Robust and energy-efficient DSP systems via output probability processing

R. Abdallah, Naresh R Shanbhag
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引用次数: 6

Abstract

This paper proposes to employ error statistics of nanoscale circuit fabrics to design robust energy-efficient digital signal processing (DSP) systems. Architectural level error statistics are exploited to generate probability or the reliability of each output bit of a DSP kernel. The proposed technique is referred to here as bit-level a posteriori probability processing (BLAPP). Energy efficiency and robustness of a 2D discrete cosine transform (2D-DCT) image codec employing BLAPP is studied. Simulations in a commercial 45nm CMOS process show that BLAPP provides up to 14X improvement in robustness, and 25% power savings over conventional 2D-DCT codec design.
通过输出概率处理实现鲁棒和节能的DSP系统
本文提出利用纳米级电路结构的误差统计来设计鲁棒节能的数字信号处理(DSP)系统。利用体系结构级误差统计来生成DSP内核每个输出位的概率或可靠性。提出的技术在这里被称为比特级后验概率处理(BLAPP)。研究了基于BLAPP的二维离散余弦变换(2D- dct)图像编解码器的能量效率和鲁棒性。在商用45nm CMOS工艺中的模拟表明,BLAPP的鲁棒性提高了14倍,比传统的2D-DCT编解码器设计节省了25%的功耗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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