Adaptive Mode-Suppression and Disturbance-Rejection Scheme With Application to Disk Drives

被引:8
作者
Levin, Jason [1 ,2 ]
Ioannou, Petros [1 ,3 ]
机构
[1] Univ So Calif, Dept Elect Engn Syst, So Calif Ctr Adv Transportat Technol, Los Angeles, CA 90089 USA
[2] Jet Prop Lab, Pasadena, CA 91103 USA
[3] Univ So Calif, Dept Aerosp & Mech Engn, Los Angeles, CA 90089 USA
关键词
Adaptive control; disk drives; disturbance rejection; neural networks; radial basis functions (RBFs); servo control; SYSTEM-IDENTIFICATION; NOTCH FILTER; RUNOUT; COMPENSATION; CONTROLLER;
D O I
10.1109/TCST.2008.2002813
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The goal of a track-following controller for a disk drive is to maintain as close to perfect tracking as possible. Better tracking allows for more data to be stored on a single disk. There are several factors which make this control problem difficult, such as high-frequency resonant modes, unknown disturbances, and a preset sampling rate. The resonant modes of a disk drive are often uncertain and vary between units and can also lie near or beyond the Nyquist frequency. Suppressing these modes can be difficult. However, a multirate adaptive notch filter and adaptive bandwidth controller is proposed to suppress these resonant modes. A robust online estimator that estimates the mode frequencies is used to allow the multirate adaptive notch filter to track the disk drive's modes. By adding a multirate scheme to the adaptive notch filter, it can suppress modes at higher frequencies, which are close to or beyond the Nyquist frequency of the preset sampling rate. As the multirate adaptive notch filter tracks the plant mode frequencies, the adaptive bandwidth controller ensures that stability and performance requirements are satisfied by using the online estimate of the mode frequencies. An adaptive disturbance rejector is added to the adaptive mode-suppression scheme and broken into two parts: a part to suppress the repeatable runout and another to attenuate the residual disturbance by using a neural model. Both parts are adapted online and combined with the mode-suppression scheme to ensure good disturbance rejection even in the presence of unknown or changing resonant modes. Simulation results with a hard disk drive as the application are included and show that the adaptive mode-suppression scheme is able to maintain stability and better performance than a nonadaptive counterpart for an uncertain resonant-mode frequency. When combined with the adaptive disturbance-rejection scheme, stability is maintained and an improvement of as much as 14.3% in 3 sigma is seen. This improvement in tracking can allow for data to be stored more densely on a single disk, providing larger storage media for the same size of disk drive.
引用
收藏
页码:620 / 632
页数:13
相关论文
共 37 条
[1]   A brief history of disk drive control [J].
Abramovitch, D ;
Franklin, G .
IEEE CONTROL SYSTEMS MAGAZINE, 2002, 22 (03) :28-42
[2]  
ARANCIBIA NOP, 2007, AM CONTR C NEW YORK
[3]  
ARANCIBIA NOP, 2007, P 46 IEEE C DEC CONT, P4519
[4]   STOCHASTIC CONTROL OF F-8C AIRCRAFT USING A MULTIPLE MODEL ADAPTIVE-CONTROL (MMAC) METHOD .1. EQUILIBRIUM FLIGHT [J].
ATHANS, M ;
CASTANON, D ;
DUNN, KP ;
GREENE, CS ;
LEE, WH ;
SANDELL, NR ;
WILLSKY, AS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1977, 22 (05) :768-780
[5]  
Chen B.M., 2002, ADV IND CON
[6]   AN ADAPTIVE NOTCH FILTER WITH IMPROVED TRACKING PROPERTIES [J].
DRAGOSEVIC, MV ;
STANKOVIC, SS .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (09) :2068-2078
[7]  
ENGLEHART MJ, 1992, AIAA924622CP, P1505
[8]   Sea-clutter modeling using a radial-basis-function neural network [J].
Hennessey, G ;
Leung, H ;
Drosopoulos, A ;
Yip, PC .
IEEE JOURNAL OF OCEANIC ENGINEERING, 2001, 26 (03) :358-372
[9]   Practical implementation of a neural network controller in a hard disk drive [J].
Herrmann, G ;
Ge, SS ;
Guo, GX .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2005, 13 (01) :146-154
[10]  
Horowitz R, 1995, PROCEEDINGS OF THE 34TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P655, DOI 10.1109/CDC.1995.478987