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Computation Error Analysis in Digital Signal Processing Systems With Overscaled Supply Voltage

机译:电源电压过高的数字信号处理系统中的计算误差分析

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It has been recently demonstrated that digital signal processing systems may possibly leverage unconventional voltage overscaling (VOS) to reduce energy consumption while maintaining satisfactory signal processing performance. Due to the computation-intensive nature of most signal processing algorithms, the energy saving potential largely depends on the behavior of computer arithmetic units in response to overscaled supply voltage. This paper shows that different hardware implementations of the same computer arithmetic function may respond to VOS very differently and result in different energy saving potentials. Therefore, the selection of appropriate computer arithmetic architecture is an important issue in voltage-overscaled signal processing system design. This paper presents an analytical method to estimate the statistics of computer arithmetic computation errors due to supply voltage overscaling. Compared with computation-intensive circuit simulations, this analytical approach can be several orders of magnitude faster and can achieve a reasonable accuracy. This approach can be used to choose the appropriate computer arithmetic architecture in voltage-overscaled signal processing systems. Finally, we carry out case studies on a coordinate rotation digital computer processor and a finite-impulse-response filter to further demonstrate the importance of choosing proper computer arithmetic implementations.
机译:最近已经证明,数字信号处理系统可能在保持令人满意的信号处理性能的同时,利用非常规的电压超标(VOS)来减少能耗。由于大多数信号处理算法的计算密集型性质,节能潜力在很大程度上取决于计算机算术单元响应超标电源电压的行为。本文表明,同一计算机算术功能的不同硬件实现对VOS的响应可能会非常不同,从而导致不同的节能潜力。因此,选择合适的计算机算法体系结构是电压超标信号处理系统设计中的重要问题。本文提出了一种分析方法来估计由于电源电压过大导致的计算机算术计算错误的统计量。与计算密集型电路仿真相比,这种分析方法可以快几个数量级,并且可以达到合理的精度。此方法可用于在电压超标信号处理系统中选择适当的计算机算法体系结构。最后,我们在坐标旋转数字计算机处理器和有限冲激响应滤波器上进行了案例研究,以进一步证明选择适当的计算机算法实现的重要性。

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