Effects of Imperfect Secondary Path Modeling on Adaptive Active Noise Control Systems

被引:49
|
作者
Ardekani, Iman Tabatabaei [1 ]
Abdulla, Waleed H. [1 ]
机构
[1] Univ Auckland, Fac Engn, Dept Elect & Comp Engn, Auckland 1142, New Zealand
关键词
Active noise control (ANS); Filtered-x LMS (FxLMS) algorithm; imperfect secondary path modeling; real time implementation; X LMS ALGORITHM; CONVERGENCE ANALYSIS; ADAPTATION;
D O I
10.1109/TCST.2011.2161762
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Implementation of adaptive active noise control (ANC) systems requires an estimate model of the secondary path to be uploaded onto digital control hardware. In practice, this model is not necessarily perfect; however, to avoid mathematical difficulties, theoretical analysis of these systems is usually conducted for a perfect secondary path model. This paper conducts a stochastic analysis on performance of Filtered-x LMS (FxLMS)-based ANC systems when the actual secondary path and its model are not identical. This analysis results in a number of mathematical expressions, describing effects of a general secondary path model on stability, steady-state performance and convergence speed of FxLMS-based ANC systems. As a surprising result, it is found that intentional misadjustment of secondary path models can enhance performance of ANC systems in practice. Theoretical results are found to be in a good agreement with the results obtained from numerical analysis. Also, experimental results confirm the validity and accuracy of the theoretical results.
引用
收藏
页码:1252 / 1262
页数:11
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