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Estimation-based approach to simultaneous adaptive control and parameter estimation in filtered-LMS problems

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3 Author(s)
Alighanbari, M. ; NASA Autonomous Control Eng. Center, Greensboro, NC, USA ; Sayarrodsari, B. ; Homaifar, A.

This paper presents an estimation-based approach to the adaptive filtering (control) problem in the filtered-LMS scenarios with unknown parameters in the secondary path. The approach discussed produces a robust estimate for the unknown system parameters while fulfilling adaptive control objectives. The control objective is to limit the worst-case energy gain from exogenous disturbances, initial condition uncertainty, and parameter estimation error to the cancellation error at the output of the secondary path. Simulation results on a typical active noise cancellation problem are presented to demonstrate the main features of the proposed approach

Published in:

American Control Conference, 2001. Proceedings of the 2001  (Volume:6 )

Date of Conference:

2001

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