DocumentCode :
3737695
Title :
A design method of initial value for adaptive feed-forward control using support vector machine
Author :
Shota Yabui;Takenori Atsumi
Author_Institution :
Servo Development, HGST Japan, Ltd. 1, Kirihara, Fujisawa, Kanagawa 252-8588, Japan
fYear :
2015
Firstpage :
4283
Lastpage :
4288
Abstract :
This paper presents design method of initial value in adaptive feed-forward control by using support vector machine. The adaptive feed-forward control are implemented to compensate for disturbances induced position error signals in positioning control systems. Although the effectiveness was verified in previous studies, experimental results show that the adaptive control have mainly two problems. The adaptive algorithm requires time to converge the adaptive parameters and the performance may vary in experiments. To overcome the problems, we have developed an improvement method of convergence for adaptive feed-forward control by setting initial values. The experimental results in hard disk drives show that the proposed method can improve the convergence time and the performance variation.
Keywords :
"Convergence","Vibrations","Adaptive control","Support vector machines","Design methodology","Control systems"
Publisher :
ieee
Conference_Titel :
Industrial Electronics Society, IECON 2015 - 41st Annual Conference of the IEEE
Type :
conf
DOI :
10.1109/IECON.2015.7392768
Filename :
7392768
Link To Document :
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