ICASSP 2006 - May 15-19, 2006 - Toulouse, France

Technical Program

Paper Detail

Paper:SPCOM-P6.6
Session:Channel Estimation & Equalization I
Time:Wednesday, May 17, 14:00 - 16:00
Presentation: Poster
Topic: Signal Processing for Communication: Channel modeling and estimation, training schemes
Title: Multipath Parameter Estimation of Time-Varying Space-Time Communication Channels Using Parallel Factor Analysis
Authors: André de Almeida, Gérard Favier, Laboratoire I3S / CNRS / UNSA, France; João Mota, Laboratorio GTEL / DETI / UFC, Brazil
Abstract: In this work we propose a new method for estimation of multipath parameters in the context of mobile communications. The proposed method is an effective way to exploit the fact that the paths amplitudes are fast-varying while angles and delays are slowly-varying over multiple time-slots. By relying on such a multislot invariance of angles and delays and by periodically extending a training sequence over multiple time-slots, we show that the received signal can be modeled as a third-order (3D) tensor, which follows a Parallel Factor (PARAFAC) model. An accelerated alternating least squares (ALS) algorithm is used for a joint estimation of the angles of arrival, delays and fading amplitudes of the multipaths. Numerical results from computer simulations show that the proposed PARAFAC-based estimator is capable of estimating the multipath channel parameters with good accuracy using short training sequences and with fewer receiver antennas than multipaths.



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