Insights into the Filtered-x LMS Algorithm in the Presence of Frequency Mismatch

被引:0
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作者
Jian Liu
Huawei Chen
机构
[1] Nanjing University of Aeronautics and Astronautics,College of Automation Engineering
[2] Key Laboratory of Ministry of Industry and Information Technology,Nondestructive Detection and Monitoring Technology for High Speed Transportation Facilities
[3] Nanjing University of Aeronautics and Astronautics,College of Electronic and Information Engineering
关键词
Narrowband active noise control (NANC); Filtered-x LMS (FxLMS); Frequency mismatch (FM); Stochastic analysis;
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学科分类号
摘要
The performance of a narrowband active noise control (NANC) system can be significantly degraded due to the frequency mismatch (FM). In this paper, the statistical performance of a typical FxLMS-based NANC system in the presence of FM is analyzed in detail. Difference equations governing the system dynamics and closed-form steady-state mean-square error expressions are derived and discussed. The stochastic analysis results reveal that the FM introduces small troublesome sinusoids into the NANC system. The controller has to track these sinusoids to minimize the residual noise, which leads to a serious performance deterioration. As a by-product, the optimal step sizes that minimize the effect of a relatively small FM are also derived. The findings significantly enrich our understanding of the stochastic behavior of the FxLMS algorithm in the presence of FM and also provide some useful information for NANC system design. Extensive simulations are conducted to confirm the validity of the analytical findings.
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页码:2909 / 2936
页数:27
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