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

被引:83
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 59 条
[21]   Natural Leaf Made Triboelectric Nanogenerator for Harvesting Environmental Mechanical Energy [J].
Jie, Yang ;
Jia, Xueting ;
Zou, Jingdian ;
Chen, Yandong ;
Wang, Ning ;
Wang, Zhong Lin ;
Cao, Xia .
ADVANCED ENERGY MATERIALS, 2018, 8 (12)
[22]   One-Piece Triboelectric Nanosensor for Self-Triggered Alarm System and Latent Fingerprint Detection [J].
Jie, Yang ;
Zhu, Huarui ;
Cao, Xia ;
Zhang, Yue ;
Wang, Ning ;
Zhang, Liqun ;
Wang, Zhong Lin .
ACS NANO, 2016, 10 (11) :10366-10372
[23]   A structural bionic design: From electric organs to systematic triboelectric generators [J].
Jie, Yang ;
Jiang, Qianwen ;
Zhang, Yue ;
Wang, Ning ;
Cao, Xia .
NANO ENERGY, 2016, 27 :554-560
[24]   Ultralow Power Dual-Gated Subthreshold Oxide Neuristors: An Enabler for Higher Order Neuronal Temporal Correlations [J].
John, Rohit Abraham ;
Tiwari, Nidhi ;
Chen Yaoyi ;
Ankit ;
Tiwari, Naveen ;
Kulkarni, Mohit ;
Nirmal, Arnoolya ;
Anh Chien Nguyen ;
Basu, Arindam ;
Mathews, Nripan .
ACS NANO, 2018, 12 (11) :11263-11273
[25]   Monitoring of Vital Signs with Flexible and Wearable Medical Devices [J].
Khan, Yasser ;
Ostfeld, Aminy E. ;
Lochner, Claire M. ;
Pierre, Adrien ;
Arias, Ana C. .
ADVANCED MATERIALS, 2016, 28 (22) :4373-4395
[26]   Short-Term Plasticity and Long-Term Potentiation in Artificial Biosynapses with Diffusive Dynamics [J].
Kim, Min-Kyu ;
Lee, Jang-Sik .
ACS NANO, 2018, 12 (02) :1680-1687
[27]   Pattern Recognition Using Carbon Nanotube Synaptic Transistors with an Adjustable Weight Update Protocol [J].
Kim, Sungho ;
Choi, Bongsik ;
Lim, Meehyun ;
Yoon, Jinsu ;
Lee, Juhee ;
Kim, Hee-Dong ;
Choi, Sung-Jin .
ACS NANO, 2017, 11 (03) :2814-2822
[28]   A bioinspired flexible organic artificial afferent nerve [J].
Kim, Yeongin ;
Chortos, Alex ;
Xu, Wentao ;
Liu, Yuxin ;
Oh, Jin Young ;
Son, Donghee ;
Kang, Jiheong ;
Foudeh, Amir M. ;
Zhu, Chenxin ;
Lee, Yeongjun ;
Niu, Simiao ;
Liu, Jia ;
Pfattner, Raphael ;
Bao, Zhenan ;
Lee, Tae-Woo .
SCIENCE, 2018, 360 (6392) :998-+
[29]   Environment-Adaptable Artificial Visual Perception Behaviors Using a Light-Adjustable Optoelectronic Neuromorphic Device Array [J].
Kwon, Sung Min ;
Cho, Sung Woon ;
Kim, Minho ;
Heo, Jae Sang ;
Kim, Yong-Hoon ;
Park, Sung Kyu .
ADVANCED MATERIALS, 2019, 31 (52)
[30]   A Self-Powered and Flexible Organometallic Halide Perovskite Photodetector with Very High Detectivity [J].
Leung, Siu-Fung ;
Ho, Kang-Ting ;
Kung, Po-Kai ;
Hsiao, Vincent K. S. ;
Alshareef, Husam N. ;
Wang, Zhong Lin ;
He, Jr-Hau .
ADVANCED MATERIALS, 2018, 30 (08)