通过往复误差补偿提高不精确DSP硬件的能量增益

L. Avinash, A. Basu, C. Enz, K. Palem, C. Piguet
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引用次数: 19

摘要

我们提出了一种零硬件开销的设计方法,称为往复误差补偿(REC),它通过使用双管齐下的方法显著提高了不精确信号处理数据路径中的能量精度权衡增益:(a)故意重新设计基本算术块,通过不精确的逻辑最小化来有效地补偿彼此的(预期)误差,以及(b)“重塑”被设计系统的响应波形,以进一步减少任何剩余误差。我们将REC应用于几个DSP原语,如FFT和FIR滤波器块,并表明这种方法比以前提出的不精确设计技术提供了2-3个数量级的(预期)误差和超过一个数量级的信噪比(SNR)损失(以dB为单位),同时产生类似的能量增益。65nm工艺技术的布局后比较表明,与现有的精确DSP实现相比,我们的REC方法可节省高达73%的能源(相应的延迟和面积分别节省高达16%和62%),同时以小于1.5 dB的信噪比进行相对较小的损失。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving energy gains of inexact DSP hardware through reciprocative error compensation
We present a zero hardware-overhead design approach called reciprocative error compensation(REC) that significantly enhances the energy-accuracy trade-off gains in inexact signal processing datapaths by using a two-pronged approach: (a) deliberately redesigning the basic arithmetic blocks to effectively compensate for each other's (expected) error through inexact logic minimization, and (b) “reshaping” the response waveforms of the systems being designed to further reduce any residual error. We apply REC to several DSP primitives such as the FFT and FIR filter blocks, and show that this approach delivers 2-3 orders of magnitude lower (expected) error and more than an order of magnitude lesser Signal-to-Noise Ratio (SNR) loss (in dB) over the previously proposed inexact design techniques, while yielding similar energy gains. Post-layout comparisons in the 65nm process technology show that our REC approach achieves upto 73% energy savings (with corresponding delay and area savings of upto 16% and 62% respectively) when compared to an existing exact DSP implementation while trading a relatively small loss in SNR of less than 1.5 dB.
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