TY - GEN
T1 - Parameter estimation in a nonlinear vibrating system using an observer for an extended system
AU - Chatterjee, Anindya
AU - Cusumano, Joseph P.
N1 - Publisher Copyright:
© 1999 by ASME
Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
PY - 1999
Y1 - 1999
N2 - We present a new observer-based method for parameter estimation for nonlinear oscillatory mechanical systems where the unknown parameters appear linearly (they may each be multiplied by bounded and Lipschitz continuous but otherwise arbitrary, possibly nonlinear, functions of the oscillatory state variables and time). The oscillations in the system may be periodic, quasiperiodic or chaotic. The method is also applicable to systems where the parameters appear nonlinearly, provided a good initial estimate of the parameter is available. The observer requires measurements of displacements. It estimates velocities on a fast time scale, and the unknown parameters on a slow time scale. The fast and slow time scales are governed by a single small parameter e. Using asymptotic methods including the method of averaging, it is shown that the observer's estimates of the unknown parameters converge like e-εt where t is time, provided the system response is such that the coefficient-functions of the unknown parameters are not close to being linearly dependent. It is also shown that the method is robust in that small errors in the model cause small errors in the parameter estimates. A numerical example is provided to demonstrate the effectiveness of the method.
AB - We present a new observer-based method for parameter estimation for nonlinear oscillatory mechanical systems where the unknown parameters appear linearly (they may each be multiplied by bounded and Lipschitz continuous but otherwise arbitrary, possibly nonlinear, functions of the oscillatory state variables and time). The oscillations in the system may be periodic, quasiperiodic or chaotic. The method is also applicable to systems where the parameters appear nonlinearly, provided a good initial estimate of the parameter is available. The observer requires measurements of displacements. It estimates velocities on a fast time scale, and the unknown parameters on a slow time scale. The fast and slow time scales are governed by a single small parameter e. Using asymptotic methods including the method of averaging, it is shown that the observer's estimates of the unknown parameters converge like e-εt where t is time, provided the system response is such that the coefficient-functions of the unknown parameters are not close to being linearly dependent. It is also shown that the method is robust in that small errors in the model cause small errors in the parameter estimates. A numerical example is provided to demonstrate the effectiveness of the method.
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U2 - 10.1115/DETC99-VIB-8067
DO - 10.1115/DETC99-VIB-8067
M3 - Conference contribution
AN - SCOPUS:85101162579
T3 - Proceedings of the ASME Design Engineering Technical Conference
SP - 1793
EP - 1798
BT - 17th Biennial Conference on Mechanical Vibration and Noise
PB - American Society of Mechanical Engineers (ASME)
T2 - ASME 1999 Design Engineering Technical Conferences, DETC 1999
Y2 - 12 September 1999 through 16 September 1999
ER -