On the stochastic modeling of FxLMS-based narrowband active noise equalization systems

被引:4
作者
Matsuo, Marcos Vinicius [1 ]
Seara, Rui [1 ]
机构
[1] Univ Fed Santa Catarina, Dept Elect Engn, LINSE Circuits & Signal Proc Lab, BR-88040900 Florianopolis, SC, Brazil
关键词
Active noise control; Active noise equalization; Filtered-x least-mean-square algorithm; Mean-square error; Mean-square pseudo-error; Mean weight behavior; X LMS ALGORITHM; FREQUENCY; PERFORMANCE; TRANSIENT;
D O I
10.1016/j.sigpro.2015.03.011
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an analytical stochastic model for FxLMS-based narrowband active noise equalization (ANE) systems. In contrast to other stochastic models presented in the open literature, the proposed model takes into account the dynamic behavior of the adaptive filters during the overall adaptation process. Such an approach gives rise to very accurate model expressions describing the mean weight behavior, mean-square error (MSE), and mean-square pseudo-error (MSPE). Based on these expressions, a deeper understanding of the ANE system operation is achieved, thus clarifying the impact of the system parameters on its performance for both transient and steady-state phases. Through simulation results, the accuracy of the proposed model is confirmed for different operating scenarios. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:214 / 226
页数:13
相关论文
共 48 条
[1]   On the convergence of real-time active noise control systems [J].
Ardekani, I. Tabatabaei ;
Abdulla, W. H. .
SIGNAL PROCESSING, 2011, 91 (05) :1262-1274
[2]   ANALYSIS OF THE FILTERED-X LMS ALGORITHM [J].
BJARNASON, E .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (06) :504-514
[3]  
BURGESS JC, 1981, J ACOUST SOC AM, V70, P715, DOI 10.1121/1.386908
[4]   A principal component feedforward algorithm for active noise control: Flight test results [J].
Cabell, R ;
Palumbo, D ;
Vipperman, J .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2001, 9 (01) :76-83
[5]   Transient and steady-state analysis of filtered-x affine projection algorithms [J].
Carini, A ;
Sicuranza, GL .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (02) :665-678
[6]   Performance Analysis and Design of FxLMS Algorithm in Broadband ANC System With Online Secondary-Path Modeling [J].
Chan, Shing-Chow ;
Chu, Yijing .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2012, 20 (03) :982-993
[7]   Stochastic analysis of the filtered-X LMS algorithm in systems with nonlinear secondary paths [J].
Costa, MH ;
Bermudez, JCM ;
Bershad, NJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (06) :1327-1342
[8]  
Elliott S., 2000, Signal Processing for Active Control
[9]   Active noise control [J].
Elliott, S. J. ;
Nelson, P. A. .
IEEE SIGNAL PROCESSING MAGAZINE, 1993, 10 (04) :12-35
[10]   Steady-State Mean Square Performance of the Multichannel Filtered-X Affine Projection Algorithm [J].
Ferrer, Miguel ;
de Diego, Maria ;
Gonzalez, Alberto ;
Pinero, Gema .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (06) :2771-2785