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Multichannel Filtered-X Error Coded Affine Projection-Like Algorithm with Evolving Order

机译:具有演化阶数的多通道Filtered-X错误编码仿射投影类似算法

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摘要

Affine projection (AP) algorithms are commonly used to implement active noise control (ANC) systems because they provide fast convergence. However, their high computational complexity can restrict their use in certain practical applications. TheError Coded Affine Projection-Like (ECAP-L) algorithm has been proposed to reduce the computational burden while maintaining the speed of AP, but no version of this algorithm has been derived for active noise control, for which the adaptive structures are very different from those of other configurations. In this paper, we introduce a version of the ECAP-L for single-channel and multichannel ANC systems. Theproposed algorithmis implemented using the conventional filtered-x scheme, which incurs a lower computational cost than the modified filtered-x structure, especially for multichannel systems. Furthermore, we present an evolutionary method that dynamically decreases the projection order in order to reduce the dimensions of the matrix used in the algorithm's computations. Experimental results demonstrate that the proposed algorithm yields a convergence speed and a final residual error similar to those of AP algorithms. Moreover, it achieves meaningful computational savings, leading to simpler hardware implementation of real-time ANC applications.
机译:仿射投影(AP)算法通常用于实现主动噪声控制(ANC)系统,因为它们可提供快速收敛。但是,它们的高计算复杂性可能会限制它们在某些实际应用中的使用。提出了一种类似错误编码的仿射投影样机(ECAP-L)算法,以减少计算负担,同时保持AP的速度,但是该算法的任何版本都没有用于有源噪声控制,其自适应结构与其他配置的那些。在本文中,我们介绍了用于单通道和多通道ANC系统的ECAP-L版本。所提出的算法是使用常规的filtered-x方案实现的,与修改后的filtered-x结构相比,其计算成本较低,尤其是对于多通道系统而言。此外,我们提出了一种进化方法,该方法动态降低投影顺序,以减小算法计算中使用的矩阵尺寸。实验结果表明,该算法产生的收敛速度和最终残差类似于AP算法。此外,它可实现有意义的计算节省,从而简化了实时ANC应用程序的硬件实现。

著录项

  • 来源
    《Shock and vibration》 |2017年第3期|3864951.1-3864951.11|共11页
  • 作者单位

    Inst Politecn Nacl, ESIME Culhuacan, Av Santa Ana 1000, Ciudad De Mexico 04260, Mexico;

    Inst Politecn Nacl, ESIME Culhuacan, Av Santa Ana 1000, Ciudad De Mexico 04260, Mexico;

    Inst Politecn Nacl, ESIME Culhuacan, Av Santa Ana 1000, Ciudad De Mexico 04260, Mexico;

    Inst Politecn Nacl, ESIME Culhuacan, Av Santa Ana 1000, Ciudad De Mexico 04260, Mexico;

    Inst Politecn Nacl, ESIME Culhuacan, Av Santa Ana 1000, Ciudad De Mexico 04260, Mexico;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
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