DocumentCode :
2808326
Title :
A blind channel shortening criterion based on high-order cumulants
Author :
Han, Huy-Dung ; Ding, Zhi
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, Davis, CA, USA
fYear :
2010
fDate :
14-19 March 2010
Firstpage :
3210
Lastpage :
3213
Abstract :
In this work, we propose a new criterion for blind channel shortening based on high order statistical information. This method overcomes the weakness of two existing channel shortening criteria derived from only second order output statistics of the unknown channel. It is applicable to both single-input-single-output and single-input-multiple-output frequency selective channels. The optimization criterion can be achieved through either a stochastic gradient descent algorithm or a batch algorithm. Simulation results demonstrate successful shortening of wireless channels that the existing criteria fail to shorten.
Keywords :
blind equalisers; gradient methods; optimisation; statistical analysis; wireless channels; batch algorithm; blind channel shortening criterion; channel shortening criteria; high order statistical information; high-order cumulants; optimization criterion; second order output statistics; single-input-multiple-output frequency selective channels; single-input-single-output selective channels; stochastic gradient descent algorithm; wireless channels; Autocorrelation; Bandwidth; Blind equalizers; Delay; Filters; Frequency domain analysis; Frequency synchronization; Interference; OFDM modulation; Statistics; Blind channel shortening; cumulants; time-domain equalization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
ISSN :
1520-6149
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2010.5496062
Filename :
5496062
Link To Document :
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