Cramer-Rao bounds and methods for knowledge based estimation of multiple FIR channels.

Ayadi, Jaouhar;Slock, Dirk T M
SPAWC 1997, 1st IEEE Signal processing advances in wireless communications workshop, April 16-18, 1997, Paris, France

This contribution elaborates on the concept of blind identification of multiple FIR channels with prior knowledge (WPK). The prior knowledge considered here corresponds to the transmitter (TX) (pulse shaping) and/or receiver (RX) filters present in digital communication systems. Exploitation of this prior knowledge allows the estimation to concentrate on the impulse response of the actual channel part itself. Hence this estimation can be done more accurately. Since the prior information is expressed in terms of the channel impulse response, we reviewanumber of blind channel estimation methods that are parameterized by the channel and consider their extension to incorporate the prior knowledge. These methods include Subchannel Response Matching (SRM), subspace fitting and Maximum Likelihood (ML) techniques. We also discuss performance limits in the form of Cramer-Rao bounds (CRBs). Both the methods and the CRBs are discussed in a deterministic and a Gaussian context for the unknown transmitted symbols. Simulation results indicate that the exploitation of the prior knowledge can lead to signicant improvements, that one particular SRM WPK method often outperforms another one, and that ML methods can still further improve performance.


DOI
Type:
Conférence
City:
Paris
Date:
1997-04-16
Department:
Systèmes de Communication
Eurecom Ref:
54
Copyright:
© 1997 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.

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