Integrated In-Memory Sensor and Computing of Artificial Vision Based on Full-vdW Optoelectronic Ferroelectric Field-Effect Transistor

被引:9
|
作者
Wang, Peng [1 ,2 ]
Li, Jie [3 ]
Xue, Wuhong [1 ,2 ]
Ci, Wenjuan [1 ,2 ]
Jiang, Fengxian [1 ,2 ]
Shi, Lei [1 ,2 ]
Zhou, Feichi [3 ]
Zhou, Peng [4 ]
Xu, Xiaohong [1 ,2 ]
机构
[1] Shanxi Normal Univ, Key Lab Magnet Mol & Magnet Informat Mat, Minist Educ, Sch Chem & Mat Sci, Taiyuan 030031, Peoples R China
[2] Shanxi Normal Univ, Sch Chem & Mat Sci, Taiyuan 030031, Peoples R China
[3] Southern Univ Sci & Technol, Sch Microelect, Shenzhen 518000, Peoples R China
[4] Fudan Univ, ASIC & Syst State Key Lab Sch Microelect, Shanghai 200433, Peoples R China
基金
中国国家自然科学基金;
关键词
full-vdW ferroelectric field effect transistor; multilevel memory; neuromorphic vision system; sensing-memory-computing; NETWORK; ARRAY;
D O I
10.1002/advs.202305679
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The development and application of artificial intelligence have led to the exploitation of low-power and compact intelligent information-processing systems integrated with sensing, memory, and neuromorphic computing functions. The 2D van der Waals (vdW) materials with abundant reservoirs for arbitrary stacking based on functions and enabling continued device downscaling offer an attractive alternative for continuously promoting artificial intelligence. In this study, full 2D SnS2/h-BN/CuInP2S6 (CIPS)-based ferroelectric field-effect transistors (Fe-FETs) and utilized light-induced ferroelectric polarization reversal to achieve excellent memory properties and multi-functional sensing-memory-computing vision simulations are designed. The device exhibits a high on/off current ratio of over 10(5), long retention time (>10(4 )s), stable cyclic endurance (>350 cycles), and 128 multilevel current states (7-bit). In addition, fundamental synaptic plasticity characteristics are emulated including paired-pulse facilitation (PPF), short-term plasticity (STP), long-term plasticity (LTP), long-term potentiation, and long-term depression. A ferroelectric optoelectronic reservoir computing system for the Modified National Institute of Standards and Technology (MNIST) handwritten digital recognition achieved a high accuracy of 93.62%. Furthermore, retina-like light adaptation and Pavlovian conditioning are successfully mimicked. These results provide a strategy for developing a multilevel memory and novel neuromorphic vision systems with integrated sensing-memory-processing.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] Photoelectric In-Memory Logic and Computing Achieved in HfO2-Based Ferroelectric Optoelectronic Memcapacitors
    Liu, Ning
    Zhou, Jiuren
    Zheng, Siying
    Jin, Faxin
    Fang, Cizhe
    Chen, Bing
    Liu, Yan
    Hao, Yue
    Han, Genquan
    IEEE ELECTRON DEVICE LETTERS, 2024, 45 (07) : 1357 - 1360
  • [22] Thermal-Dependent Nonvolatile Memory Characteristics Based on Organic Ferroelectric Field-Effect Transistor
    Kim, Won-Ho
    Choi, Yoonseuk
    Bae, Jin-Hyuk
    JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2013, 13 (10) : 7080 - 7082
  • [23] Frequency Doubler Based on Ferroelectric Tunnel Field-Effect Transistor
    Kim, Hyunwoo
    Kwak, Been
    Kim, Jang Hyun
    Kwon, Daewoong
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2022, 69 (07) : 4046 - 4049
  • [24] Multifunctional sensor based on organic field-effect transistor and ferroelectric poly(vinylidene fluoride trifluoroethylene)
    Hannah, Stuart
    Davidson, Alan
    Glesk, Ivan
    Uttamchandani, Deepak
    Dahiya, Ravinder
    Gleskova, Helena
    ORGANIC ELECTRONICS, 2018, 56 : 170 - 177
  • [25] EPITAXIAL ALL-PEROVSKITE FERROELECTRIC FIELD-EFFECT TRANSISTOR WITH A MEMORY RETENTION
    WATANABE, Y
    APPLIED PHYSICS LETTERS, 1995, 66 (14) : 1770 - 1772
  • [26] Modeling of a ferroelectric field-effect transistor static random access memory cell
    Phillips, Thomas A.
    Macleod, Todd C.
    Ho, Fat D.
    INTEGRATED FERROELECTRICS, 2008, 96 : 69 - 74
  • [27] A Polarization-Switching, Charge-Trapping, Modulated Arithmetic Logic Unit for In-Memory Computing Based on Ferroelectric Fin Field-Effect Transistors
    Zhang, Zhaohao
    Luo, Yanna
    Cui, Yan
    Yang, Hong
    Zhang, Qingzhu
    Xu, Gaobo
    Wu, Zhenhua
    Xiang, Jinjuan
    Liu, Qianqian
    Yin, Huaxiang
    Mao, Shujuan
    Wang, Xiaolei
    Li, Junjie
    Zhang, Yongkui
    Luo, Qing
    Gao, Jianfeng
    Xiong, Wenjuan
    Liu, Jinbiao
    Li, Yongliang
    Li, Junfeng
    Luo, Jun
    Wang, Wenwu
    ACS APPLIED MATERIALS & INTERFACES, 2022, 14 (05) : 6967 - 6976
  • [28] Ferroelectric MirrorBit-Integrated Field-Programmable Memory Array for the TCAM, Storage, and In-Memory Computing Applications
    Meihar, Paritosh
    Srinu, Rowtu
    Lashkare, Sandip
    Singh, Ajay Kumar
    Mulaosmanovic, Halid
    Deshpande, Veeresh
    Duenkel, Stefan
    Beyer, Sven
    Ganguly, Udayan
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2024, 71 (05) : 2957 - 2962
  • [29] Small-Molecule-Based Organic Field-Effect Transistor for Nonvolatile Memory and Artificial Synapse
    Yu, Yang
    Ma, Qihao
    Ling, Haifeng
    Li, Wen
    Ju, Ruolin
    Bian, Linyi
    Shi, Naien
    Qian, Yan
    Yi, Mingdong
    Xie, Linghai
    Huang, Wei
    ADVANCED FUNCTIONAL MATERIALS, 2019, 29 (50)
  • [30] Phthalocyanine-based field-effect transistor as ozone sensor
    Bouvet, M
    Guillaud, G
    Leroy, A
    Maillard, A
    Spirkovitch, S
    Tournilhac, FG
    SENSORS AND ACTUATORS B-CHEMICAL, 2001, 73 (01) : 63 - 70