Title
Transient Analysis of the Conventional Filtered-x Affine Projection Algorithm for Active Noise Control
Abstract
Affine projection (AP) algorithms have been proposed in recent years for use in active noise control systems. This is due to their potential high convergence speed along with their robustness and moderate computational cost. However, these algorithms can exhibit an excessive computational cost for high projection orders (just when higher convergence speed is achieved). Thus, computationally efficient versions of these algorithms have been proposed. For the particular case of the AP algorithms applied to active noise control, the use of the conventional filtered-x structure instead of the commonly used modified filtered-x method can be understood as an efficient strategy, since it needs fewer operations to update the adaptive filter coefficients. However, the use of this structure implies different algorithm behavior for the following two reasons: the signals needed in the coefficient updates do not correspond exactly to the AP algorithm and this structure introduces a delay between the update of the adaptive filter coefficients and its effect on the noise signal. In practice, this dual effect mainly affects convergence of the algorithms in the transient regime. This correspondence presents a mathematical model so that the transient behavior of the conventional filtered-x AP algorithm can be predicted from the reference signal statistics and algorithm parameters.
Year
DOI
Venue
2011
10.1109/TASL.2010.2050516
IEEE Transactions on Audio, Speech & Language Processing
Keywords
Field
DocType
adaptive filters,prediction algorithms,active noise control,noise,mathematical model,convergence,control systems
Convergence (routing),Affine transformation,Noise (signal processing),Computer science,Control theory,Robustness (computer science),Rate of convergence,Adaptive filter,Active noise control,Computational complexity theory
Journal
Volume
Issue
ISSN
19
3
1558-7916
Citations 
PageRank 
References 
4
0.43
6
Authors
5
Name
Order
Citations
PageRank
Miguel Ferrer140.43
Alberto González2395.78
M. De Diego3253.87
G. Pinero410314.30
de Diego, M.540.43