Title :
Fast Adaptive Algorithms for Active Control of Nonlinear Noise Processes
Author :
Reddy, E. Prashanth ; Das, Debi Prasad ; Prabhu, K.M.M.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Madras, Chennai
Abstract :
This correspondence attempts to derive the exact implementation of two nonlinear active noise control (ANC) algorithms, viz. FSLMS and VFXLMS. The concept of reutilizing a part of the computations performed for the first sample while computing the next sample, for a block length of two samples, is exploited here to implement the fast and exact versions of the FSLMS and VFXLMS algorithms which are computationally efficient. Detailed computational complexity analysis for both addition and multiplication requirements is presented to show the advantage of the proposed algorithms. Appropriate simulation experiments are carried out to compare the performance equivalence of the proposed fast algorithms with their original versions.
Keywords :
Volterra equations; active noise control; adaptive control; computational complexity; least squares approximations; nonlinear control systems; Volterra filtered-X LMS algorithm; computational complexity analysis; nonlinear active noise control algorithms; nonlinear noise processes; Acoustic noise; Active noise reduction; Adaptive algorithm; Adaptive filters; Computational complexity; Least squares approximation; Noise cancellation; Noise generators; Noise level; Signal processing algorithms; Active noise control (ANC); FSLMS and VFXLMS algorithms; adaptive control; fast ANC; nonlinear ANC;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2008.924131