基于卡尔曼滤波的非最小相位特性封装结构主动噪声控制

IF 4.3 2区 工程技术 Q1 ACOUSTICS
Alkahf Aboutiman , Reza Shams , Hamid Reza Karimi , Francesco Ripamonti , Marek Pawełczyk
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引用次数: 0

摘要

研究了一种封装结构的宽带有源噪声控制问题。使用有限元方法(FEM)对结构进行分析,以捕获振动声系统的多物理域中的相互作用,从而可以详细研究声波的传播及其与结构部件的相互作用。确定了各控制路径(如主路径和副路径)的频响函数(FRF),以量化系统在不同频率下的动态行为。为了实现有效的主动噪声控制(ANC)算法,采用一种复杂的识别方法来计算每条路径的状态空间表示。研究表明,所研究的系统具有非最小相位特性,由于相位延迟和反向动力学使精确降噪复杂化,这是非最小相位特性在ANC中具有挑战性的方面。传统的ANC算法,如滤波-x归一化最小均方(FxNLMS),在处理非最小相位(NMP)特性方面存在困难,导致噪声降低有限,并且存在明显的延迟和欠冲效应。为了克服这些限制,本文提出将卡尔曼滤波方法应用于ANC系统,提高了控制系统的效率和鲁棒性。相比之下,卡尔曼滤波方法在0 ~ 450 Hz频段的降噪性能可以量化为16.92 dB,而FxNLMS方法的降噪性能为2.72 dB。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Active noise control in encapsulated structures with non-minimum phase characteristics using a Kalman filter approach
This paper studies the problem of active broadband noise control for an encapsulated structure. The structure is analyzed using the finite element method (FEM) to capture the interactions within the multi-physical domains of vibro-acoustic systems, allowing a detailed investigation of the propagation of sound waves and their interaction with the structural components. The frequency response function (FRF) of each control path, such as primary path and secondary path, is identified to quantify the dynamic behavior of the system across different frequencies. A complex identification method is used to calculate the state-space representations of each path for implementing an effective active noise control (ANC) algorithm. It is shown that the system under investigation exhibits non-minimum phase characteristics, a challenging aspect in ANC due to phase delays and inverted dynamics that complicate achieving precise noise cancellation. Traditional ANC algorithms, such as the Filtered-x Normalized Least Mean Squares (FxNLMS), struggle in dealing with non-minimum phase (NMP) characteristics, resulting in limited noise reduction with significant delays and undershoot effects. To overcome these limitations, this paper proposes the application of a Kalman filter approach in the ANC system, which offers enhanced efficiency and robustness in controlling the system under consideration. In comparison, the performance of the Kalman filter approach for noise reduction in the frequency band from 0 to 450 Hz can be quantified as 16.92 dB, compared to 2.72 dB for the FxNLMS approach.
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来源期刊
Journal of Sound and Vibration
Journal of Sound and Vibration 工程技术-工程:机械
CiteScore
9.10
自引率
10.60%
发文量
551
审稿时长
69 days
期刊介绍: The Journal of Sound and Vibration (JSV) is an independent journal devoted to the prompt publication of original papers, both theoretical and experimental, that provide new information on any aspect of sound or vibration. There is an emphasis on fundamental work that has potential for practical application. JSV was founded and operates on the premise that the subject of sound and vibration requires a journal that publishes papers of a high technical standard across the various subdisciplines, thus facilitating awareness of techniques and discoveries in one area that may be applicable in others.
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