Discrete linear control enhanced by adaptive neural networks in application to a HDD-servo-system

Control Engineering Practice

Volumn 16, Issue 8, 2008, Pages 930-945

  Herrmann, Guido ^a   Sam Ge, Shuzhi ^b   Guo, Guoxiao ^c  

^a UNIVERSITY OF BRISTOL   (United Kingdom)

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^c WESTERN DIGITAL CORPORATION   (United States)

Author keywords

Bias and friction forces; Compensation; Hard disk; Neural networks; Servo control

Indexed keywords

COMPUTER SIMULATION; DISCRETE TIME CONTROL SYSTEMS; LINEAR CONTROL SYSTEMS; NEURAL NETWORKS; SERVOMECHANISMS;

ADAPTIVE NEURAL NETWORKS; BIAS FORCES; FRICTION FORCES; HARD DISK DRIVE; SERVO-CONTROL;

HARD DISK STORAGE;

COMPUTER SIMULATION; DISCRETE TIME CONTROL SYSTEMS; HARD DISK STORAGE; LINEAR CONTROL SYSTEMS; NEURAL NETWORKS; SERVOMECHANISMS;

EID: 43249111834     PISSN: 09670661     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.conengprac.2007.10.011     Document Type: Article

References (29)

1. Abramovitch D., and Franklin G. A brief history of disk drive control. IEEE Control Systems Magazine 22 3 (2002) 28-42
2. Abramovitch, D., Wang, F., & Franklin, G. (1994). Disk drive pivot nonlinearity modeling part i: Frequency domain. In Proceedings of 1994 ACC (pp. 2604-2607), Baltimore.
3. Al Mamun A., and Ge S.S. Precision control of hard disk drives. IEEE Control Systems Magazine 25 4 (2005) 14-19
4. Boyd S., El Ghaoui L., Feron E., and Balakrishnan V. Linear matrix inequalities in system and control theory (1994), SIAM, Philadelphia
5. Calise, A. J., Yang, B.-J., & Craig, J. I. (2002). An augmenting adaptive approach to control of flexible systems. In Proceedings of AIAA GNCC, Monterey.
6. Campa, G., Sharma, M., Calise, A., & Innocenti, M. (2000). Neural network augmentation of linear controllers with application to underwater vehicles. In Proceedings of 2000 ACC (Vol. 26, pp. 75-79), Chicago.
7. Du, C., Xie, L., Guo, G., Zhang, J., Li, Q., & Hredzak, B. (2006). A generalized KYP lemma based control design and application for 425 kTPI servo track writing. In Proceedings of 2006 ACC, Minneapolis.
8. Dupont P., Hayward V., Armstrong B., and Altpeter F. Single state elastoplastic friction models. IEEE Transactions on Automatic Control 47 5 (2002) 787-792
9. Ge S.S., Lee T.H., and Harris C.J. Adaptive neural network control of robotic manipulators (1998), World Scientific, Singapore
10. Ge S.S., Lee T.H., Li G.Y., and Zhang J. Adaptive NN-control for a class of discrete-time nonlinear systems. International Journal of Control 76 4 (2003) 334-354
11. Ge S.S., Lee T.H., and Ren S.X. Adaptive friction compensation of servo mechanisms. International Journal of Systems Science 32 4 (2001) 523-532
12. Gong J.Q., Guo L., Lee H.S., and Bin Y. Modeling and cancellation of pivot nonlinearity in hard disk drives. IEEE Transactions on Magnetics 38 5 (2002) 3560-3565
13. Hensen R.H.A., van de Molengraft M.J.G., and Steinbuch M. Frequency domain identification of dynamic friction model parameters. IEEE Transactions on Control Systems Technology 10 2 (2002) 191-196
14. Herrmann G., Ge S.S., and Guo G. Practical implementation of a neural network controller in a hard disk drive. IEEE Transactions on Control Systems Technology 13 1 (2005) 146-154
15. Herrmann G., and Guo G. HDD dual-stage servo-controller design using a μ-analysis tool. Control Engineering Practice 12 3 (2004) 241-251
16. Horowitz R., Li Y., Oldham K., Kon S., and Huang X. Dual-stage servo systems and vibration compensation in computer hard disk drives. Control Engineering Practice 15 3 (2007) 291-305
17. Hovakimyan, N., Yang, B.-J., & Calise, A. J. (2002). An adaptive output feedback control methodology for non-minimum phase systems. In Proceedings of CDC (pp. 949-954), Las Vegas.
18. Huang T., Ding Y., Weerasooriya S., and Low T.S. Disk drive pivot nonlinearity modeling and compensation through fuzzy logic. IEEE Transactions on Magnetics 34 1 (1998) 30-35
19. Jia Q.-W., Wang Z.-F., and Wang F.-C. Repeatable runout disturbance compensation with a new data collection method for hard disk drive. IEEE Transactions on Magnetics 41 2 (2005) 791-796
20. Khalil H.K. Nonlinear systems. 2nd ed. (1992), Macmillan Publishing Company, New York
21. Nuij P., Steinbuch M., and Bosgra O. Measuring the higher order sinusoidal input describing functions of a nonlinear plant operating in feedback. Control Engineering Practice 16 1 (2008) 101-113
22. Oboe R., Beghi A., Capretta P., and Soldavini F.C. A simulation and control design environment for single-stage and dual-stage hard disk drives. IEEE-ASME Transactions on Mechatronics 43 3 (2002) 161-170
23. Peng K., Chen B., Cheng G., and Lee T. Modeling and compensation of nonlinearities and friction in a micro hard disk drive servo system with nonlinear feedback control. IEEE Transactions on Control Systems Technology 13 5 (2005) 708-721
24. TM servo technology for high TPI disk drives. IEEE Transactions on Magnetics 37 2 (2001) 871-876
25. Steck J.E., Rkhsaz K., and Shue S.-P. Linear and neural network feedback for flight control decoupling. IEEE Control Systems Magazine 16 4 (1996) 22-30
26. Wang J., Ge S.S., and Lee T.H. Adaptive friction compensation for servo mechanisms. In: Tao G., and Lewis F.L. (Eds). Adaptive control of nonsmooth dynamic systems (2001), Springer, Heidelberg 211-248
27. Wang, F., Hurst, T., Abramovitch, D., & Franklin, G. (1994). Disk drive pivot nonlinearity modeling part ii: Time domain. In Proceedings of 1994 ACC (pp. 2604-2607), Baltimore.
28. Yang, B.-J., Calise, A. J., & Craig, J. I. (2003). Adaptive output feedback control with input saturation. In Proceedings of 2003 ACC (pp. 1572-1577), Denver.
29. Yang H.S., Jeong J., Park C.H., and Park Y.-P. Identification of contributors to HDD servo errors by measuring PES only. IEEE Transactions on Magnetics 37 2 (2001) 883-887