Title :
A Block Component Model-Based Blind DS-CDMA Receiver
Author :
Nion, Dimitri ; Lathauwer, Lieven De
Author_Institution :
Telecommun. Div. of the Electron. & Comput. Eng. Dept., Tech. Univ. of Crete, Chania
Abstract :
In this paper, we consider the problem of blind multiuser separation-equalization in the uplink of a wideband DS-CDMA system, in a multipath propagation environment with intersymbol-interference (ISI). To solve this problem, we propose a multilinear algebraic receiver that relies on a new third-order tensor decomposition and generalizes the parallel factor (PARAFAC) model. Our method is deterministic and exploits the temporal, spatial and spectral diversities to collect the received data in a third-order tensor. The specific algebraic structure of this tensor is then used to decompose it in a sum of user´s contributions. The so-called block component model (BCM) receiver does not require knowledge of the spreading codes, the propagation parameters, nor statistical independence of the sources but relies instead on a fundamental uniqueness condition of the decomposition that guarantees identifiability of every user´s contribution. The development of fast and reliable techniques to calculate this decomposition is important. We propose a blind receiver based either on an alternating least squares (ALS) algorithm or on a Levenberg-Marquardt (LM) algorithm. Simulations illustrate the performance of the algorithms.
Keywords :
blind equalisers; blind source separation; code division multiple access; intersymbol interference; least squares approximations; matrix decomposition; multiuser detection; radio receivers; spread spectrum communication; tensors; Levenberg-Marquardt algorithm; alternating least squares algorithm; blind DS-CDMA receiver; blind multiuser separation-equalization; block component model; intersymbol interference; multilinear algebraic receiver; parallel factor model; third-order tensor decomposition; wideband DS-CDMA system; Blind Signal Extraction; Blind signal extraction; Block Component Model; CDMA; Higher-Order Tensor; PARAFAC; block component model (BCM); higher-order tensor;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2008.926982