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Active Noise Control of 3D enclosure System using Co-FXLMS Algorithm

机译:使用Co-FXLMS算法对3D外壳系统进行主动噪声控制

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The LMS(Least-Mean-Square) type algorithm is the most widely used algorithm for active noise control. The LMS algorithm can easily obtain the complex transfer function in real-time, so modified LMS algorithms that can improve performance have been developed. Especially, the Filtered-X LMS (FXLMS) algorithm has been applied to Active Noise Control (ANC) and Active Vibration Control (AVC). However, the step size of FXLMS algorithm is fixed. So, small step size ensures the stability, but reduces the convergence speed and big step size enhances the convergence speed, but reduces the stability. Therefore, it is necessary to develop the LMS-type algorithm that contains variable step size. Thus Correlation FXLMS (Co-FXLMS) algorithm was proposed to improve the performance of ANC. The Co-FXLMS algorithm is realized by using the estimation of the cross correlation between the error signal and the filtered input signal. When the correlation is high, the gain is also high, and the Co-FXLMS algorithm is in an “active” state. When the error signal and the filtered input signal are uncorrelated, the gain is close to zero, and the Co-FXLMS algorithm is put in an “asleep” state. In this paper, Co-FXLMS algorithm is applied to the experiment on the ANC of the 3D enclosure system.
机译:LMS(最小均方)类型算法是用于主动噪声控制的最广泛使用的算法。 LMS算法可以很容易地实时获得复杂的传递函数,因此已经开发了可以提高性能的改进的LMS算法。特别是,Filtered-X LMS(FXLMS)算法已应用于主动噪声控制(ANC)和主动振动控制(AVC)。但是,FXLMS算法的步长是固定的。因此,小步长可确保稳定性,但会降低收敛速度,而大步长可提高收敛速度,但会降低稳定性。因此,有必要开发一种包含可变步长的LMS类型算法。为此,提出了相关的FXLMS(Co-FXLMS)算法,以提高ANC的性能。 Co-FXLMS算法是通过使用误差信号和滤波后的输入信号之间的互相关的估计来实现的。当相关高时,增益也高,并且Co-FXLMS算法处于“活动”状态。当误差信号和滤波后的输入信号不相关时,增益接近零,并且Co-FXLMS算法进入“睡眠”状态。本文将Co-FXLMS算法应用于3D外壳系统ANC的实验。

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  • 会议地点 Ottawa(CA);Ottawa(CA)
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    Department of Mechanical Engineering Graduate School HANYANG University KOREA Email address: kornblind@naver.com;

    Department of Mechanical Engineering Graduate School HANYANG University KOREA Email address: ananas@hanyang.ac.kr;

    School of Mechanical Engineering HANYANG University KOREA Email address: jeoh@hanyang.ac.kr;

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  • 入库时间 2022-08-26 14:41:12

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