Flexible Neuromorphic Architectures Based on Self-Supported Multiterminal Organic Transistors

被引:108
作者
Fu, Ying [1 ]
Kong, Ling-an [1 ]
Chen, Yang [1 ]
Wang, Juxiang [1 ]
Qian, Chuan [1 ]
Yuan, Yongbo [1 ]
Sun, Jia [1 ]
Gao, Yongli [1 ,4 ]
Wan, Qing [2 ,3 ]
机构
[1] Cent S Univ, Sch Phys & Elect, Hunan Key Lab Super Microstruct & Ultrafast Proc, Changsha 410083, Hunan, Peoples R China
[2] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210093, Jiangsu, Peoples R China
[3] Nanjing Univ, Collaborat Innovat Ctr Adv Microstruct, Nanjing 210093, Jiangsu, Peoples R China
[4] Univ Rochester, Dept Phys & Astron, Rochester, NY 14627 USA
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
flexible neuromorphic devices; self-supported multiterminal organic transistors; highly interconnected architectures; STDP; memorizing and forgetting; Pavlov's learning rule; SYNAPTIC DEVICE; LARGE-AREA; ARTIFICIAL SYNAPSE; ULTRATHIN FILMS; PLASTICITY; NETWORKS; MEMORY; OXIDE; SKIN; CONNECTIVITY;
D O I
10.1021/acsami.8b07443
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Because of the fast expansion of artificial intelligence, development and applications of neuromorphic systems attract extensive interest. In this paper, a highly interconnected neuromorphic architecture (HINA) based on flexible self-supported multiterminal organic transistors is proposed. Au electrodes, poly(3-hexylthiophene) active channels, and ion-conducting membranes were combined to fabricate organic neuromorphic devices. Especially, free-standing ion-conducting membranes were used as gate dielectrics as well as support substrates. Basic neuromorphic behavior and four forms of spike-timing-dependent plasticity were emulated. The fabricated neuromorphic device showed excellent electrical stability and mechanical flexibility after 1000 bends. Most importantly, the device structure is interconnected in a way similar to the neural architecture of the human brain and realizes not only the structure of the multigate but also characteristics of the global gate. Dynamic processes of memorizing and forgetting were incorporated into the global gate matrix simulation. Pavlov's learning rule was also simulated by taking advantage of the multigate array. Realization of HINAs would open a new path for flexible and sophisticated neural networks.
引用
收藏
页码:26443 / 26450
页数:8
相关论文
共 55 条
[1]   25th Anniversary Article: A Soft Future: From Robots and Sensor Skin to Energy Harvesters [J].
Bauer, Siegfried ;
Bauer-Gogonea, Simona ;
Graz, Ingrid ;
Kaltenbrunner, Martin ;
Keplinger, Christoph ;
Schwoediauer, Reinhard .
ADVANCED MATERIALS, 2014, 26 (01) :149-162
[2]   Pavlov's Dog Associative Learning Demonstrated on Synaptic-Like Organic Transistors [J].
Bichler, O. ;
Zhao, W. S. ;
Alibart, F. ;
Pleutin, S. ;
Lenfant, S. ;
Vuillaume, D. ;
Gamrat, C. .
NEURAL COMPUTATION, 2013, 25 (02) :549-566
[3]   The economy of brain network organization [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2012, 13 (05) :336-349
[4]   Neuromorphic computing using non-volatile memory [J].
Burr, Geoffrey W. ;
Shelby, Robert M. ;
Sebastian, Abu ;
Kim, Sangbum ;
Kim, Seyoung ;
Sidler, Severin ;
Virwani, Kumar ;
Ishii, Masatoshi ;
Narayanan, Pritish ;
Fumarola, Alessandro ;
Sanches, Lucas L. ;
Boybat, Irem ;
Le Gallo, Manuel ;
Moon, Kibong ;
Woo, Jiyoo ;
Hwang, Hyunsang ;
Leblebici, Yusuf .
ADVANCES IN PHYSICS-X, 2017, 2 (01) :89-124
[5]   Demonstration of Synaptic Behaviors and Resistive Switching Characterizations by Proton Exchange Reactions in Silicon Oxide [J].
Chang, Yao-Feng ;
Fowler, Burt ;
Chen, Ying-Chen ;
Zhou, Fei ;
Pan, Chih-Hung ;
Chang, Ting-Chang ;
Lee, Jack C. .
SCIENTIFIC REPORTS, 2016, 6
[6]   An Artificial Flexible Visual Memory System Based on an UV-Motivated Memristor [J].
Chen, Shuai ;
Lou, Zheng ;
Chen, Di ;
Shen, Guozhen .
ADVANCED MATERIALS, 2018, 30 (07)
[7]   Large-area ultrathin films of reduced graphene oxide as a transparent and flexible electronic material [J].
Eda, Goki ;
Fanchini, Giovanni ;
Chhowalla, Manish .
NATURE NANOTECHNOLOGY, 2008, 3 (05) :270-274
[8]   Neuromorphic device architectures with global connectivity through electrolyte gating [J].
Gkoupidenis, Paschalis ;
Koutsouras, Dimitrios A. ;
Malliaras, George G. .
NATURE COMMUNICATIONS, 2017, 8
[9]   Orientation selectivity in a multi-gated organic electrochemical transistor [J].
Gkoupidenis, Paschalis ;
Koutsouras, Dimitrios A. ;
Lonjaret, Thomas ;
Fairfield, Jessamyn A. ;
Malliaras, George G. .
SCIENTIFIC REPORTS, 2016, 6
[10]   AFM Imaging of Molecular Spin-State Changes through Quantitative Thermomechanical Measurements [J].
Hernandez, Edna M. ;
Quintero, Carlos M. ;
Kraieva, Olena ;
Thibault, Christophe ;
Bergaud, Christian ;
Salmon, Lionel ;
Molnar, Gabor ;
Bousseksou, Azzedine .
ADVANCED MATERIALS, 2014, 26 (18) :2889-2893