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Optimal Complexity Architectures for Pipelined Distributed Arithmetic-Based LMS Adaptive Filter

机译:基于流水线分布式算法的LMS自适应滤波器的最佳复杂性架构

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This paper presents three optimal-complexity structures (I, II, III) for pipelined distributed arithmetic (DA) based least-mean-square (LMS) adaptive filter. The complexity of proposed structures is reduced by implementing offset-binary-coding (OBC) combinations of input samples on hardware. However, some non-OBC outputs are produced, and subsequently eliminated in the error computation during the initial clock cycles. For achieving more performance benefits, radix-4 OBC combinations of input samples are implemented with the proposed partial product generators. In addition, novel low-complexity implementations for the offset term, weight update block and shift-accumulate unit are also proposed. Analysis shows that byte-complexity of proposed structures vary linearly with the order of DA base unit, while their bit-complexity depends on the topology. All the structures show significant hardware savings, Structure-I has least critical-path and Structure-II, III offer superior convergence performance. Experimental results show that the Structure-I, II and III with 32nd order filter provide savings 71.13%, 71.83% and 73.08% in area, 68.47%, 70.01% and 72.17% in power, 51.74%, 37.83% and 45.38% in area-per-throughput (APT), 47.33%, 33.72% and 43.19% in power-per-throughput (PPT), 55.11%, 59.66% and 64.20% in slice LUTs, 3533%, 40.28% and 44.87% in flip-flops over the best existing scheme.
机译:本文提出了基于流水线分布式算术(DA)的最小均方(LMS)自适应滤波器的三种最佳复杂度结构(I,II,III)。通过在硬件上实现输入样本的偏移二进制编码(OBC)组合,可以降低所提出结构的复杂性。但是,会产生一些非OBC输出,并随后在初始时钟周期内的误差计算中将其消除。为了获得更多的性能优势,使用建议的部分乘积发生器实现了输入样本的基4 OBC组合。另外,还提出了针对偏移项,权重更新块和移位累加单元的新颖的低复杂度实现。分析表明,所提出结构的字节复杂度随DA基本单元的顺序线性变化,而其位复杂度则取决于拓扑。所有结构都显着节省了硬件,Structure-I的关键路径最少,而Structure-II,III的收敛性能则更好。实验结果表明,具有32阶滤波器的Structure-I,II和III分别节省了71.13%,71.83%和73.08%,68.47%,70.01%和72.17%的功率,51.74%,37.83%和45.38%的功率。吞吐量(APT),片式LUT的47.33%,33.72%和43.19%的功率,切片LUT中的55.11%,59.66%和64.20%,触发器的3533%,40.28%和44.87%最好的现有方案。

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