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

机译:低计算复杂度的流水线符号误差LMS自适应滤波器架构

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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:由于降低了计算复杂度,这项工作使用符号误差最小均方(LMS)算法开发了流水线自适应滤波器体系结构。所提算法消耗的计算量不到常规体系结构的一半。此外,与延迟LMS(DLMS)算法相比,通过重定时技术获得的拟议设计还具有更快的收敛性和更高的吞吐量。与现有的算法相比,我们使用所提出的算法设计了两种不同的细粒度流水线结构。为了减少电路的等待时间,我们使用多输入加法算法以更少的硬件来优化架构。

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