Title :
Gradient Adaptive Lattice Algorithm Suitable for Fixed Point Implementation
Author :
Paleologu, Constantin ; Ciochina, Silviu ; Enescu, Andrei Alexandru ; Vladeanu, Calin
Author_Institution :
Dept. of Telecommun., Univ. Politeh. of Bucharest, Bucharest
fDate :
June 29 2008-July 5 2008
Abstract :
The lattice-based implementations of the gradient adaptive algorithms offer improved convergence rate capabilities, especially for high correlated inputs. In the classical gradient adaptive lattice (GAL) algorithm a division operation per stage is used, which significant grows the computational complexity in a fixed-point implementation context. In this paper, an approximate version of the GAL algorithm is proposed. This algorithm replaces the division operation by three multiplication operations and one addition operation. The simulation results prove that this algorithm keeps the rate of convergence and the good numerical properties of the classical GAL algorithm.
Keywords :
adaptive filters; computational complexity; fixed point arithmetic; gradient methods; lattice filters; computational complexity; fixed point implementation; gradient adaptive lattice algorithm; lattice filters; Adaptive filters; Computational complexity; Computational modeling; Convergence of numerical methods; Digital signal processing; Lattices; Least squares approximation; Signal processing algorithms; Stochastic processes; Transversal filters; Adaptive filters; fixed-point implementation; gradient adaptive lattice (GAL) algorithm; lattice filters;
Conference_Titel :
Digital Telecommunications, 2008. ICDT '08. The Third International Conference on
Conference_Location :
Bucharest
Print_ISBN :
978-0-7695-3188-5
Electronic_ISBN :
978-0-7695-3188-5
DOI :
10.1109/ICDT.2008.18