Title :
Multirate Algorithm for Updating the Coefficients of Adaptive Filter
Author :
Dong Hang ; Sun Hong
Author_Institution :
Signal Process. Lab., Wuhan Univ., Wuhan
Abstract :
This paper presents a novel algorithm which can dynamically change the update rate of the coefficients of adaptive filter by analyzing the actual application environments. This algorithm builds a nonlinear function relationship between the update rate and the minimum error which can automatically adjust the update rate. When the environment is varying, the rate is increased, while it would be decreased when the environment is stable. And the computation complexity of adaptive filter can be significantly reduced. This is because most multiplications that cost in adaptive filter is consumed by calculating the coefficients. Acoustic echo cancellation (AEC) experiments indicate that the scheme proposed in this paper performs significantly better than traditional algorithms.
Keywords :
adaptive filters; nonlinear functions; acoustic echo cancellation; adaptive filter; application environment; coefficients updating; computation complexity; minimum error; multirate algorithm; nonlinear function relationship; update rate; Adaptive filters; Computational complexity; Convergence; Delay; Echo cancellers; Error correction; Frequency domain analysis; Intelligent networks; Mean square error methods; Signal processing algorithms;
Conference_Titel :
Intelligent Networks and Intelligent Systems, 2008. ICINIS '08. First International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3391-9
Electronic_ISBN :
978-0-7695-3391-9
DOI :
10.1109/ICINIS.2008.57