Visual growth of nano-HOFs for low-power memristive spiking neuromorphic system

被引:57
作者
Zhang, Cheng [1 ,2 ,3 ]
Li, Yang [1 ]
Yu, Fei [4 ]
Wang, Guan [5 ]
Wang, Kuaibing [6 ]
Ma, Chunlan [1 ]
Yang, Xinbo [7 ]
Zhou, Ye [8 ]
Zhang, Qichun [2 ,3 ]
机构
[1] Suzhou Univ Sci & Technol, Sch Phys Sci & Technol, Jiangsu Key Lab Micro & Nano Heat Fluid Flow Techn, Suzhou 215009, Jiangsu, Peoples R China
[2] City Univ Hong Kong, Dept Mat Sci & Engn, Hong Kong 999077, Peoples R China
[3] City Univ Hong Kong, Ctr Superdiamond & Adv Films COSDAF, Hong Kong 999077, Peoples R China
[4] Nanjing Normal Univ, Coll Chem & Mat Sci, Nanjing 210023, Peoples R China
[5] Soochow Univ, Coll Chem Chem Engn & Mat Sci, Suzhou 215123, Peoples R China
[6] Nanjing Agr Univ, Coll Sci, Dept Chem, Jiangsu Key Lab Pesticide Sci, Nanjing 210095, Peoples R China
[7] Soochow Univ, Soochow Inst Energy & Mat Innovat SIEMIS, Suzhou 215123, Peoples R China
[8] Shenzhen Univ, Inst Adv Study, Shenzhen 518060, Peoples R China
基金
中国国家自然科学基金;
关键词
Hydrogen-bonded organic framework (HOFs); Memristor; Artificial synapse; Neuromorphic system; MEMORY; BEHAVIORS; OXIDATION;
D O I
10.1016/j.nanoen.2023.108274
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
Memristors showcasing progressive conductance modulation are now recognized as one of the most promising candidates to act like electronic synapses inside computer circuits, mimicking the behavior of neurons in the human brain. Recently, the concept of biomimic synapse devices based on organic materials has attracted enormous interest, nevertheless, largely limited by their poor electrical conductivity and charge transfer ca-pacity. Here, 2D ribbon-structured hydrogen-bonded organic frameworks (Nano-HOFs) embedded with the transition metal nanoparticles are firstly grown under visual surveillance to serve as highly reliable memristive materials, where the localized surface plasmon resonance effect and enhanced charge-carrier transport are strongly confirmed. The HOFs@Au-based memristor presents gradient electrical conductances under continuous voltage sweep or pulse algorithms, thereby closely simulating the synaptic behaviors in biological neurons. The newly designed artificial synapses owns an ultra-low areal switching energy density (35.8 fJ mu m- 2) and main-tains extremely stable synaptic functions even after being exposed to ambient conditions over 6 months without any encapsulation. Further brain-inspired cognitive systems are established to realize color coding and image cognition in a secure way. This work creates a precedent for developing highly viable Nano-HOFs materials to manipulate artificial synapse mimicking, prospective neuromorphic computing and intelligent cognition applications.
引用
收藏
页数:11
相关论文
共 62 条
[1]   Impedance Spectroscopy Dynamics of Biological Neural Elements: From Memristors to Neurons and Synapses [J].
Bou, Agustin ;
Bisquert, Juan .
JOURNAL OF PHYSICAL CHEMISTRY B, 2021, 125 (35) :9934-9949
[2]  
Cadiau A., ANGEW CHEM INT EDIT
[3]  
Cao G., 2020, ADV MATER, V32
[4]   Combining XPS and ToF-SIMS for assessing the CO oxidation activity of Au/TiO2 catalysts [J].
Chenakin, Sergey ;
Kruse, Norbert .
JOURNAL OF CATALYSIS, 2018, 358 :224-236
[5]   High-Performance Nonvolatile Organic Photonic Transistor Memory Devices using Conjugated Rod-Coil Materials as a Floating Gate [J].
Chiang, Yun-Chi ;
Hung, Chih-Chien ;
Lin, Yan-Cheng ;
Chiu, Yu-Cheng ;
Isono, Takuya ;
Satoh, Toshifumi ;
Chen, Wen-Chang .
ADVANCED MATERIALS, 2020, 32 (36)
[6]   Energy-efficient three-terminal SiOx memristor crossbar array enabled by vertical Si/graphene heterojunction barristor [J].
Choi, Sanghyeon ;
Choi, Jae-Wan ;
Kim, Jong Chan ;
Jeong, Hu Young ;
Shin, Jaeho ;
Jang, Seonghoon ;
Ham, Seonggil ;
Kim, Nam Dong ;
Wang, Gunuk .
NANO ENERGY, 2021, 84
[7]   SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations [J].
Choi, Shinhyun ;
Tan, Scott H. ;
Li, Zefan ;
Kim, Yunjo ;
Choi, Chanyeol ;
Chen, Pai-Yu ;
Yeon, Hanwool ;
Yu, Shimeng ;
Kim, Jeehwan .
NATURE MATERIALS, 2018, 17 (04) :335-+
[8]   Ferroelectric photosensor network: an advanced hardware solution to real-time machine vision [J].
Cui, Boyuan ;
Fan, Zhen ;
Li, Wenjie ;
Chen, Yihong ;
Dong, Shuai ;
Tan, Zhengwei ;
Cheng, Shengliang ;
Tian, Bobo ;
Tao, Ruiqiang ;
Tian, Guo ;
Chen, Deyang ;
Hou, Zhipeng ;
Qin, Minghui ;
Zeng, Min ;
Lu, Xubing ;
Zhou, Guofu ;
Gao, Xingsen ;
Liu, Jun-Ming .
NATURE COMMUNICATIONS, 2022, 13 (01)
[9]   Recent Advances in Transistor-Based Artificial Synapses [J].
Dai, Shilei ;
Zhao, Yiwei ;
Wang, Yan ;
Zhang, Junyao ;
Fang, Lu ;
Jin, Shu ;
Shao, Yinlin ;
Huang, Jia .
ADVANCED FUNCTIONAL MATERIALS, 2019, 29 (42)
[10]   An Electrochromic Hydrogen-Bonded Organic Framework Film [J].
Feng, Ji-fei ;
Liu, Tian-Fu ;
Cao, Rong .
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2020, 59 (50) :22392-22396