An Information-Aware Adaptive Data Acquisition System using Level-Crossing ADC with Signal-Dependent Full Scale and Adaptive Resolution for IoT Applications

被引:2
作者
Jing, Yiqi [1 ]
Wang, Zhixuan [1 ,2 ]
Shen, Linxiao [1 ]
Zhang, Yihan [1 ]
Chen, Peiyu [1 ]
Ru, Jiayoon [1 ]
Ye, Le [1 ,3 ]
机构
[1] Peking Univ, Sch Integrated Circuits, Beijing, Peoples R China
[2] Nano Core Chip Elect Technol Co Ltd, Hangzhou, Peoples R China
[3] Peking Univ, Adv Inst Informat Technol, Hangzhou, Peoples R China
来源
2023 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, ISCAS | 2023年
基金
美国国家科学基金会;
关键词
IoT; random sparse event; information aware; level crossing; adaptive resolution; signal-dependent full scale; adaptive data acquisition; data compression;
D O I
10.1109/ISCAS46773.2023.10182002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an information-aware (IA) adaptive data acquisition (ADA) system for the Internet of Things (IoT) applications. The system can obtain valid information adaptively thanks to 1) signal-dependent full-scale feature tracks the amplitude-domain activity of the event; 2) level-crossing (LC) ADC with slope detector delivers the timedomain activity; 3) the IA algorithm determines the quantization resolution according to the detected signal activities. The proposed clock-free event-driven ADA system can reject the redundant data, and compress the valid data from the source, thus saving its power and the power of subsequent data-processing systems. The long-term average power consumption of the system is 128 nW, the resolution varies from 3 to 7 bits according to the input signal state. Compared with conventional ADCs, LC-ADC can compress the data by 2.5x [1]. Further, the proposed system has 15x higher compression ratio (CR) than that of LC-ADC.
引用
收藏
页数:4
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