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Value-Deviation-Bounded Serial Data Encoding for Energy-Efficient Approximate Communication

机译:能量有效近似通信的价值偏差有界串行数据编码

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摘要

Transferring data between ICs accounts for a growing proportion of system power in wearable and mobile systems. Reducing signal transitions reduces the dynamic power dissipated in this data transfer, but traditional approaches cannot be applied when the transfer interfaces are serial buses. To address this challenge, we present a family of optimal value-deviation-bounded approximate serial encoders (VDBS encoders) that significantly reduce signal transitions (and hence, dynamic power) for bit-serial communication interfaces. When the data in transfer are from sensors, VDBS encoding enables a tradeoff between power efficiency and application fidelity, by exploiting the tolerance of many of the typical algorithms consuming sensor data to deviations in values. We derive analytic formulations for the family of VDBS encoders and introduce an efficient algorithm that performs close to the Pareto-optimal encoders. We evaluate the algorithm in two applications: Encoding data between a camera and processor in a text-recognition system, and between an accelerometer and processor in a pedometer system. For the text recognizer, the algorithm reduces signal transitions by 55% on average, while maintaining OCR accuracy at over 90% for previously-correctly-recognized text. For the pedometer, the algorithm reduces signal transitions by an average of 54% in exchange for step count errors of under 5%.
机译:IC之间的数据传输在可穿戴和移动系统中占系统功率的比例越来越高。减少信号跃迁可减少此数据传输中消耗的动态功率,但是当传输接口为串行总线时,则无法应用传统方法。为了解决这一挑战,我们提出了一个最佳值偏差范围的近似串行编码器(VDBS编码器)系列,该编码器可显着减少位串行通信接口的信号转换(并因此降低动态功率)。当传输的数据来自传感器时,通过利用许多消耗传感器数据的典型算法的容差,VDBS编码可以在功率效率和应用保真度之间进行权衡。我们推导了VDBS编码器系列的解析公式,并介绍了一种性能接近Pareto最优编码器的高效算法。我们在两个应用程序中评估该算法:在文本识别系统中的照相机和处理器之间以及在计步器系统中的加速度计和处理器之间对数据进行编码。对于文本识别器,该算法平均将信号转换降低了55%,同时对于先前正确识别的文本,OCR精度保持在90%以上。对于计步器,该算法将信号转换平均减少了54%,以换取低于5%的步数误差。

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