Title :
Transform domain quasi-Newton algorithms for adaptive equalization in burst transmission systems
Author :
Berberidis, Kostas ; Rantos, Stelios ; Palicot, Jacques
Author_Institution :
Dept. of Comput. Eng. & Inf., Patras Univ., Greece
Abstract :
Two new adaptive equalizers are proposed which belong to the quasi-Newton (QN) algorithmic family. The first algorithm. is a linear equalizer (LE) and the second one is a decision feedback equalizer (DFE). In the LE case, the involved inverse Hessian matrix is approximated by a proper expansion consisting of powers of a Toeplitz matrix. Due to this formulation, the algorithm can be efficiently implemented in the transform domain (TD) using FFT. The same idea is applied to the feedforward part of the DFE. The derived algorithms enjoy the advantages of QN algorithms, that is, they exhibit faster convergence than their stochastic gradient counterparts and less computational complexity as compared to other Newton-type algorithms. These advantages are further enhanced due to TD implementation
Keywords :
Hessian matrices; Newton method; Toeplitz matrices; adaptive equalisers; computational complexity; convergence of numerical methods; decision feedback equalisers; fast Fourier transforms; feedforward; matrix inversion; mobile radio; multipath channels; FFT; Toeplitz matrix; adaptive equalization; burst transmission systems; computational complexity; decision feedback equalizer; feedforward; inverse Hessian matrix; linear equalizer; mobile wireless communication systems; multipath channels; proper expansion; transform domain quasi-Newton algorithms; Adaptive equalizers; Convergence; Decision feedback equalizers; Filters; Informatics; Intersymbol interference; Least squares approximation; Research and development; Resonance light scattering; Stochastic processes;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940403