近似计算使用频率升级

Junqi Huang, T. Kumar, Haider Abbas, F. Lombardi
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引用次数: 2

摘要

本研究提出了频率上尺度作为一种在近似计算中开发错误弹性算法设计的技术,即电路的输入信号频率上尺度超过其最大运行值,从而在算术运算中产生错误,同时加快计算吞吐量。本研究首先提出了精确和不精确全加法器频率上尺度的数学模型。对4位和8位减法进行详尽的仿真和评估,然后添加两个图像和近似离散余弦变换(DCT),使用精确和不精确的电路进行。利用该模型估计的结果与仿真结果吻合较好。对于不同的技术节点,采用不精确电路进行减法的归一化平均误差距离接近于精确值。两幅图像相加的峰值信噪比(PSNR)结果表明,当频率按比例放大时,不精确全加法器比精确电路获得更高的输出图像质量。此外,在近似DCT中,不精确全加法器的输入频率可以比精确全加法器的输入频率显著提高,而PSNR值不会显著降低。
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Approximate computing using frequency upscaling
This study presents frequency upscaling as a technique for developing error resilient arithmetic designs in approximate computing whereby the input signal frequency of the circuit is upscaled beyond its largest operating value in generating errors in the arithmetic operation while speeding up the computational throughput. This study initially presents the mathematical modelling of frequency upscaling for both exact and inexact full adders. An exhaustive simulation and evaluation of 4 and 8 bits subtraction followed by addition of two images and approximate discrete cosine transform (DCT) is pursued using exact and inexact circuits when subjected to the proposed technique. The results estimated using the proposed model show good agreement with the simulation results. The normalised mean error distance of subtraction using an inexact circuit is close to the exact value for different technology nodes. The peak signal-to-noise ratio (PSNR) results for the addition of two images show that the inexact full adder achieves a higher output image quality than the exact circuit when the frequency is scaled up. Also, in an approximate DCT, the input frequency of an inexact full adder can be scaled up significantly higher than an exact full adder without a significant decrease in PSNR value.
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