An LMI formulation for the estimation-based approach to the design of adaptive filters
Abstract
We present a linear matrix inequalities (LMI) formulation for the estimation-based approach to the design of adaptive FIR and IIR filters. LMI provide a convenient framework for the synthesis of multiobjective (H_2/H∞) control problems. Therefore, the H∞ disturbance attenuation criterion in the estimation-based adaptive algorithm can be easily augmented with the appropriate H2 performance constraints. The question of internal stability of the overall system is also directly addressed as a by-product of the Lyapunov-based nature of the LMI formulation. We use an active noise cancellation scenario to study the main features of the proposed LMI solution.
Additional Information
© 1998 IEEE. Supported by Lockheed Martin Missiles & Space Grant.Attached Files
Published - An_LMI_formulation_for_the_estimation-based_approach_to_the_design_of_adaptive_filters.pdf
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Additional details
- Eprint ID
- 54850
- Resolver ID
- CaltechAUTHORS:20150217-074721805
- Lockheed Martin Missiles & Space
- Created
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2015-02-17Created from EPrint's datestamp field
- Updated
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2021-11-10Created from EPrint's last_modified field