DocumentCode :
2683518
Title :
Deterministic MIMO channel order estimation based on canonical correlation analysis
Author :
Arroyo, Marta ; Via, Javier ; Santamaria, Ignacio
Author_Institution :
Dept. of Commun. Eng., Univ. of Cantabria, Santander
fYear :
2008
fDate :
21-23 July 2008
Firstpage :
18
Lastpage :
22
Abstract :
Channel order estimation is a critical step in blind channel identification/equalization algorithms. In this paper, a new criterion for channel order estimation of multiple-input multiple-output (MIMO) channels is presented. The proposed method relies on the reformulation of the blind equalization problemas a set of nested canonical correlation analysis (CCA) problems, whose solutions are given by a generalized eigenvalue (GEV) problem. In particular, the channel order estimates are obtained from the multiplicity of the largest generalized eigenvalue of the successive GEVs. Unlike previous approaches, the performance of the proposed method is good even in the cases of small data sets, colored signals, and channels with small head and tails terms, which is illustrated by means os some numerical examples.
Keywords :
MIMO communication; channel estimation; correlation methods; eigenvalues and eigenfunctions; MIMO channel order estimation; blind channel equalization algorithms; blind channel identification algorithms; canonical correlation analysis; generalized eigenvalue; multiple-input multiple-output channels; Blind equalizers; Data mining; Eigenvalues and eigenfunctions; Information analysis; MIMO; Matrix decomposition; Noise reduction; Stochastic processes; Tail; Telephony;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop, 2008. SAM 2008. 5th IEEE
Conference_Location :
Darmstadt
Print_ISBN :
978-1-4244-2240-1
Electronic_ISBN :
978-1-4244-2241-8
Type :
conf
DOI :
10.1109/SAM.2008.4606815
Filename :
4606815
Link To Document :
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