Self-powered high-sensitivity sensory memory actuated by triboelectric sensory receptor for real-time neuromorphic computing

被引:74
作者
Liu, Yaqian [1 ,2 ]
Yang, Wenyu [1 ]
Yan, Yujie [1 ]
Wu, Xiaomin [1 ]
Wang, Xiumei [1 ]
Zhou, Yilun [1 ]
Hu, Yuanyuan [3 ]
Chen, Huipeng [1 ,2 ]
Guo, Tailiang [1 ,2 ]
机构
[1] Fuzhou Univ, Natl & Local United Engn Lab Flat Panel Display T, Inst Optoelect Display, Fuzhou 350002, Peoples R China
[2] Fujian Sci & Technol Innovat Lab Optoelect Inform, Fuzhou 350100, Peoples R China
[3] Hunan Univ, Sch Phys & Elect, Minist Educ, Key Lab Micronano Optoelect Devices, Changsha 410082, Peoples R China
基金
中国国家自然科学基金;
关键词
High-sensitivity; Sensory memory; Self-powered; Synaptic transistor; Real-time neuromorphic computing; Organic filed effect transistor; ORGANIC TRIBOTRONIC TRANSISTOR; LONG-TERM POTENTIATION; NANOGENERATORS; INTELLIGENCE; PLASTICITY; NETWORK;
D O I
10.1016/j.nanoen.2020.104930
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Artificial sensory memory, which is expected to collect, integrate, and refine massive sensory data timely for dynamically training the bioinspired neural network, is a promising candidate to achieve novel architectures of hardware artificial intelligence to mimic neural network. Unfortunately, the reports about artificial sensory memory are very limited and more importantly, there are still many unsolved problems in previously reported artificial sensory memory devices, such as the low sensitivity of perception receptors, high power consumption, and realization of instantaneous neuromorphic computing. Here, we propose a rapid-response, high-sensitivity, and self-powered artificial sensory memory, which is integrated with a triboelectric nanogenerator (TENG) and a field effect synaptic transistor, and is able to achieve real-time neuromorphic computing with a TENG matrix for the first time. Typical properties of sensory memory are successfully demonstrated, such as, excitatory postsynaptic current and paired pulse facilitation, followed with hierarchical memorial processes from sensory memory to short-term memory and to long-term memory. Finally, 28 x 28 matrix triboelectric sensory receptors are fabricated to connect the real-time handwritten image with large-scale data processing. This work proposed a remarkable self-powered artificial afferent nerve to realize rapid and high-sensitivity response, which would show a widespread potential in low consumption artificial neuromorphic interface such as human-robot interaction, edge computing and neurorobotics.
引用
收藏
页数:7
相关论文
共 42 条
[21]   A Self-Powered Early Warning Glove with Integrated Elastic-Arched Triboelectric Nanogenerator and Flexible Printed Circuit for Real-Time Safety Protection [J].
Zu, Lulu ;
Liu, Di ;
Shao, Jiajia ;
Liu, Yuan ;
Shu, Sheng ;
Li, Chengyu ;
Shi, Xue ;
Chen, Baodong ;
Wang, Zhong Lin .
ADVANCED MATERIALS TECHNOLOGIES, 2022, 7 (05)
[22]   Self-powered hybrid triboelectric-piezoelectric electronic skin based on P(VDF-TrFE) electrospun nanofibers for artificial sensory system [J].
Cho, Sumin ;
Jang, Sunmin ;
Lee, Donghan ;
Ra, Yoonsang ;
Kam, Dongik ;
Kim, Jong Woo ;
Shin, Dongjin ;
Seo, Kyoung Duck ;
Choi, Dongwhi .
FUNCTIONAL COMPOSITES AND STRUCTURES, 2022, 4 (04)
[23]   A self-powered wireless sweat-analysis patch for real-time monitoring physiological status [J].
Cao, Hanyu ;
Lin, Rui ;
Long, Zhihe ;
Xing, Lili ;
Xue, Xinyu .
NANO ENERGY, 2024, 123
[24]   A Self-Powered, Real-Time, LoRaWAN IoT-Based Soil Health Monitoring System [J].
Ramson, S. R. Jino ;
Leon-Salas, Walter D. ;
Brecheisen, Zachary ;
Foster, Erika J. ;
Johnston, Cliff T. ;
Schulze, Darrell G. ;
Filley, Timothy ;
Rahimi, Rahim ;
Soto, Martin Juan Carlos Villalta ;
Bolivar, Juan A. Lopa ;
Malaga, Mauricio Postigo .
IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (11) :9278-9293
[25]   Self-Powered Wearable Micropyramid Piezoelectric Film Sensor for Real-Time Monitoring of Blood Pressure [J].
Kim, Yunjeong ;
Lee, JiYong ;
Hong, Hyeonaug ;
Park, SeungHyun ;
Ryu, WonHyoung .
ADVANCED ENGINEERING MATERIALS, 2023, 25 (02)
[26]   Self-Powered Real-Time Arterial Pulse Monitoring Using Ultrathin Epidermal Piezoelectric Sensors [J].
Park, Dae Yong ;
Joe, Daniel J. ;
Kim, Dong Hyun ;
Park, Hyewon ;
Han, Jae Hyun ;
Jeong, Chang Kyu ;
Park, Hyelim ;
Park, Jung Gyu ;
Joung, Boyoung ;
Lee, Keon Jae .
ADVANCED MATERIALS, 2017, 29 (37)
[27]   A self-powered gas sensor based on PDMS/Ppy triboelectric-gas-sensing arrays for the real-time monitoring of automotive exhaust gas at room temperature [J].
He, Haoxuan ;
Zhang, Mengyang ;
Zhao, Tianming ;
Zeng, Hui ;
Xing, Lili ;
Xue, Xinyu .
SCIENCE CHINA-MATERIALS, 2019, 62 (10) :1433-1444
[28]   Self-powered intelligent badminton racket for machine learning-enhanced real-time training monitoring [J].
Yuan, Junlin ;
Xue, Jiangtao ;
Liu, Minghao ;
Wu, Li ;
Cheng, Jian ;
Qu, Xuecheng ;
Yu, Dengjie ;
Wang, Engui ;
Fan, Zhenmin ;
Liu, Zhuo ;
Li, Zhou ;
Wu, Yuxiang .
NANO ENERGY, 2024, 132
[29]   High-Sensitivity Self-Powered Photodetector Fibers Using Hierarchical Heterojunction Photoelectrodes Enable Wearable Amphibious Optoelectronic Textiles [J].
Zhou, Jianxian ;
Chen, Long ;
Wu, Jiajun ;
Lu, Zecheng ;
Liu, Fan ;
Chen, Xuedan ;
Xue, Pan ;
Li, Chunsheng ;
Wei, Lei ;
Wu, Guan ;
Li, Qingwen ;
Zhang, Qichong .
NANO LETTERS, 2023, 23 (23) :11297-11306
[30]   Self-Powered Implantable Skin-Like Glucometer for Real-Time Detection of Blood Glucose Level In Vivo [J].
Zhang, Wanglinhan ;
Zhang, Linlin ;
Gao, Huiling ;
Yang, Wenyan ;
Wang, Shuai ;
Xing, Lili ;
Xue, Xinyu .
NANO-MICRO LETTERS, 2018, 10 (02)