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Designing A New Robust On-line Secondary Path Modeling Technique For Feedforward Active Noise Control Systems

机译:为前馈有源噪声控制系统设计一种新的鲁棒在线次级路径建模技术

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摘要

Several approaches have been introduced in the literature for active noise control (ANC) systems. Since the filtered-x least-mean-square (FxLMS) algorithm appears to be the best choice as a controller filter, researchers tend to improve performance of ANC systems by enhancing and modifying this algorithm. This paper proposes a new version of the FxLMS algorithm, as a first novelty. In many ANC applications, an on-line secondary path modeling method using white noise as a training signal is required to ensure convergence of the system. As a second novelty, this paper proposes a new approach for on-line secondary path modeling on the basis of a new variable-step-size (VSS) LMS algorithm in feedforward ANC systems. The proposed algorithm is designed so that the noise injection is stopped at the optimum point when the modeling accuracy is sufficient. In this approach, a sudden change in the secondary path during operation makes the algorithm reactivate injection of the white noise to re-adjust the secondary path estimate. Comparative simulation results shown in this paper indicate the effectiveness of the proposed approach in reducing both narrow-band and broad-band noise. In addition, the proposed ANC system is robust against sudden changes of the secondary path model.
机译:文献中已经针对有源噪声控制(ANC)系统引入了几种方法。由于滤波x最小均方(FxLMS)算法似乎是作为控制器滤波器的最佳选择,因此研究人员倾向于通过增强和修改该算法来提高ANC系统的性能。本文提出了FxLMS算法的新版本,作为第一个新颖性。在许多ANC应用中,需要使用白噪声作为训练信号的在线辅助路径建模方法,以确保系统收敛。作为第二个新颖性,本文提出了一种基于前馈ANC系统中新的可变步长(VSS)LMS算法的在线次级路径建模的新方法。设计提出的算法,以便在建模精度足够时将噪声注入停止在最佳点。在这种方法中,操作过程中次级路径的突然变化使算法重新激活白噪声的注入,以重新调整次级路径估计。本文显示的比较仿真结果表明,该方法在减少窄带和宽带噪声方面均有效。另外,所提出的ANC系统对于次级路径模型的突然变化是鲁棒的。

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