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首页> 外文期刊>Journal of the Chinese Institute of Engineers >Design and implementation of adaptive FxLMS on FPGA for online active noise cancellation
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Design and implementation of adaptive FxLMS on FPGA for online active noise cancellation

机译:用于在线主动噪声消除的FPGA对自适应FXLMS的设计与实现

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摘要

This paper presents an online secondary path modeling method in active noise cancellation based on an enhanced Filtered-X Least Mean Squares (FxLMS) algorithm, implemented on an Altera Cyclone II board. The main specifications of the proposed algorithm are: (1) it avoids overdriving noise in ear by applying a limiter block, (2) it updates online secondary path modeling filter coefficients, utilizes error signal power, and minimizes system error by injecting random white noise at an appropriate time, which can modify the system changes, and (3) it synthesizes the hardware architecture using VHDL Hardware Description language for an Altera Cyclone II board. In this architecture, only 22 of 300 embedded multipliers and 6% of the logical elements in the FxLMS algorithm have been used. The proposed method has used less than 1% of the Field-programmable Gate Arrays' board memory. The experiments illustrate convincing results in terms of accuracy, convergence speed, and functionality of the designed and implemented system.
机译:本文提出了一种基于增强滤波X最小均方(FxLMS)算法的有源噪声抵消在线二次路径建模方法,该算法在Altera Cyclone II板上实现。该算法的主要特点是:(1)通过应用限制器块避免耳朵中的过驱动噪声,(2)更新在线二次路径建模滤波器系数,利用误差信号功率,并通过在适当时间注入随机白噪声来最小化系统误差,这可以修改系统变化,(3)采用VHDL硬件描述语言对Altera Cyclone II板的硬件结构进行了综合。在该体系结构中,仅使用了300个嵌入式乘法器中的22个和FxLMS算法中6%的逻辑元素。该方法使用了不到1%的现场可编程门阵列板存储器。实验表明,所设计和实现的系统在精度、收敛速度和功能方面都取得了令人信服的结果。

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