Photonic Organolead Halide Perovskite Artificial Synapse Capable of Accelerated Learning at Low Power Inspired by Dopamine-Facilitated Synaptic Activity

被引:201
作者
Ham, Seonggil [1 ]
Choi, Sanghyeon [1 ]
Cho, Haein [1 ]
Na, Seok-In [2 ]
Wang, Gunuk [1 ]
机构
[1] Korea Univ, KU KIST Grad Sch Converging Sci & Technol, 145 Anam Ro, Seoul 02841, South Korea
[2] Chonbuk Natl Univ, Profess Grad Sch Flexible & Printable Elect, LANL CBNU Engn Inst Korea, 664-14 Deokjin Dong, Jeonju Si 561756, Jeollabuk Do, South Korea
基金
新加坡国家研究基金会;
关键词
dopamine; neuromorphic computing; organic synaptic devices; organolead halide perovskite; photonic artificial synapse; ION MIGRATION; SOLAR-CELLS; PLASTICITY; EFFICIENCY; DEVICES; NEURON; LIGHT;
D O I
10.1002/adfm.201806646
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The ability of high-order tuning of the synaptic plasticity in an artificial synapse can offer significant improvement in the processing time, low-power recognition, and learning capability in a neuro-inspired computing system. Inspired by light-assisted dopamine-facilitated synaptic activity, which achieves rapid learning and adaptation by lowering the threshold of the synaptic plasticity, a two-terminal organolead halide perovskite (OHP)-based photonic synapse is fabricated and designed in which the synaptic plasticity is modified by both electrical pulses and light illumination. Owing to the accelerated migration of the iodine vacancy inherently existing in the coated OHP film under light illumination, the OHP synaptic device exhibits light-tunable synaptic functionalities with very low programming inputs (approximate to 0.1 V). It is also demonstrated that the threshold of the long-term potentiation decreases and synaptic weight further modulates when light illuminates the device, which is phenomenologically analogous to the dopamine-assisted synaptic process. Notably, under light exposure, the OHP synaptic device achieves rapid pattern recognition with approximate to 81.8% accuracy after only 2000 learning phases (60 000 learning phases = one epoch) with a low-power consumption (4.82 nW/the initial update for potentiation), which is approximate to 2.6 x 10(3) times lower than when the synaptic weights are updated by only high electrical pulses.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Two-Terminal Carbon Nanotube Programmable Devices for Adaptive Architectures
    Agnus, Guillaume
    Zhao, Weisheng
    Derycke, Vincent
    Filoramo, Arianna
    Lhuillier, Yves
    Lenfant, Stephane
    Vuillaume, Dominique
    Gamrat, Christian
    Bourgoin, Jean-Philippe
    [J]. ADVANCED MATERIALS, 2010, 22 (06) : 702 - +
  • [2] Highly Reproducible Perovskite Solar Cells with Average Efficiency of 18.3% and Best Efficiency of 19.7% Fabricated via Lewis Base Adduct of Lead(II) Iodide
    Ahn, Namyoung
    Son, Dae-Yong
    Jang, In-Hyuk
    Kang, Seong Min
    Choi, Mansoo
    Park, Nam-Gyu
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2015, 137 (27) : 8696 - 8699
  • [3] Resistive Random Access Memory (ReRAM) Based on Metal Oxides
    Akinaga, Hiroyuki
    Shima, Hisashi
    [J]. PROCEEDINGS OF THE IEEE, 2010, 98 (12) : 2237 - 2251
  • [4] Defect migration in methylammonium lead iodide and its role in perovskite solar cell operation
    Azpiroz, Jon M.
    Mosconi, Edoardo
    Bisquert, Juan
    De Angelis, Filippo
    [J]. ENERGY & ENVIRONMENTAL SCIENCE, 2015, 8 (07) : 2118 - 2127
  • [5] Organolead Halide Perovskites for Low Operating Voltage Multilevel Resistive Switching
    Choi, Jaeho
    Park, Sunghak
    Lee, Joohee
    Hong, Kootak
    Kim, Do-Hong
    Moon, Cheon Woo
    Park, Gyeong Do
    Suh, Junmin
    Hwang, Jinyeon
    Kim, Soo Young
    Jung, Hyun Suk
    Park, Nam-Gyu
    Han, Seungwu
    Nam, Ki Tae
    Jang, Ho Won
    [J]. ADVANCED MATERIALS, 2016, 28 (31) : 6562 - +
  • [6] Interregional synaptic maps among engram cells underlie memory formation
    Choi, Jun-Hyeok
    Sim, Su-Eon
    Kim, Ji-il
    Choi, Dong Il
    Oh, Jihae
    Ye, Sanghyun
    Lee, Jaehyun
    Kim, TaeHyun
    Ko, Hyoung-Gon
    Lim, Chae-Seok
    Kaang, Bong-Kiun
    [J]. SCIENCE, 2018, 360 (6387) : 430 - 435
  • [7] Photo-induced halide redistribution in organic-inorganic perovskite films
    deQuilettes, Dane W.
    Zhang, Wei
    Burlakov, Victor M.
    Graham, Daniel J.
    Leijtens, Tomas
    Osherov, Anna
    Bulovic, Vladimir
    Snaith, Henry J.
    Ginger, David S.
    Stranks, Samuel D.
    [J]. NATURE COMMUNICATIONS, 2016, 7
  • [8] Plasticity in single neuron and circuit computations
    Destexhe, A
    Marder, E
    [J]. NATURE, 2004, 431 (7010) : 789 - 795
  • [9] Illumination controls differentiation of dopamine neurons regulating behaviour
    Dulcis, Davide
    Spitzer, Nicholas C.
    [J]. NATURE, 2008, 456 (7219) : 195 - U20
  • [10] Amorphous Metal-Sulphide Microfibers Enable Photonic Synapses for Brain-Like Computing
    Gholipour, Behrad
    Bastock, Paul
    Craig, Chris
    Khan, Khouler
    Hewak, Dan
    Soci, Cesare
    [J]. ADVANCED OPTICAL MATERIALS, 2015, 3 (05): : 635 - 641