Title :
Adaptive Repetitive Control Design With Online Secondary Path Modeling and Application to Bit-Patterned Media Recording
Author :
Shahsavari, Behrooz ; Keikha, Ehsan ; Fu Zhang ; Horowitz, Roberto
Author_Institution :
Dept. of Mech. Eng., Univ. of California at Berkeley, Berkeley, CA, USA
Abstract :
This paper presents an adaptive repetitive controller for active tracking (rejecting) of unknown periodic trajectories (disturbances). The proposed control law is based on a modified filtered-x least mean squares (MFX-LMS) algorithm with a novel variable step size that improves the convergence rate and fades the steady state excess error in a stochastic environment. A novel secondary path modeling scheme is also proposed to adaptively compensate for the dynamic mismatches between the internal model of the MFX-LMS and the real dynamic system in an online fashion. We further discuss the application of this adaptive controller in servo mechanisms for hard disk drives (HDDs) that use bit patterned media recording in which full spectrum tracking of a periodic trajectory is crucial. Finally, comprehensive numerical simulations and experimental implementations are presented for an HDD servo system that is subjected to periodic disturbances known as repeatable run-out.
Keywords :
adaptive control; control system synthesis; convergence of numerical methods; disc drives; hard discs; least mean squares methods; magnetic recording; servomechanisms; active tracking; adaptive repetitive control design; bit patterned media recording; control law; convergence rate; hard disk drive servo system; modified filtered-x least mean squares algorithm; numerical simulations; online secondary path modeling; periodic disturbances; periodic trajectory; real dynamic system; servomechanisms; spectrum tracking; steady state excess error; stochastic environment; Adaptation models; Adaptive control; Closed loop systems; Heuristic algorithms; Magnetic recording; Servomotors; Transfer functions; Active disturbance cancelation; adaptive control; bit patterned media recording (BPMR); hard disk drives (HDDs); repetitive control; track-following servos;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2014.2364737