Title :
New constraining method for partitioned block frequency-domain adaptive filters
Author :
Derkx, René M M ; Egelmeers, Gerard P M ; Sommen, Piet C W
Author_Institution :
Philips Res. Lab., Eindhoven, Netherlands
fDate :
9/1/2002 12:00:00 AM
Abstract :
For adaptive filters with many taps, a short processing delay, and relative low computational complexity, the partitioned block frequency-domain adaptive filter (PBFDAF) is a good choice. The computational complexity of this algorithm is significantly reduced by using the alternated constrained PBFDAF. This particular algorithm applies gradient constraints in an alternating manner. In this paper, a serious problem in performance of the alternated constrained PBFDAF is described. Furthermore, a modification is proposed that effectively alleviates this problem. By using this modification together with a gradient constraint approximation, a new efficient alternated constrained PBFDAF is developed. Compared with the fully constrained PBFDAF, this new constraining method does not show any significant performance loss and still has a much smaller computational complexity.
Keywords :
adaptive filters; adaptive signal processing; approximation theory; computational complexity; delays; filtering theory; frequency-domain synthesis; gradient methods; alternated constrained PBFDAF; computational complexity; constraining method; gradient constraint approximation; partitioned block frequency-domain adaptive filters; processing delay; Adaptive filters; Computational complexity; Convergence; Convolution; Degradation; Delay; Least squares approximation; Partitioning algorithms; Pollution; Signal processing algorithms;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.801932