TY - JOUR
T1 - 分布式FxLMS算法的收敛特性分析
AU - Wang, Lei
AU - Chen, Kean
AU - Xu, Jian
AU - Tian, Xuhua
N1 - Publisher Copyright:
© 2020 Journal of Northwestern Polytechnical University.
PY - 2020/10/1
Y1 - 2020/10/1
N2 - The distributed FxLMS algorithm based on acoustic sensor networks can solve the problem of the increased computational complexity caused by a large-scale active noise control (ANC) system. Firstly, the distributed algorithm is deduced theoretically. In the ANC process based on sensor networks, the iteration of partial weight coefficients is replaced by the real-time communication of weight coefficients among nodes. Then the convergence characteristics of the distributed algorithm in its mean and mean square senses are analyzed and verified with simulation. Finally, the noise reduction effects of different algorithms are compared. The results show that the distributed algorithm, with its computational complexity reduced, can achieve the same noise reduction effects as the centralized ANC system.
AB - The distributed FxLMS algorithm based on acoustic sensor networks can solve the problem of the increased computational complexity caused by a large-scale active noise control (ANC) system. Firstly, the distributed algorithm is deduced theoretically. In the ANC process based on sensor networks, the iteration of partial weight coefficients is replaced by the real-time communication of weight coefficients among nodes. Then the convergence characteristics of the distributed algorithm in its mean and mean square senses are analyzed and verified with simulation. Finally, the noise reduction effects of different algorithms are compared. The results show that the distributed algorithm, with its computational complexity reduced, can achieve the same noise reduction effects as the centralized ANC system.
KW - Acoustic sensor networks
KW - Active noise control
KW - Computational complexity
KW - Distributed FxLMS algorithm
UR - http://www.scopus.com/inward/record.url?scp=85094862226&partnerID=8YFLogxK
U2 - 10.1051/jnwpu/20203850944
DO - 10.1051/jnwpu/20203850944
M3 - 文章
AN - SCOPUS:85094862226
SN - 1000-2758
VL - 38
SP - 944
EP - 951
JO - Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University
JF - Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University
IS - 5
ER -