Title :
A nuclear norm minimization approach to fractionally spaced blind channel equalization
Author :
Konishi, Katsumi ; Furukawa, Toshihiro
Author_Institution :
Dept. of Comput. Sci., Kogakuin Univ., Tokyo, Japan
Abstract :
This paper proposes an algorithm for the blind fractionally spaced equalization (FSE). We show that the rank minimization approach leads to reduce 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 affection of noise is reduced by minimizing the nuclear norm. Numerical examples demonstrate the effectiveness of the proposed algorithm.
Keywords :
blind source separation; minimisation; blind fractionally spaced equalization; degrees of freedom; design problem; fractionally spaced blind channel equalization; nuclear norm heuristic; nuclear norm minimization approach; rank minimization approach; Blind equalizers; Computer science; Engineering management; Informatics; Minimization methods; Noise reduction; Noise robustness; Parameter estimation; Quadrature amplitude modulation; Time invariant systems;
Conference_Titel :
Circuits and Systems (MWSCAS), 2010 53rd IEEE International Midwest Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4244-7771-5
DOI :
10.1109/MWSCAS.2010.5548703