Title :
A Nuclear Norm Heuristic Approach to Fractionally Spaced Blind Channel Equalization
Author :
Konishi, Katsumi ; Furukawa, Toshihiro
Author_Institution :
Dept. of Comput. Sci., Kogakuin Univ., Tokyo, Japan
Abstract :
This letter proposes an algorithm for the blind fractionally spaced equalization (FSE). We show that the rank minimization approach leads to the reduction of degrees of freedom in the blind FSE problem and improves the quality of equalization. By introducing the nuclear norm heuristic, the design problem of blind channel equalization is formulated as the nuclear norm minimization problem. We also show that the effect of noise is reduced by minimizing the nuclear norm. Numerical examples demonstrate the effectiveness of the proposed algorithm.
Keywords :
blind equalisers; blind source separation; channel estimation; minimisation; blind FSE problem; blind fractionally spaced equalization; degrees of freedom; equalization quality; fractionally spaced blind channel equalization; nuclear norm heuristic approach; nuclear norm minimization problem; rank minimization approach; Bit error rate; Blind equalizers; Eigenvalues and eigenfunctions; Minimization; Signal to noise ratio; Blind equalization; fractionally spaced equalizers; nuclear norm heuristic; rank minimization; semidefinite programming;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2010.2095417