Title :
Higher order statistical approach for channel estimation using matrix pencils
Author :
Liang, Jing ; Ding, Zhi
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Davis, CA, USA
Abstract :
We study the blind identification of single input single output linear finite impulse response (FIR) channels via output higher-order cumulant information. Our aim is to find simple and effective approaches for channel estimation. The proposed algorithms identify channel impulse response by solving a cumulant matrix pencil. Compared with several existing linear approaches, the new methods are computationally simpler and less sensitive to channel order over-estimation. We also present simulation results that demonstrate the robustness of the new methods to various channel conditions in practical applications
Keywords :
higher order statistics; matrix algebra; parameter estimation; transient response; HOS; blind channel estimation; blind identification; channel conditions; channel impulse response; channel order over-estimation; cumulant matrix pencil; discrete-time SISO linear modulation system; elementary matrix pencil algorithm; higher order statistics; linear finite impulse response channels; simulation results; single input single output FIR channels; weighted overlapping matrix pencil algorithm; Bismuth; Channel estimation; Closed-form solution; Computational modeling; EMP radiation effects; Finite impulse response filter; Higher order statistics; Matrix decomposition; Robustness; Signal processing;
Conference_Titel :
Communications, 2002. ICC 2002. IEEE International Conference on
Conference_Location :
New York, NY
Print_ISBN :
0-7803-7400-2
DOI :
10.1109/ICC.2002.996807