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变宽度凸组合变阶数LMS自适应滤波算法
引用本文:芮国胜,苗俊,张洋,王林. 变宽度凸组合变阶数LMS自适应滤波算法[J]. 系统工程与电子技术, 2012, 34(3): 451-456. DOI: 10.3969/j.issn.1001-506X.2012.03.04
作者姓名:芮国胜  苗俊  张洋  王林
作者单位:1. 海军航空工程学院电子信息工程系, 山东 烟台 264001;2. 海军航空工程学院研究生管理大队, 山东 烟台 264001
摘    要:为了进一步改善凸组合变阶数最小均方(convex combination variable fractional tap-length least mean square,CFTLMS)自适应滤波算法的稳态性能,在证明其稳态性能的基础上,提出了一种变宽度凸组合变阶数(variable width-CFTLMS, VW-CFTLMS)自适应滤波算法,并给出参数的选择依据。仿真结果验证了低信噪比情况下,VW-CFTLMS算法稳态性能和参数选择依据的正确性;同时该算法的稳态性能要优于CFTLMS算法,其额外均方误差相比于CFTLMS算法降低约1.8 dB,具有实用价值。

关 键 词:自适应滤波器  凸组合  变宽度  最小均方误差  变阶数

Convex combination of adaptive filters for variable width and variable fractional tap-length LMS algorithm
RUI Guo-sheng,MIAO Jun,ZHANG Yang,WANG Lin. Convex combination of adaptive filters for variable width and variable fractional tap-length LMS algorithm[J]. System Engineering and Electronics, 2012, 34(3): 451-456. DOI: 10.3969/j.issn.1001-506X.2012.03.04
Authors:RUI Guo-sheng  MIAO Jun  ZHANG Yang  WANG Lin
Affiliation:1. Department of Electronic Information Engineering, Naval Aeronautical and Astronautical University, Yantai 264001, China;2. Graduate Students’ Brigade, Naval Aeronautical and Astronautical University, Yantai 264001, China
Abstract:To further improve the steady-state performance of the convex combination of adaptive filter for variable fractional tap-length least mean square(CFTLMS) algorithms,a convex combination of variable width(VW) and variable tap-length adaptive filtering algorithm is proposed based on the proof of the steady-state performance of CFTLMS algorithm,and the choice principles of parameters are given.Simulation results show the correctness of steady-state performance analysis and parameter selection principles of the VW-CFTLMS algorithm under lower SNR condition,and the steady-state performance of the algorithm is superior to that of the CFTLMS algorithm,of which the excess mean square error is lowered by about 1.8 dB.
Keywords:adaptive filter  convex combination  variable width  least mean square(LMS) error  variable tap-length
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