Flexible optoelectronic synaptic transistors for neuromorphic visual systems

被引:9
作者
Liu, Xiao [1 ]
Li, Dongke [2 ,3 ,4 ,5 ]
Wang, Yue [2 ,3 ,4 ,5 ]
Yang, Deren [2 ,3 ,4 ,5 ]
Pi, Xiaodong [2 ,3 ,4 ,5 ]
机构
[1] Hangzhou Dianzi Univ, Inst Carbon Neutral & New Energy, Sch Elect & Informat, Hangzhou 310018, Peoples R China
[2] Zhejiang Univ, Inst Adv Semicond, Hangzhou 310027, Zhejiang, Peoples R China
[3] Zhejiang Univ, ZJU Hangzhou Global Sci & Technol Innovat Ctr, Zhejiang Prov Key Lab Power Semicond Mat & Devices, Hangzhou 310027, Zhejiang, Peoples R China
[4] Zhejiang Univ, State Key Lab Silicon & Adv Semicond Mat, Hangzhou 310027, Zhejiang, Peoples R China
[5] Zhejiang Univ, Sch Mat Sci Engn, Hangzhou 310027, Zhejiang, Peoples R China
来源
APL MACHINE LEARNING | 2023年 / 1卷 / 03期
关键词
SYNAPSES; MEMORY; SENSOR;
D O I
10.1063/5.0163926
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Neuromorphic visual systems that integrate the functionalities of sensing, memory, and processing are expected to overcome the shortcomings of conventional artificial visual systems, such as data redundancy, data access delay, and high-energy consumption. Neuromorphic visual systems based on emerging flexible optoelectronic synaptic devices have recently opened up innovative applications, such as robot visual perception, visual prosthetics, and artificial intelligence. Various flexible optoelectronic synaptic devices have been fabricated, which are either two-terminal memristors or three-terminal transistors. In flexible optoelectronic synaptic transistors (FOSTs), the synaptic weight can be modulated by the electricity and light synergistically, which endows the neuromorphic visual systems with versatile functionalities. In this Review, we present an overview of the working mechanisms, device structures, and active materials of FOSTs. Their applications in neuromorphic visual systems for color recognition, image recognition and memory, motion detection, and pain perception are presented. Perspectives on the development of FOSTs are finally outlined.
引用
收藏
页数:17
相关论文
共 91 条
[1]   Fully Light-Controlled Memory and Neuromorphic Computation in Layered Black Phosphorus [J].
Ahmed, Taimur ;
Tahir, Muhammad ;
Low, Mei Xian ;
Ren, Yanyun ;
Tawfik, Sherif Abdulkader ;
Mayes, Edwin L. H. ;
Kuriakose, Sruthi ;
Nawaz, Shahid ;
Spencer, Michelle J. S. ;
Chen, Hua ;
Bhaskaran, Madhu ;
Sriram, Sharath ;
Walia, Sumeet .
ADVANCED MATERIALS, 2021, 33 (10)
[2]   Optically Stimulated Artificial Synapse Based on Layered Black Phosphorus [J].
Ahmed, Taimur ;
Kuriakose, Sruthi ;
Mayes, Edwin L. H. ;
Ramanathan, Rajesh ;
Bansal, Vipul ;
Bhaskaran, Madhu ;
Sriram, Sharath ;
Walia, Sumeet .
SMALL, 2019, 15 (22)
[3]   Synaptic devices based on semiconductor nanocrystals [J].
Bu, Mingxuan ;
Wang, Yue ;
Yin, Lei ;
Tong, Zhouyu ;
Zhang, Yiqiang ;
Yang, Deren ;
Pi, Xiaodong .
FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2022, 23 (11) :1579-1601
[4]   Optoelectronic graded neurons for bioinspired in-sensor motion perception [J].
Chen, Jiewei ;
Zhou, Zheng ;
Kim, Beom Jin ;
Zhou, Yue ;
Wang, Zhaoqing ;
Wan, Tianqing ;
Yan, Jianmin ;
Kang, Jinfeng ;
Ahn, Jong-Hyun ;
Chai, Yang .
NATURE NANOTECHNOLOGY, 2023, 18 (08) :882-+
[5]   Recent Advances in Synaptic Devices Based on Halide Perovskite [J].
Chen, Shaojiang ;
Huang, Jia .
ACS APPLIED ELECTRONIC MATERIALS, 2020, 2 (07) :1815-1825
[6]   Retinomorphic optoelectronic devices for intelligent machine vision [J].
Chen, Weilin ;
Zhang, Zhang ;
Liu, Gang .
ISCIENCE, 2022, 25 (01)
[7]   An Anti-Fatigue Design Strategy for 3D Ribbon-Shaped Flexible Electronics [J].
Cheng, Xu ;
Zhang, Fan ;
Bo, Renheng ;
Shen, Zhangming ;
Pang, Wenbo ;
Jin, Tianqi ;
Song, Honglie ;
Xue, Zhaoguo ;
Zhang, Yihui .
ADVANCED MATERIALS, 2021, 33 (37)
[8]   Progress of Materials and Devices for Neuromorphic Vision Sensors [J].
Cho, Sung Woon ;
Jo, Chanho ;
Kim, Yong-Hoon ;
Park, Sung Kyu .
NANO-MICRO LETTERS, 2022, 14 (01)
[9]   Recent Progress in Transistor-Based Optoelectronic Synapses: From Neuromorphic Computing to Artificial Sensory System [J].
Cho, Sung Woon ;
Kwon, Sung Min ;
Kim, Yong-Hoon ;
Park, Sung Kyu .
ADVANCED INTELLIGENT SYSTEMS, 2021, 3 (06)
[10]   Light-Stimulated Synaptic Devices Utilizing Interfacial Effect of Organic Field-Effect Transistors [J].
Dai, Shilei ;
Wu, Xiaohan ;
Liu, Dapeng ;
Chu, Yingli ;
Wang, Kai ;
Yang, Ben ;
Huang, Jia .
ACS APPLIED MATERIALS & INTERFACES, 2018, 10 (25) :21472-21480