Title :
On blind equalization of rank deficient nonlinear channels
Author :
López-Valcarce, Roberto ; Dasgupta, Soura
Author_Institution :
Dept. Tecnologias de las Comunicaciones, Univ. de Vigo, Spain
fDate :
6/23/1905 12:00:00 AM
Abstract :
We consider the problem of blind equalization of nonlinear channels from the second-order statistics of the channel output. The channel model is linear in the parameters, with additive terms that are nonlinear functions of the transmitted symbols. All previous approaches assume that the corresponding channel matrix has full column rank, which ensures the existence of linear FIR zero forcing equalizers. We show that this assumption is not necessary, and that under certain circumstances linear FIR equalizers can be found despite the violation of this assumption. An important consequence of this fact is that equalization can be effected with a smaller level of diversity. In this paper necessary and sufficient conditions on the channel matrix are given. An algorithm for the computation of the equalizers is also given for those channels satisfying these conditions, assuming an i.i.d. symbol sequence and memory dominance of the linear part
Keywords :
blind equalisers; matrix algebra; nonlinear functions; statistical analysis; telecommunication channels; FIR zero forcing equalizers; blind equalization; channel matrix; channel model; full column rank; i.i.d. symbol sequence; nonlinear functions; rank deficient nonlinear channels; second-order statistics; transmitted symbols; Blind equalizers; Finite impulse response filter; High power amplifiers; Linearity; MIMO; Power system modeling; Radio link; Statistics; Sufficient conditions; Vectors;
Conference_Titel :
Statistical Signal Processing, 2001. Proceedings of the 11th IEEE Signal Processing Workshop on
Print_ISBN :
0-7803-7011-2
DOI :
10.1109/SSP.2001.955274