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Abstract
A non-linear operator approach to estimation in discrete-time multivariable systems is described. It involves inferential estimation of a signal which enters a communication channel that contains non-linearities and transport delays. The measurements are assumed to be corrupted by a coloured noise signal correlated with the signal to be estimated. The solution of the non-linear estimation problem is obtained using nonlinear operators. The signal and noise channels may be grossly non-linear and are represented in a very general non-linear operator form. The resulting so-called Wiener non-linear minimum variance estimation algorithm is relatively simple to implement. The optimal non-linear estimator is derived in terms of the nonlinear operators and can be implemented as a recursive algorithm using a discrete-time non-linear difference
equation. In the limiting case of a linear system, the estimator has the form of a Wiener filter in discrete-time polynomial matrix system form. A non-linear channel equalisation problem is considered for the design example.
equation. In the limiting case of a linear system, the estimator has the form of a Wiener filter in discrete-time polynomial matrix system form. A non-linear channel equalisation problem is considered for the design example.
| Original language | English |
|---|---|
| Pages (from-to) | 618-629 |
| Number of pages | 12 |
| Journal | IET Signal Processing |
| Volume | 4 |
| Issue number | 6 |
| DOIs | |
| Publication status | Published - Dec 2010 |
Keywords
- channel estimation
- equalisers
- polynomial matrices
- stochastic processes
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Dive into the research topics of 'Optimal minimum variance estimation for nonlinear discrete-time multichannel systems'. Together they form a unique fingerprint.Projects
- 2 Finished
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International Workshop on Hybrid and Predict Control for Nonlinear Industrial Applications
Yue, H. (Principal Investigator) & Grimble, M. (Co-investigator)
EPSRC (Engineering and Physical Sciences Research Council)
1/12/08 → 14/09/09
Project: Research
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INDUSTRIAL NON-LINEAR CONTROL AND REALTIME APPLICATIONS
Grimble, M. (Principal Investigator), Katebi, R. (Co-investigator) & Ordys, A. (Co-investigator)
EPSRC (Engineering and Physical Sciences Research Council)
1/05/05 → 30/04/10
Project: Research