp. 4216-4218.
33. Prempain, E., and Postlethwaite, I. (2001), 'Feedforward Control: A Full-Information Approach', Automatica, 37, 17-28.
34. Selmic, R.R., and Lewis, F.L. (2002), 'Neural-Network Approximation of Piecewise Continuous Functions: Application to Friction Compensation', IEEE Transactions on Neural Networks, 13, 745-751.
35. Usui, K., Kisaka, M., Okuyama, A., and Nagashima, M. (2006), 'Reduction of External Vibration in Hard Disk Drives using Adaptive Feed-forward Control with Single Shock Sensor', in Proceedings of the 9th IEEE International Workshop on Advanced Motion Control, pp. 138-143.
36. White, M.T., and Tomizuka, M. (1997), 'Increased Disturbance Rejection in Magnetic Disk Drives by Acceleration Feedforward Control and Parameter Adaptation', Control Engineering Practice, 5, 741-751.
37. Zhu, Q., and Guo, L. (2004), 'Stable Adaptive Neurocontrol for Non-linear Discrete-Time Systems', IEEE Transactions on Neural Networks, 15, 653-662.