Ion Gated Synaptic Transistors Based on 2D van der Waals Crystals with Tunable Diffusive Dynamics

被引:438
作者
Zhu, Jiadi [1 ]
Yang, Yuchao [1 ]
Jia, Rundong [1 ]
Liang, Zhongxin [1 ]
Zhu, Wen [2 ]
Rehman, Zia Ur [2 ]
Bao, Lin [1 ]
Zhang, Xiaoxian [3 ]
Cai, Yimao [1 ]
Song, Li [2 ]
Huang, Ru [1 ]
机构
[1] Peking Univ, Inst Microelect, Key Lab Microelect Devices & Circuits MOE, Beijing 100871, Peoples R China
[2] Univ Sci & Technol China, CAS Ctr Excellence Nanosci, Natl Synchrotron Radiat Lab, Hefei 230029, Anhui, Peoples R China
[3] Chinese Acad Sci, Natl Ctr Nanosci & Technol, Ctr Excellence Nanosci, Key Lab Standardizat & Measurement Nanotechnol, Beijing 100190, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
2D van der Waals crystals; biorealistic synaptic plasticity; diffusive dynamics; ionic gating; neuromorphic computing; LITHIUM; MEMRISTOR; NETWORK; MOTION; MEMORY;
D O I
10.1002/adma.201800195
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Neuromorphic computing represents an innovative technology that can perform intelligent and energy-efficient computation, whereas construction of neuromorphic systems requires biorealistic synaptic elements with rich dynamics that can be tuned based on a robust mechanism. Here, an ionic-gating-modulated synaptic transistor based on layered crystals of transitional metal dichalcogenides and phosphorus trichalcogenides is demonstrated, which produce a diversity of short-term and long-term plasticity including excitatory postsynaptic current, paired pulse facilitation, spiking-rate-dependent plasticity, dynamic filtering, etc., with remarkable linearity and ultralow energy consumption of approximate to 30 fJ per spike. Detailed transmission electron microscopy characterization and ab initio calculation reveal two-stage ionic gating effects, namely, surface adsorption and internal intercalation in the channel medium, causing different poststimulation diffusive dynamics and thus accounting for the observed short-term and long-term plasticity, respectively. The synaptic activity can therefore be effectively manipulated by tailoring the ionic gating and consequent diffusion dynamics with varied thickness and structure of the van der Waals material as well as the number, duration, rate, and polarity of gate stimulations, making the present synaptic transistors intriguing candidates for low-power neuromorphic systems.
引用
收藏
页数:11
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[1]   Synaptic computation [J].
Abbott, LF ;
Regehr, WG .
NATURE, 2004, 431 (7010) :796-803
[2]  
[Anonymous], IEDM
[3]   Electrochemically controlled transport of lithium through ultrathin SiO2 -: art. no. 023516 [J].
Ariel, N ;
Ceder, G ;
Sadoway, DR ;
Fitzgerald, EA .
JOURNAL OF APPLIED PHYSICS, 2005, 98 (02)
[4]   INFRARED STUDIES OF LITHIUM INTERCALATION IN THE FEPS3 AND NIPS3 LAYER-TYPE COMPOUNDS [J].
BARJ, M ;
SOURISSEAU, C ;
OUVRARD, G ;
BREC, R .
SOLID STATE IONICS, 1983, 11 (02) :179-183
[5]   Neuronal calcium sensor proteins:: generating diversity in neuronal Ca2+ signalling [J].
Burgoyne, Robert D. .
NATURE REVIEWS NEUROSCIENCE, 2007, 8 (03) :182-193
[6]   Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element [J].
Burr, Geoffrey W. ;
Shelby, Robert M. ;
Sidler, Severin ;
di Nolfo, Carmelo ;
Jang, Junwoo ;
Boybat, Irem ;
Shenoy, Rohit S. ;
Narayanan, Pritish ;
Virwani, Kumar ;
Giacometti, Emanuele U. ;
Kuerdi, Bulent N. ;
Hwang, Hyunsang .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 2015, 62 (11) :3498-3507
[7]   Calcium signaling [J].
Clapham, David E. .
CELL, 2007, 131 (06) :1047-1058
[8]   Li-Ion Synaptic Transistor for Low Power Analog Computing [J].
Fuller, Elliot J. ;
El Gabaly, Farid ;
Leonard, Franois ;
Agarwal, Sapan ;
Plimpton, Steven J. ;
Jacobs-Gedrim, Robin B. ;
James, Conrad D. ;
Marinella, Matthew J. ;
Talin, A. Alec .
ADVANCED MATERIALS, 2017, 29 (04)
[9]   NbOx based oscillation neuron for neuromorphic computing [J].
Gao, Ligang ;
Chen, Pai-Yu ;
Yu, Shimeng .
APPLIED PHYSICS LETTERS, 2017, 111 (10)
[10]   High-Resolution Tracking Asymmetric Lithium Insertion and Extraction and Local Structure Ordering in SnS2 [J].
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Wang, Liping ;
Zhang, Yu-Yang ;
Huang, Yuan ;
Liao, Lei ;
Sutter, Peter ;
Liu, Kaihui ;
Yu, Dapeng ;
Wang, En-Ge .
NANO LETTERS, 2016, 16 (09) :5582-5588