Title :
Blind channel identification and equalization with modulation-induced cyclostationarity
Author :
Serpedin, Erchin ; Giannakis, Georgios B.
Author_Institution :
Dept. of Electr. Eng., Virginia Univ., Charlottesville, VA, USA
fDate :
7/1/1998 12:00:00 AM
Abstract :
Recent results have pointed out the importance of inducing cyclostationarity at the transmitter for blind identification and equalization of communication channels. This paper addresses blind channel identification and equalization relying on the modulation-induced cyclostationarity, without introducing redundancy at the transmitter. It is shown that single-input single-output channels can be identified uniquely from output second-order cyclic statistics, irrespective of the location of channel zeros, color of additive stationary noise, or channel order overestimation errors, provided that the period of modulation-induced cyclostationarity is greater than half the channel length. Linear, closed-form, nonlinear correlation matching, and subspace-based approaches are developed for channel estimation and are tested using simulations. Necessary and sufficient blind channel identifiability conditions are presented. A Wiener cyclic equalizer is also proposed
Keywords :
correlation methods; equalisers; least mean squares methods; modulation; parameter estimation; statistical analysis; telecommunication channels; transmitters; Wiener cyclic equalizer; additive stationary noise color; blind channel identification; channel estimation; channel order overestimation errors; channel zeros location; communication channels; equalization; modulation-induced cyclostationarity; nonlinear correlation matching; output second-order cyclic statistics; simulations; single-input single-output channels; subspace-based approaches; transmitter; Additive noise; Bandwidth; Blind equalizers; Colored noise; Communication channels; Finite impulse response filter; Frequency; Information rates; Microwave integrated circuits; Transmitters;
Journal_Title :
Signal Processing, IEEE Transactions on