Bioinspired Artificial Visual System Based on 2D WSe2 Synapse Array

被引:59
作者
Gong, Yue [1 ,2 ]
Xie, Peng [1 ]
Xing, Xuechao [1 ,3 ]
Lv, Ziyu [1 ]
Xie, Tao [1 ]
Zhu, Shirui [1 ]
Hsu, Hsiao-Hsuan [4 ]
Zhou, Ye [5 ]
Han, Su-Ting [1 ]
机构
[1] Shenzhen Univ, Coll Elect & Informat Engn, Shenzhen 518060, Peoples R China
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[3] Nanyang Technol Univ, Sch Mat Sci & Engn, Singapore 639798, Singapore
[4] Natl Taipei Univ Technol, Dept Mat & Mineral Resources Engn, Taipei 106, Taiwan
[5] Shenzhen Univ, Inst Adv Study, Shenzhen 518060, Peoples R China
关键词
artificial vision system; in-sensor computing; memory; optical neural networks; WSe2;
D O I
10.1002/adfm.202303539
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Machine vision systems that capture images for visual inspection and recognition tasks must be able to perceive, memorize, and compute any color scene. To achieve this, most of the current visual systems use circuits and algorithms which may reduce efficiency and increase complexity. Herein, a 2D semiconductor tungsten diselenide (WSe2)-based phototransistor that successfully demonstrates an artificial vision system integrating the processing capability of visual information sensing memory, is reported. Furthermore, based on a 6 x 6 fabricated retinal perception array, artificial visual information sensing memory and processing system are proposed to perform image recognition tasks, which can avoid the time delay and energy consumption caused by data conversion and movement. On the other hand, highly linear symmetric synaptic plasticity can be achieved based on the modulation of carrier types in WSe2 transistors with different thicknesses, facilitating the high level of training and inference accuracy for artificial neural networks. Last, through training and inference simulations, the feasibility of the hybrid synapses for optical neural networks (ONN) is demonstrated.
引用
收藏
页数:11
相关论文
共 47 条
[1]   A Photoelectric Spiking Neuron for Visual Depth Perception [J].
Chen, Chunsheng ;
He, Yongli ;
Mao, Huiwu ;
Zhu, Li ;
Wang, Xiangjing ;
Zhu, Ying ;
Zhu, Yixin ;
Shi, Yi ;
Wan, Changjin ;
Wan, Qing .
ADVANCED MATERIALS, 2022, 34 (20)
[2]   Solid-Ionic Memory in a van der Waals Heterostructure [J].
Chen, Jieqiong ;
Guo, Rui ;
Wang, Xiaowei ;
Zhu, Chao ;
Cao, Guiming ;
You, Lu ;
Duan, Ruihuan ;
Zhu, Chao ;
Hadke, Shreyash Sudhakar ;
Cao, Xun ;
Salim, Teddy ;
Buenconsejo, Pio John S. ;
Xu, Manzhang ;
Zhao, Xiaoxu ;
Zhou, Jiadong ;
Deng, Ya ;
Zeng, Qingsheng ;
Wong, Lydia H. ;
Chen, Jingsheng ;
Liu, Fucai ;
Liu, Zheng .
ACS NANO, 2022, 16 (01) :221-231
[3]   Wafer-scale integration of two-dimensional materials in high-density memristive crossbar arrays for artificial neural networks [J].
Chen, Shaochuan ;
Mahmoodi, Mohammad Reza ;
Shi, Yuanyuan ;
Mahata, Chandreswar ;
Yuan, Bin ;
Liang, Xianhu ;
Wen, Chao ;
Hui, Fei ;
Akinwande, Deji ;
Strukov, Dmitri B. ;
Lanza, Mario .
NATURE ELECTRONICS, 2020, 3 (10) :638-645
[4]   WSe2 2D p-type semiconductor-based electronic devices for information technology: Design, preparation, and applications [J].
Cheng, Qilin ;
Pang, Jinbo ;
Sun, Dehui ;
Wang, Jingang ;
Zhang, Shu ;
Liu, Fan ;
Chen, Yuke ;
Yang, Ruiqi ;
Liang, Na ;
Lu, Xiheng ;
Ji, Yanchen ;
Wang, Jian ;
Zhang, Congcong ;
Sang, Yuanhua ;
Liu, Hong ;
Zhou, Weijia .
INFOMAT, 2020, 2 (04) :656-697
[5]   Reservoir computing using dynamic memristors for temporal information processing [J].
Du, Chao ;
Cai, Fuxi ;
Zidan, Mohammed A. ;
Ma, Wen ;
Lee, Seung Hwan ;
Lu, Wei D. .
NATURE COMMUNICATIONS, 2017, 8
[6]   Reservoir Computing with Charge-Trap Memory Based on a MoS2 Channel for Neuromorphic Engineering [J].
Farronato, Matteo ;
Mannocci, Piergiulio ;
Melegari, Margherita ;
Ricci, Saverio ;
Compagnoni, Christian Monzio ;
Ielmini, Daniele .
ADVANCED MATERIALS, 2023, 35 (37)
[7]   Ultrasensitive Flexible Memory Phototransistor with Detectivity of 1.8x1013 Jones for Artificial Visual Nociceptor [J].
Gong, Yue ;
Xing, Xuechao ;
Lv, Ziyu ;
Chen, Jiangming ;
Xie, Peng ;
Wang, Yan ;
Huang, Shenming ;
Zhou, Ye ;
Han, Su-Ting .
ADVANCED INTELLIGENT SYSTEMS, 2022, 4 (08)
[8]   Emerging MXenes for Functional Memories [J].
Gong, Yue ;
Xing, Xuechao ;
Wang, Yan ;
Lv, Ziyu ;
Zhou, Ye ;
Han, Su-Ting .
SMALL SCIENCE, 2021, 1 (09)
[9]   A Logic-Memory Transistor with the Integration of Visible Information Sensing-Memory-Processing [J].
Hou, Xiang ;
Liu, Chunsen ;
Ding, Yi ;
Liu, Lan ;
Wang, Shuiyuan ;
Zhou, Peng .
ADVANCED SCIENCE, 2020, 7 (21)
[10]   Optically initialized robust valley-polarized holes in monolayer WSe2 [J].
Hsu, Wei-Ting ;
Chen, Yen-Lun ;
Chen, Chiang-Hsiao ;
Liu, Pang-Shiuan ;
Hou, Tuo-Hung ;
Li, Lain-Jong ;
Chang, Wen-Hao .
NATURE COMMUNICATIONS, 2015, 6