Stochastic analysis of the FXLMS-based narrowband active noise control system

被引:67
|
作者
Xiao, Yegui [1 ]
Ikuta, Akira [1 ]
Ma, Liying [2 ]
Khorasani, K. [3 ]
机构
[1] Prefectural Univ Hiroshima, Dept Management & Informat Syst, Hiroshima 7270023, Japan
[2] Tokyo Polytech Univ, Dept Appl Comp Sci, Kanagawa 2430297, Japan
[3] Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ H3G 1M8, Canada
基金
日本学术振兴会;
关键词
convergence; filtered-x LMS (FXLMS); narrowband active noise control; performance analysis; steady-state mean square error (MSE);
D O I
10.1109/TASL.2008.921756
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Noise signals generated by rotating machines such as diesel engines, cutting machines, fans, etc., may be modeled as noisy sinusoidal signals which can be successfully suppressed by narrowband active noise control (ANC) systems. In this paper, statistical performance of such a conventional filtered-x LMS (FXLMS)-based narrowband ANC system is investigated in detail. First, difference equations governing the dynamics of the system are derived in terms of convergence of the mean and mean squared estimation errors for the discrete Fourier coefficients (DFCs) of the secondary source. Steady-state expressions for DFC estimation mean square error (MSE) as well as the residual noise power are then developed in closed forms. A stability bound for the FXLMS in the mean sense is also derived. Extensive simulations of various scenarios are performed to demonstrate the validity of the analytical findings.
引用
收藏
页码:1000 / 1014
页数:15
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