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- Title
Insights into the Filtered-x LMS Algorithm in the Presence of Frequency Mismatch.
- Authors
Liu, Jian; Chen, Huawei
- Abstract
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.
- Subjects
ACTIVE noise control; STOCHASTIC analysis; SYSTEM dynamics; ALGORITHMS; DIFFERENCE equations; SYSTEMS design
- Publication
Circuits, Systems & Signal Processing, 2024, Vol 43, Issue 5, p2909
- ISSN
0278-081X
- Publication type
Article
- DOI
10.1007/s00034-023-02578-x