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
[71]   Dual-Modal Optoelectronic Synaptic Devices with Versatile Synaptic Plasticity [J].
Wang, Yue ;
Zhu, Yiyue ;
Li, Yayao ;
Zhang, Yiqiang ;
Yang, Deren ;
Pi, Xiaodong .
ADVANCED FUNCTIONAL MATERIALS, 2022, 32 (01)
[72]   Optoelectronic Synaptic Devices for Neuromorphic Computing [J].
Wang, Yue ;
Yin, Lei ;
Huang, Wen ;
Li, Yayao ;
Huang, Shijie ;
Zhu, Yiyue ;
Yang, Deren ;
Pi, Xiaodong .
ADVANCED INTELLIGENT SYSTEMS, 2021, 3 (01)
[73]   Flexible electro-optical neuromorphic transistors with tunable synaptic plasticity and nociceptive behavior [J].
Wei, Huanhuan ;
Ni, Yao ;
Sun, Lin ;
Yu, Haiyang ;
Gong, Jiangdong ;
Du, Yi ;
Ma, Mingxue ;
Han, Hong ;
Xu, Wentao .
NANO ENERGY, 2021, 81
[74]   Multifunctional neurosynaptic devices for human perception systems [J].
Wen, Wei ;
Guo, Yunlong ;
Liu, Yunqi .
JOURNAL OF SEMICONDUCTORS, 2022, 43 (05)
[75]   Ferroelectric Tunnel Junctions: Modulations on the Potential Barrier [J].
Wen, Zheng ;
Wu, Di .
ADVANCED MATERIALS, 2020, 32 (27)
[76]   Intrinsically stretchable photonic synaptic transistors for retina-like visual image systems [J].
Xu, Fan ;
Zhang, Cong ;
Zhao, Xiaoli ;
Yu, Hongyan ;
Zhao, Guodong ;
Li, Juntong ;
Wang, Bin ;
Tong, Yanhong ;
Tang, Qingxin ;
Liu, Yichun .
JOURNAL OF MATERIALS CHEMISTRY C, 2022, 10 (29) :10586-10594
[77]   Bidirectional All-Optical Synapses Based on a 2D Bi2O2Se/Graphene Hybrid Structure for Multifunctional Optoelectronics [J].
Yang, Chia-Ming ;
Chen, Tsung-Cheng ;
Verma, Dharmendra ;
Li, Lain-Jong ;
Liu, Bo ;
Chang, Wen-Hao ;
Lai, Chao-Sung .
ADVANCED FUNCTIONAL MATERIALS, 2020, 30 (30)
[78]   Optically Stimulated Synaptic Devices Based on the Hybrid Structure of Silicon Nanomembrane and Perovskite [J].
Yin, Lei ;
Huang, Wen ;
Xiao, Rulei ;
Peng, Wenbing ;
Zhu, Yiyue ;
Zhang, Yiqiang ;
Pi, Xiaodong ;
Yang, Deren .
NANO LETTERS, 2020, 20 (05) :3378-3387
[79]   Synaptic silicon-nanocrystal phototransistors for neuromorphic computing [J].
Yin, Lei ;
Han, Cheng ;
Zhang, Qingtian ;
Ni, Zhenyi ;
Zhao, Shuangyi ;
Wang, Kun ;
Li, Dongsheng ;
Xu, Mingsheng ;
Wu, Huaqiang ;
Pi, Xiaodong ;
Yang, Deren .
NANO ENERGY, 2019, 63
[80]   A minireview on 2D materials-enabled optoelectronic artificial synaptic devices [J].
Yoo, Changhyeon ;
Ko, Tae-Jun ;
Kaium, Md Golam ;
Martinez, Ricardo ;
Islam, Molla Manjurul ;
Li, Hao ;
Kim, Jung Han ;
Cao, Justin ;
Acharya, Marconi ;
Roy, Tania ;
Jung, Yeonwoong .
APL MATERIALS, 2022, 10 (07)