Pavlov's Dog Associative Learning Demonstrated on Synaptic-Like Organic Transistors

被引:81
作者
Bichler, O. [1 ]
Zhao, W. S. [1 ]
Alibart, F. [2 ]
Pleutin, S. [2 ]
Lenfant, S. [2 ]
Vuillaume, D. [2 ]
Gamrat, C. [1 ]
机构
[1] CEA, LIST, Embedded Comp Lab, F-91191 Gif Sur Yvette, France
[2] Univ Lille, CNRS, Inst Elect Microelect & Nanotechnol, F-59652 Villeneuve Dascq, France
关键词
EXTRACTION; DEVICE;
D O I
10.1162/NECO_a_00377
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this letter, we present an original demonstration of an associative learning neural network inspired by the famous Pavlov's dogs experiment. A single nanoparticle organic memory field effect transistor (NOMFET) is used to implement each synapse. We show how the physical properties of this dynamic memristive device can be used to perform low-power write operations for the learning and implement short-term association using temporal coding and spike-timing-dependent plasticity-based learning. An electronic circuit was built to validate the proposed learning scheme with packaged devices, with good reproducibility despite the complex synaptic-like dynamic of the NOMFET in pulse regime.
引用
收藏
页码:549 / 566
页数:18
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