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A Computationally Efficient Adaptive IIR Solution to Active Noise and Vibration Control Systems

机译:主动噪声和振动控制系统的一种高效计算的自适应IIR解决方案

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摘要

In spite of special advantages of IIR filters in active noise and vibration control (ANVC) applications, the multimodal error surface and instability problem of adaptive IIR filters has prevented its extensive use. To alleviate these problems, in this paper, a new RLS-based fast array adaptive IIR filters in ANVC applications is proposed. The algorithm is developed with slow adaptation assumption and by transforming the active noise and vibration control problem to an output-error identification problem. By derivation of the fast-array equivalent form both computational complexity and numerical stability of the proposed algorithm are improved. The geometrical illustration of the algorithm, in a simple case, is also given to unify and complete its mathematical formulation. In spite of low computational complexity of the order $O(n)$, simulation results confirm high convergence speed of the proposed algorithm and also its ability to reach the lower minimum mean square error in comparison with commonly used adaptive IIR algorithms in ANVC systems.
机译:尽管IIR滤波器在有源噪声和振动控制(ANVC)应用中具有特殊优势,但自适应IIR滤波器的多峰误差面和不稳定性问题阻止了其广泛使用。为了缓解这些问题,本文提出了一种在ANVC应用中基于RLS的新型快速阵列自适应IIR滤波器。该算法是在慢适应假设的基础上开发的,并将主动噪声和振动控制问题转换为输出误差识别问题。通过推导快速数组等效形式,改进了算法的计算复杂度和数值稳定性。在简单情况下,还给出了算法的几何图示,以统一并完成其数学公式。尽管$ O(n)$阶的计算复杂度较低,但是仿真结果证实了所提出算法的较高收敛速度,并且与ANVC系统中常用的自适应IIR算法相比,该算法能够达到较低的最小均方误差。

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