Title :
Reduction of errors in blind identification of FIR systems under order overestimation
Author :
Park, Y.J. ; Ihm, B.C. ; Park, D.J.
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Seoul, South Korea
Abstract :
In this paper, a new algorithm for blind FIR channel identification is proposed. The third- and fourth-order cumulants are used for robustness to Gaussian noise. The proposed algorithm solves an identification equation of channel parameters and estimated cumulants by the gradient descent method. In addition, to solve a singular problem which arises when the channel length is over-estimated, the distance of variables which consists of channel parameters are included in a cost function. Simulation results demonstrate that the performance of the proposed algorithm is superior to that of the previous methods, especially when the length of the FIR channel is over estimated
Keywords :
Gaussian noise; blind equalisers; errors; higher order statistics; identification; matrix algebra; telecommunication channels; FIR systems; Gaussian noise robustness; blind FIR channel identification; blind identification; channel length overestimation; channel parameters; cost function; error reduction; estimated cumulants; fourth-order cumulants; gradient descent method; identification equation; order overestimation; singular problem; third-order cumulants; Blind equalizers; Cost function; Digital communication; Distortion; Equations; Finite impulse response filter; Gaussian noise; Interference; Noise robustness; Parameter estimation;
Conference_Titel :
Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-5471-0
DOI :
10.1109/ISCAS.1999.778831