Title :
Fast projection algorithm and its step size control
Author :
Tanaka, Masashi ; Kaneda, Yutaka ; Makino, Shoji ; Kojima, Junji
Author_Institution :
NTT Human Interface Labs., Tokyo, Japan
Abstract :
Of the many adaptive filtering algorithms, the normalized LMS (NLMS) algorithm is generally used in practice because of its simplicity. The computational complexity of the NLMS algorithm is low, however, convergence is very slow and tracking is poor for a colored input signal such as speech. The projection algorithm was proposed as a generalization of the NLMS algorithm. This paper provides a fast projection algorithm and a step size control to obtain the same steady-state excess mean squared error (MSE) for various projection orders. Computer simulations for colored noise and speech input signal confirm the effectiveness of the projection algorithm and the step size control
Keywords :
adaptive filters; adaptive signal processing; convergence of numerical methods; filtering theory; least mean squares methods; speech processing; MSE; NLMS algorithm; adaptive filtering algorithms; adaptive filters; colored noise; computational complexity; computer simulations; fast projection algorithm; normalized LMS; projection algorithm; speech input signal; steady-state excess mean squared error; step size control; Adaptive filters; Computational complexity; Computer errors; Convergence; Filtering algorithms; Least squares approximation; Projection algorithms; Size control; Speech; Steady-state;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480331