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Active control for vehicle interior noise based on DWT-FxLMS algorithm using a piezoelectric feedback system

机译:基于DWT-FXLMS算法的压电反馈系统的车辆内部噪声主动控制

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摘要

A piezoelectric feedback system for active noise control (ANC) of vehicle interior noise is built in this paper. Firstly, a mathematical vibration model of a typical vehicle-used plate with piezoelectric patch is derived for revealing piezoelectric mechanism. An improved filtered-x least mean square (FxLMS) algorithm based on the discrete wavelet transform (DWT), so-called DWT-FxLMS, is presented. Comparisons with the common-used algorithms suggest that, the DWT-FxLMS is superior to the time-domain FxLMS (TD-FxLMS) algorithm in terms of the computational complexity and the convergence speed. The DWT-FxLMS can cope with both the stationary and nonstationary noises, but the frequency-domain FxLMS (FD-FxLMS) algorithm is failed to eliminate the nonstationary noise. Secondly, based on a simplified vehicle cavity model, some numerical simulations are performed for its structural vibration and acoustic characteristics. The top plate with maximum acoustic contribution is selected as a target for active control. The arrangement of piezoelectric sensor and actuator on the top plate is determined following the D-optimization criterion. Finally, the experimental verifications are conducted by using the established piezoelectric feedback system. The results suggest that, after applying ANC, the vibration acceleration of the top plate and the sound pressure level (SPL) at the passenger's ear sides are attenuated to a certain extent. The proposed method based on the piezoelectric feedback DWT-FxLMS algorithm is effective and feasible for active control of vehicle interior noise, and can be regarded as a promising technique for developing the active noise and/or vibration control systems of other products with enclosed spaces in engineering. (C) 2020 Elsevier Ltd. All rights reserved.
机译:本文建立了车辆内部噪声的有源噪声控制(ANC)的压电反馈系统。首先,推导出具有压电贴片的典型车辆使用板的数学振动模型,用于揭示压电机构。提出了一种基于离散小波变换(DWT),所谓的DWT-FXLMS的改进的滤波-X最小均方(FXLMS)算法。与共同使用的算法的比较表明,在计算复杂度和收敛速度方面,DWT-FXLMS优于时域FXLMS(TD-FXLMS)算法。 DWT-FXLMS可以应对静止和非间平噪声,但频域FXLMS(FD-FXLMS)算法未能消除非间抗噪声。其次,基于简化的车辆腔模型,对其结构振动和声学特性进行了一些数值模拟。选择具有最大声学贡献的顶板作为主动控制的目标。在D-Optimization标准之后确定顶板上的压电传感器和致动器的布置。最后,通过使用建立的压电反馈系统进行实验验证。结果表明,在施加ANC之后,乘客耳边的顶板和声压水平(SPL)的振动加速度在一定程度上衰减。基于压电反馈DWT-FXLMS算法的所提出的方法对于车辆内部噪声的主动控制是有效的,可行的,并且可以被认为是用于开发具有封闭空间的其他产品的有源噪声和/或振动控制系统的有希望的技术工程。 (c)2020 elestvier有限公司保留所有权利。

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