Title :
Analysis of the filtered-X LMS algorithm and a related new algorithm for active control of multitonal noise
Author :
Hinamoto, Yoichi ; Sakai, Hideaki
Author_Institution :
Dept. of Syst. Sci., Kyoto Univ., Japan
Abstract :
In the presence of tonal noise generated by periodic noise source like rotating machines, the filtered-X LMS (FXLMS) algorithm is used for active control of such noises. However, the algorithm is derived under the assumption of slow adaptation limit and the exact analysis of the algorithm is restricted to the case of one real sinusoid in the literature. In this paper, for the general case of arbitrary number of sources, the characteristic polynomial of the equivalent linear system describing the FXLMS algorithm is derived and a method for calculating the stability limit is presented. Also, a related new algorithm free from the above assumption, which is nonlinear with respect to the tap weights, is proposed. Simulation results show that in the early stage of adaptation the new algorithm gives faster decay of errors.
Keywords :
acoustic signal processing; active noise control; filtering theory; least mean squares methods; active noise control; filtered-X LMS algorithm; multitonal noise; periodic noise source; rotating machines; slow adaptation limit; stability limit; tonal noise; Acoustic noise; Active noise reduction; Algorithm design and analysis; Frequency; Least squares approximation; Low-frequency noise; Noise cancellation; Noise generators; Polynomials; Rotating machines; Active noise control; convergence analysis; filtered-X LMS (FXLMS) algorithm; multitonal noise;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TSA.2005.854089