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A pipelined sign-error LMS adaptive filter architecture with low computational complexity

机译:流水线标志错误LMS自适应滤波器架构,具有低计算复杂性

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Motivated by reduction of computational complexity, this work develops a pipelined adaptive filter architecture using the sign-error least mean square (LMS) algorithm. The calculation consumed for the proposed algorithm was less than half of the conventional architectures. Besides, the proposed designs derived by retiming technique and with low latency also provide a faster convergence and a higher throughput than those of the delayed LMS (DLMS) algorithm. Using the proposed algorithm, we have designed two different fine-grained pipelined structures compared to the existing ones. In order to reduce latency of the circuits, we use multiple-input addition algorithm to optimize the architecture with less hardware.
机译:通过降低计算复杂性的激励,这项工作使用符号误差最小均方(LMS)算法来开发流水线自适应滤波器架构。所提出的算法所消耗的计算小于传统架构的一半。此外,通过重度技术和低延迟导出的所提出的设计也提供了比延迟LMS(DLMS)算法的更快的收敛性和更高的吞吐量。使用所提出的算法,我们设计了与现有的两种不同的细粒化管道结构。为了降低电路的延迟,我们使用多输入加法算法来利用较少的硬件优化架构。

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