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
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Jing, Yiqi
[1
]
Wang, Zhixuan
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Nano Core Chip Elect Technol Co Ltd, Hangzhou, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Wang, Zhixuan
[1
,2
]
Shen, Linxiao
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Shen, Linxiao
[1
]
Zhang, Yihan
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Zhang, Yihan
[1
]
Chen, Peiyu
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Chen, Peiyu
[1
]
Ru, Jiayoon
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Ru, Jiayoon
[1
]
Ye, Le
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Integrated Circuits, Beijing, Peoples R China
Peking Univ, Adv Inst Informat Technol, Hangzhou, Peoples R ChinaPeking Univ, Sch Integrated Circuits, Beijing, Peoples R China
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.