通过部分乘积穿孔的近似乘法器结构:功率面积权衡分析

Georgios Zervakis, Kostas Tsoumanis, S. Xydis, N. Axelos, K. Pekmestzi
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引用次数: 17

摘要

近似计算作为一种降低固有容错应用的功耗的有前途的策略受到了广泛的关注。硬件逼近主要针对算术单元,如加法器和乘法器。在本文中,我们设计了新的近似硬件乘法器,并提出了部分乘积射孔技术,该技术通过射孔来省略一些连续的部分乘积。通过广泛的实验评估,我们将部分积穿孔方法应用于不同乘法器架构,并揭示了不同误差值下的最佳配置。我们表明,部分产品射孔可减少高达50%的功耗,45%的面积和35%的临界延迟。此外,将产品穿孔方法与考虑电压过标度(VOS)和逻辑近似(即近似压缩机的设计)技术的最先进的近似计算方法进行比较,在功耗方面分别平均优于它们17%和20%。最后,对于上述增益,本文提出的乘积穿孔法所传递的误差值比VOS法和逻辑近似法分别小70%和99%。
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Approximate Multiplier Architectures Through Partial Product Perforation: Power-Area Tradeoffs Analysis
Approximate computing has received significant attention as a promising strategy to decrease power consumption of inherently error-tolerant applications. Hardware approximation mainly targets arithmetic units, e.g. adders and multipliers. In this paper, we design new approximate hardware multipliers and propose the Partial Product Perforation technique, which omits a number of consecutive partial products by perforating their generation. Through extensive experimental evaluation, we apply the partial product perforation method on different multiplier architectures and expose the optimal configurations for different error values. We show that the partial product perforation delivers reductions of up to 50% in power consumption, 45% in area and 35% in critical delay. Also, the product perforation method is compared with state-of-the-art works on approximate computing that consider the Voltage Over-Scaling (VOS) and logic approximation (i.e. design of approximate compressors) techniques, outperforming them in terms of power dissipation by up to 17% and 20% on average respectively. Finally, with respect to the aforementioned gains, the error value delivered by the proposed product perforation method is smaller by 70% and 99% than the VOS and logic approximation methods respectively.
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