Title :
Dynamically regularized RLS-DCD algorithm and its FPGA implementation
Author :
Liu, Jie ; Zakharov, Yuriy
Author_Institution :
Dept. of Electron., Univ. of York, York
Abstract :
In this paper, we present an FPGA implementation of a dynamically regularized recursive least squares adaptive filtering algorithm based on dichotomous coordinate descent iterations. The algorithm is simple for finite precision implementation, requires small chip resources, and exhibits numerical stability. The proposed implementation allows significant increase in the weight update rate compared to a implementation based on unregularized QR decomposition; for 16 and 64-element adaptive antenna arrays, the update rate is as high as 176 kHz and 31 kHz, respectively.
Keywords :
adaptive filters; field programmable gate arrays; least mean squares methods; FPGA; RLS-DCD algorithm; dichotomous coordinate descent iteration; recursive least squares adaptive filtering; Adaptive algorithm; Adaptive arrays; Adaptive filters; Equations; Field programmable gate arrays; Filtering algorithms; Heuristic algorithms; Least squares methods; Resonance light scattering; Robustness; Adaptive filter; DCD iterations; FPGA; RLS; antenna beamforming; dichotomous coordinate descent; regularization;
Conference_Titel :
Signals, Systems and Computers, 2008 42nd Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2940-0
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2008.5074754