DocumentCode :
3267840
Title :
Methods of system identification for monitoring slowly time-varying structural systems
Author :
Johnson, E.A. ; Voulgaris, P.G. ; Bergman, L.A.
Author_Institution :
Dept. of Aeronaut. & Astronaut. Eng., Illinois Univ., Urbana, IL, USA
fYear :
35765
fDate :
8-10 Dec1997
Firstpage :
569
Lastpage :
573
Abstract :
It is often necessary to monitor the response of structural systems for reasons such as the prediction and avoidance of unstable behavior like flutter, monitoring structural parameters (e.g. natural frequency and damping, response of critical structural modes), and detection of structural damage or verification of structural integrity. Several different system identification methods are studied for the efficacy of their implementation for online monitoring of slowly time-varying structural systems. A few simple examples of such systems facilitate the evaluation of the performance, accuracy and ease of use of the various methods. Special attention is focused on exploring H-based identification methods and on a two-stage algorithm using a recursive least-squares identification. It is observed that H-based methods, while having advantages for many problems, especially in computing plant uncertainty bounds that are suitable for H control design, are not particularly well-suited for online structural monitoring. Recursive least-squares methods, however, are sufficiently computationally simple to provide real-time updates of structural parameters and, in conjunction with a Kalman filter, modal response with relatively good accuracy for systems with slowly varying characteristics
Keywords :
H optimisation; Kalman filters; computerised monitoring; dynamic response; identification; least squares approximations; online operation; real-time systems; recursive estimation; structural engineering computing; time-varying systems; H control design; H-based identification methods; Kalman filter; accuracy; ease of use; flutter; modal response; online monitoring; performance evaluation; plant uncertainty bounds; real-time updates; recursive least-squares identification; slowly time-varying structural systems monitoring; structural damage detection; structural integrity verification; structural parameters; system identification methods; two-stage algorithm; unstable behavior; Aerodynamics; Aircraft; Condition monitoring; Frequency; Real time systems; Sensor arrays; Structural engineering; System identification; Testing; Time varying systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Systems, 1997. IIS '97. Proceedings
Conference_Location :
Grand Bahama Island
Print_ISBN :
0-8186-8218-3
Type :
conf
DOI :
10.1109/IIS.1997.645422
Filename :
645422
Link To Document :
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