Transient Analysis of Partitioned-Block Frequency-Domain Adaptive Filters

被引:2
作者
Yang, Feiran [1 ]
Enzner, Gerald [2 ]
Yang, Jun [1 ]
机构
[1] Chinese Acad Sci, Inst Acoust, Key Lab Noise & Vibrat Res, Beijing, Peoples R China
[2] Ruhr Univ Bochum, Dept Elect Engn & Informat Technol, Bochum, Germany
来源
2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2019年
关键词
Adaptive filtering; frequency domain; convergence analysis; transient behavior; STATISTICAL CONVERGENCE ANALYSIS; PERFORMANCE ANALYSIS; UNIFIED APPROACH; NLMS ALGORITHM; IMPLEMENTATION;
D O I
10.23919/eusipco.2019.8902963
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
The frequency-domain adaptive filter (FDAF) is very useful for instance acoustic signal processing. The partitioned block FDAF (PBFDAF) is a generalization of the FDAF and becomes more popular due to its low latency. Some efforts have been done toward the convergence analysis of PBFDAFs, but they usually use strong approximations and hence came to inaccurate results. This paper presents a unified approach to the transient analysis of both the constrained and unconstrained PBFDAFs based on the overlap-save structure. Using the independence assumption, we derive the analytical expressions for the mean and mean-square performance of PBFDAFs. Our analysis does not assume a specific model for the inputs and provides a quite general framework. Computer simulations confirm a good match between our theory and experimental results.
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页数:5
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