Title :
The Applications and Simulation of Adaptive Filter in Noise Canceling
Author :
He, Ying ; He, Hong ; Li, Li ; Wu, Yi ; Pan, Hongyan
Author_Institution :
Tianjin Key Lab. for Control Theor. & Applic. in Complicated Syst., Tianjin Univ. of Technol., Tianjin
Abstract :
In practical application, the statistical characteristics of signal and noise are usually unknown or can´t have been learned so that we hardly design fix coefficient digital filter. In allusion to this problem, the theory of the adaptive filter and adaptive noise cancellation are researched deeply in the thesis. According to the LMS and the RLS algorithms realize the design and simulation of adaptive algorithms in noise canceling, and compare and analyze the result then prove the advantage and disadvantage of two algorithms .We simulates the adaptive filter with MATLAB, the results prove its performance is better than the use of a fixed filter designed by conventional methods.
Keywords :
adaptive filters; digital filters; interference suppression; least mean squares methods; mathematics computing; signal processing; LMS algorithm; MATLAB; RLS algorithm; adaptive filter; adaptive noise cancellation; fix coefficient digital filter; least mean square; recursive least squares; Adaptive algorithm; Adaptive filters; Algorithm design and analysis; Analytical models; Digital filters; Least squares approximation; Noise cancellation; Performance analysis; Resonance light scattering; Signal design; LMS RLS; adaptive algorithm; adaptive filter;
Conference_Titel :
Computer Science and Software Engineering, 2008 International Conference on
Conference_Location :
Wuhan, Hubei
Print_ISBN :
978-0-7695-3336-0
DOI :
10.1109/CSSE.2008.370