面向高能效物联网应用的无时钟衍生采样方案

IF 8.9 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Mohammad Elmi;Motaz M. Elbadry;Nan Jiang;Kambiz Moez
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引用次数: 0

摘要

本文提出了一种无时钟非均匀采样方案,以提高物联网(IoT)应用的能效。与其他非均匀采样方案相比,本文提出的方案采用了一种依赖导数的机制,在最大限度降低功耗的同时提高了精度。通过持续监测输入信号的导数变化,所提出的方案能识别信号中最重要的点,从而有价值地进行保留和转换,以实现有效的信号重构。在该方案中,信号导数的变化与可调整的阈值参考进行比较,从而实现可调整性,以获得所需的精度水平,并适应各种物联网应用。拟议方案在低速和高速系统中实施,分别针对低频和高频应用。该方案采用台积电的 0.13- $\mu $ m CMOS 技术制造,并通过实际应用场景中的实验结果对其性能进行了评估。所提出的无时钟导数相关采样(CL-DDS)系统可集成到物联网设备/传感器的数据采集系统中,以节省其关键的功耗预算,同时对阈值基准进行调整,以达到所需的精度。所提出的低速和高速CL-DDS设计的最大功耗分别为1.15~\mu $ W(@1 MHz)和8.81~\mu $ W(@20 MHz)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Clockless Derivative-Dependent Sampling Scheme for Energy-Efficient IoT Applications
This article presents a clockless nonuniform sampling scheme to enhance the energy efficiency of Internet of Things (IoT) applications. The proposed scheme employs a derivative-dependent mechanism that provides enhanced accuracy compared to other nonuniform sampling schemes while minimizing power consumption. By continuously monitoring the change in the derivative of the input signal, the proposed scheme identifies the most significant points of the signal, valuable for retention and conversion for effective signal reconstruction. In this scheme, the change in the derivative of the signal is compared to tunable threshold references, enabling adjustability to obtain the desired level of accuracy and adaptability to a variety of IoT applications. The proposed scheme is implemented in low- and high-speed systems that target low- and high-frequency applications, respectively. Fabricated using TSMC’s 0.13- $\mu $ m CMOS technology, the performance is evaluated through experimental results in real-world scenarios. The proposed clockless derivative dependent sampling (CL-DDS) system can be integrated into the data acquisition system of an IoT device/sensor to save its critical power budget, while the threshold references are tuned to achieve the desired accuracy. The maximum power consumption of the proposed low- and high-speed CL-DDS designs is $1.15~\mu $ W (@1 MHz) and $8.81~\mu $ W (@20 MHz), respectively.
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来源期刊
IEEE Internet of Things Journal
IEEE Internet of Things Journal Computer Science-Information Systems
CiteScore
17.60
自引率
13.20%
发文量
1982
期刊介绍: The EEE Internet of Things (IoT) Journal publishes articles and review articles covering various aspects of IoT, including IoT system architecture, IoT enabling technologies, IoT communication and networking protocols such as network coding, and IoT services and applications. Topics encompass IoT's impacts on sensor technologies, big data management, and future internet design for applications like smart cities and smart homes. Fields of interest include IoT architecture such as things-centric, data-centric, service-oriented IoT architecture; IoT enabling technologies and systematic integration such as sensor technologies, big sensor data management, and future Internet design for IoT; IoT services, applications, and test-beds such as IoT service middleware, IoT application programming interface (API), IoT application design, and IoT trials/experiments; IoT standardization activities and technology development in different standard development organizations (SDO) such as IEEE, IETF, ITU, 3GPP, ETSI, etc.
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