DocumentCode
810916
Title
Statistical sensitivity and minimum sensitivity structures with fewer coefficients in discrete time linear systems
Author
Iwatsuki, Masami ; Kawamata, Masayuki ; Higuchi, Tatsuo
Author_Institution
Tohoku Univ., Sendai, Japan
Volume
37
Issue
1
fYear
1990
fDate
1/1/1990 12:00:00 AM
Firstpage
72
Lastpage
80
Abstract
Statistical sensitivity in discrete-time state-space linear systems is defined, using a virtual system whose coefficients are stochastically varied. The necessary and sufficient condition for the mean-square asymptotical stability is obtained by analyzing the convergence of the state covariance matrix of the virtual system. This condition determines an upper bound on the variance of coefficient variations that guarantees stochastic stability. Minimum-sensitivity structures can be synthesized by using two assumptions to simplify the sensitivity measure. The minimum-sensitivity structures have many more coefficients than the other canonical structures in general. The authors synthesize minimum-sensitivity structures that have fewer coefficients and lower sensitivity than the usual minimum-sensitivity structures. The number of coefficients depends on the pole-zero configuration of the transfer function. Two numerical examples show that the minimum-sensitivity structures have much lower sensitivity than the other realizations
Keywords
convergence; discrete time systems; linear systems; matrix algebra; sensitivity analysis; stability; state-space methods; statistical analysis; coefficients reduction; convergence; discrete time linear systems; mean-square asymptotical stability; minimum sensitivity structures; minimum-sensitivity structures; pole-zero configuration; sensitivity measure; state covariance matrix; state-space; statistical sensitivity; stochastic stability; transfer function; virtual system; Asymptotic stability; Covariance matrix; Digital filters; Linear systems; Quantization; Stability analysis; Stochastic processes; Sufficient conditions; Transfer functions; Upper bound;
fLanguage
English
Journal_Title
Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0098-4094
Type
jour
DOI
10.1109/31.45693
Filename
45693
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