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Exploiting System Configurability towards Dynamic Accuracy-Power Trade-offs in Sensor Front-ends

机译:利用系统可配置性来实现动态精度-传感器前端的功率折衷

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摘要

Analog-to-information converters and Compressed Sampling (CS) sensor front-ends try to only extract the relevant, information-bearing elements of an incoming data stream. Information extraction and recognition tasks can run directly on the compressed data stream without needing full signal reconstruction. The accuracy of the extracted information or classification is strongly determined by the front-end settings and tolerated level of hardware impairments. Exploiting this, allows to dynamically tune accuracy for power consumption. This paper discusses this trade-off and introduces a theoretical framework to guide the selection of optimal hardware settings under given power or accuracy constraints. This is illustrated with two circuit realizations: 1) an analog-to-information converter for voice activity detection (VAD), and 2) a CS photopletysmographic (PPG) heart rate (HR) extraction application.
机译:模数转换器和压缩采样(CS)传感器前端仅尝试提取传入数据流的相关,信息承载元素。信息提取和识别任务可以直接在压缩数据流上运行,而无需完全重建信号。提取的信息或分类的准确性在很大程度上取决于前端设置和硬件损害的容忍程度。利用这一点,可以动态调整功耗的精度。本文讨论了这种权衡,并介绍了一个理论框架,以指导在给定的功率或精度约束下选择最佳硬件设置。这通过两个电路实现来说明:1)用于语音活动检测(VAD)的模数转换器,以及2)CS光电容积描记(PPG)心率(HR)提取应用程序。

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