Flexible transparent InZnO synapse transistor based on Li1.3Al0.3Ti0.7(PO4)3/polyvinyl pyrrolidone nanocomposites electrolyte film for neuromorphic computing

被引:25
作者
Li, J. [1 ,2 ]
Yang, Y-H [1 ]
Fu, W-H [1 ]
Chen, Q. [1 ]
Jiang, D-L [1 ]
Zhu, W-Q [1 ,2 ]
Zhang, J-H [2 ]
机构
[1] Shanghai Univ, Sch Mat Sci & Engn, Shanghai 201800, Peoples R China
[2] Shanghai Univ, Key Lab Adv Display & Syst Applicat, Minist Educ, Shanghai 200072, Peoples R China
基金
美国国家科学基金会;
关键词
Nanoparticle composite; Flexible synaptic transistor; Conditioned reflex; Electric-double-layer; SOLID-ELECTROLYTE; POLYMER ELECTROLYTES; IONIC-CONDUCTIVITY; LAYER;
D O I
10.1016/j.mtphys.2020.100264
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The hardware implementation of neuromorphic computing has attracted growing interest as a promising candidate for confronting the bottleneck of traditional von Neumann computers. Moreover, flexible artificial synapses with learning capabilities are easier to achieve massive parallelism and structural flexibility of the human brain. Most previous reports have focused on the use of electric or light stimulation methods to simulate synaptic behavior through a single mode. To improve the memory and learning characteristics of synaptic transistors, devices with ion-electron coupled electric-double-layer are frequently used. Here we report an organic composite nanoparticle electrolyte TFT based on an aqueous solution is proposed. Some important synaptic behaviors are successfully simulated in our PVP: LATP TFT artificial synapses, including paired pulse promotion (PPF), paired pulse depression (PPD) and signal filtering characteristics. The PPF and PPD index can be modulated by the spike width and spike interval of the presynaptic pulse and the pulse intensity. The minimum energy consumption of the pulse spike of the PVP: LATP-based synaptic transistor is calculated to be 2.28 pJ. We use the synaptic device to simulate "OR" and "YES" logic. Furthermore, we also conducted the classical conditional Pavlov's dog experiments to mimic the associative memory process of human brain using light and electricity combined stimulation. These results migvht provide an alternative route for neural computing. (c) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:9
相关论文
共 51 条
[1]   An Organic Nanoparticle Transistor Behaving as a Biological Spiking Synapse [J].
Alibart, Fabien ;
Pleutin, Stephane ;
Guerin, David ;
Novembre, Christophe ;
Lenfant, Stephane ;
Lmimouni, Kamal ;
Gamrat, Christian ;
Vuillaume, Dominique .
ADVANCED FUNCTIONAL MATERIALS, 2010, 20 (02) :330-337
[2]   Conductivity and thermal studies of blend polymer electrolytes based on PVAc-PMMA [J].
Baskaran, R. ;
Selvasekarapandian, S. ;
Kuwata, N. ;
Kawamura, J. ;
Hattori, T. .
SOLID STATE IONICS, 2006, 177 (26-32) :2679-2682
[3]   Oxide-Based Electric-Double-Layer Thin-Film Transistors on a Flexible Substrate [J].
Cai, Wensi ;
Zhang, Jiawei ;
Wilson, Joshua ;
Ma, Xiaochen ;
Wang, Hanbin ;
Zhang, Xijian ;
Xin, Qian ;
Song, Aimin .
IEEE ELECTRON DEVICE LETTERS, 2017, 38 (12) :1680-1683
[4]   Short-Term Memory to Long-Term Memory Transition in a Nanoscale Memristor [J].
Chang, Ting ;
Jo, Sung-Hyun ;
Lu, Wei .
ACS NANO, 2011, 5 (09) :7669-7676
[5]   Dielectric Relaxation and Conductivity Studies on (PEO:LiClO4) Polymer Electrolyte with Added Ionic Liquid [BMIM][PF6]: Evidence of Ion-Ion Interaction [J].
Chaurasia, Sujeet K. ;
Singh, Rajendra K. ;
Chandra, S. .
JOURNAL OF POLYMER SCIENCE PART B-POLYMER PHYSICS, 2011, 49 (04) :291-300
[6]   Piezotronic Graphene Artificial Sensory Synapse [J].
Chen, Youhui ;
Gao, Guoyun ;
Zhao, Jing ;
Zhang, Huai ;
Yu, Jinran ;
Yang, Xixi ;
Zhang, Qian ;
Zhang, Wenliang ;
Xu, Shuya ;
Sun, Jia ;
Meng, Yanfang ;
Sun, Qijun .
ADVANCED FUNCTIONAL MATERIALS, 2019, 29 (41)
[7]   Wood-Derived Nanopaper Dielectrics for Organic Synaptic Transistors [J].
Dai, Shilei ;
Wang, Yan ;
Zhang, Junyao ;
Zhao, Yiwei ;
Xiao, Feipeng ;
Liu, Dapeng ;
Wang, Tengrui ;
Huang, Jia .
ACS APPLIED MATERIALS & INTERFACES, 2018, 10 (46) :39983-39991
[8]   Effect of plasticizers on ionic conductivity and dielectric relaxation of PEO-LiClO4 polymer electrolyte [J].
Das, S. ;
Ghosh, A. .
ELECTROCHIMICA ACTA, 2015, 171 :59-65
[9]   Eco-Friendly and Biodegradable Biopolymer Chitosan/Y2O3 Composite Materials in Flexible Organic Thin-Film Transistors [J].
Du, Bo-Wei ;
Hu, Shao-Ying ;
Singh, Ranjodh ;
Tsai, Tsung-Tso ;
Lin, Ching-Chang ;
Ko, Fu-Hsiang .
MATERIALS, 2017, 10 (09)
[10]   Gate Modulation of Excitatory and Inhibitory Synaptic Plasticity in a Low-Temperature Polysilicon Thin Film Synaptic Transistor [J].
Duan, Nian ;
Li, Yi ;
Chiang, Hsiao-Cheng ;
Huang, Shin-Ping ;
Yin, Kang-Sheng ;
Chen, Jia ;
Yang, Chung-, I ;
Chang, Ting-Chang ;
Miao, Xiang-Shui .
ACS APPLIED ELECTRONIC MATERIALS, 2019, 1 (01) :132-140