Title :
Blind equalization of digital communication channels using fractionally spaced samples
Author :
Inouye, Youjiro ; Ohta, Toshiyuki
Author_Institution :
Fac. of Eng. Sci., Osaka Univ., Japan
Abstract :
We consider the blind equalization of digital communication channel (systems) using fractionally spaced samples and their second- and fourth-order statistics. A fractionally sampled signal is cyclostationary rather than stationary. Therefore, we first cast the problem into a blind equalization problem of a linear time-invariant (LTI) system with a single input and multiple outputs, by representing the fractionally sampled output process as a vector stationary process. Then we derive a necessary and sufficient condition for the LTI system to be blindly equalizable from the stationary output vector sequence. We propose a constrained maximization problem for solving the blind equalization. To solve the maximization problem, we propose two iterative procedures. The first one is a stochastic gradient algorithm similar to the one proposed by Shalvi and Weinstein (see IEEE Trans. Inform. Theory, vol. 36, p. 312-21, 1990) in the scalar case, while the second one is a super-exponential algorithm similar to the one proposed by them (see IEEE Trans. Inform. Theory, vol. 39, p. 504-519, 1993) in the scalar case
Keywords :
digital communication; equalisers; higher order statistics; iterative methods; linear systems; signal sampling; telecommunication channels; blind equalization; constrained maximization problem; digital communication channels; fourth-order statistics; fractionally spaced samples; iterative procedures; linear time-invariant system; multiple outputs; second-order statistics; single input; stationary output vector sequence; stochastic gradient algorithm; super-exponential algorithm; vector stationary process; Baseband; Blind equalizers; Digital communication; Finite impulse response filter; Higher order statistics; Iterative algorithms; Random variables; Sampling methods; Stochastic processes; Vectors;
Conference_Titel :
Circuits and Systems, 1996. ISCAS '96., Connecting the World., 1996 IEEE International Symposium on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3073-0
DOI :
10.1109/ISCAS.1996.540378