Estimation-Based Adaptive Filtering and Control

Name: Estimation-Based Adaptive Filtering and Control
Brand: LAP Lambert Academic Publishing
SKU: 9783838325170
Price: 22504 HUF
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A systematic approach to adaptive filter design

Szerző: Bijan Sayyarrodsari

Nyelv:

Kötés: Puha kötésű

Kiadó: LAP Lambert Academic Publishing

Elérhetőség: Beszállítói készleten

Küldés 5-8 napon belül

22 504 Ft

Adaptive Systems have been used in a wide range of applications for almost four decades. Examples in...

Információk a könyvről

Szerző

Bijan Sayyarrodsari

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2010

oldal

180

EAN

9783838325170

Enbook ID

07085744

Kiadó

LAP Lambert Academic Publishing

Súly

284

Méretek

150 x 220 x 11

Teljes leírás

Adaptive Systems have been used in a wide range of applications for almost four decades. Examples include adaptive equalization, adaptive noise-cancellation, and adaptive control. The design of adaptive filters/controllers is a difficult nonlinear problem for which good systematic synthesis procedures have proven a difficult challenge. Most commonly-used design methods (e.g. FxLMS) are adhoc in nature and do not provide guaranteed performance level. Systematic analysis of the commonly used adaptive algorithms is also difficult. This work presents an estimation-based synthesis and analysis procedure for adaptive filter design. This work formulates the adaptive filtering/control problem as an H estimation problem, and updates the adaptive weight vector according to the state estimates provided by an H estimator. The estimator is proved to be always feasible. Furthermore, the special structure of the problem is used to reduce the usual Riccati recursion for state estimate update to a simpler Lyapunov recursion. The resulting adaptive algorithm has provable performance with simple update rule, and readily extends to multi-channel systems and problems with feedback contamination.

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Estimation-Based Adaptive Filtering and Control

A systematic approach to adaptive filter design

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