DocumentCode :
3268627
Title :
LDU parameterized discrete-time multivariable MRAC and application to a web cache system
Author :
Ying Lu ; Gang Tao ; Abdelzaher, Tarek
Author_Institution :
Dept. of Electr. & Comput. Eng., Virginia Univ., Charlottesville, VA, USA
Volume :
4
fYear :
2002
fDate :
10-13 Dec. 2002
Firstpage :
4492
Abstract :
This paper first develops a multivariable discrete-time model reference adaptive control scheme with relaxed design conditions based on an LDU decomposition of the system high frequency gain matrix, and then applies the adaptive control scheme to a web cache system to provide proportional differentiation on average hit rates of different content classes of client requests. A key task fulfilled is system modeling. With the measured relative cache hit ratios as outputs and the content class storage space ratios as inputs, a multivariable dynamic web cache model is derived and experimentally verified via recursive system identification using real system data for a 2-input 2-output case. Based on this model, the adaptive control scheme is implemented for feedback control of the chosen web cache. Experimental results show an evident promise of an effective new approach of using adaptive control in web cache systems for performance guarantees in the presence of system uncertainties.
Keywords :
Internet; MIMO systems; cache storage; discrete time systems; feedback; file servers; matrix decomposition; model reference adaptive control systems; multivariable control systems; recursive estimation; uncertain systems; 2 input 2 output case; LDU decomposition; LDU parameterization; MRAC; cache hit ratios; class storage space ratios; client requests; content classes; discrete time multivariable system; feedback control; frequency gain matrix; model reference adaptive control system; multivariable dynamic web cache model; multivariable system; proportional differentiation; recursive system identification; system modeling; uncertainties; web cache system; Adaptive control; Application software; Control theory; Feedback control; Frequency; MIMO; Matrix decomposition; Modeling; Real time systems; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2002, Proceedings of the 41st IEEE Conference on
ISSN :
0191-2216
Print_ISBN :
0-7803-7516-5
Type :
conf
DOI :
10.1109/CDC.2002.1185081
Filename :
1185081
Link To Document :
بازگشت