DocumentCode :
4607
Title :
Stability Analysis for a Class of Systems: From Model-Based Methods to Data-Driven Methods
Author :
Zhuo Wang ; Derong Liu
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Alberta, Edmonton, AB, Canada
Volume :
61
Issue :
11
fYear :
2014
fDate :
Nov. 2014
Firstpage :
6463
Lastpage :
6471
Abstract :
This paper presents some new methods to analyze the stability of the equilibrium point, and the bounded-input/bounded-state (BIBS) and the bounded-input/bounded-output (BIBO) stabilities for linear systems and a class of nonlinear systems. We study these systems in both continuous-time and discrete-time forms, using approaches from model-based methods to data-driven methods. For linear systems, our work about the BIBS and the BIBO stabilities does not concern the state controllability or the state observability. The data-driven methods can analyze the stabilities by doing some simple experiments and observations, while not identifying the corresponding parameter matrices. Our methods are easier to understand and more convenient to use in engineering practice.
Keywords :
continuous time systems; control system analysis; discrete time systems; input-output stability; linear systems; matrix algebra; nonlinear control systems; BIBO; BIBS; bounded-input/bounded-output stability; bounded-input/bounded-state stability; continuous-time form; data-driven methods; discrete-time form; equilibrium point stability; model-based methods; nonlinear systems; parameter matrices; stability analysis; Analytical models; Eigenvalues and eigenfunctions; Linear systems; Mathematical model; Nonlinear systems; Stability criteria; Bounded-input/bounded-state (BIBS) and bounded-input/bounded-output (BIBO) stabilities; continuous-time and discrete-time systems; data-driven methods; model-based methods; stability of the equilibrium point;
fLanguage :
English
Journal_Title :
Industrial Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0046
Type :
jour
DOI :
10.1109/TIE.2014.2308146
Filename :
6748063
Link To Document :
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