Literature DB >> 22970878

Pavlov's dog associative learning demonstrated on synaptic-like organic transistors.

O Bichler1, W Zhao, F Alibart, S Pleutin, S Lenfant, D Vuillaume, C Gamrat.   

Abstract

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.

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Year:  2012        PMID: 22970878     DOI: 10.1162/NECO_a_00377

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  4 in total

1.  Pavlovian conditioning demonstrated with neuromorphic memristive devices.

Authors:  Zheng-Hua Tan; Xue-Bing Yin; Rui Yang; Shao-Bo Mi; Chun-Lin Jia; Xin Guo
Journal:  Sci Rep       Date:  2017-04-06       Impact factor: 4.379

2.  A Smarter Pavlovian Dog with Optically Modulated Associative Learning in an Organic Ferroelectric Neuromem.

Authors:  Mengjiao Pei; Changjin Wan; Qiong Chang; Jianhang Guo; Sai Jiang; Bowen Zhang; Xinran Wang; Yi Shi; Yun Li
Journal:  Research (Wash D C)       Date:  2021-12-20

3.  Activity-dependent synaptic plasticity of a chalcogenide electronic synapse for neuromorphic systems.

Authors:  Yi Li; Yingpeng Zhong; Jinjian Zhang; Lei Xu; Qing Wang; Huajun Sun; Hao Tong; Xiaoming Cheng; Xiangshui Miao
Journal:  Sci Rep       Date:  2014-05-09       Impact factor: 4.379

4.  Unsupervised Hebbian learning experimentally realized with analogue memristive crossbar arrays.

Authors:  Mirko Hansen; Finn Zahari; Hermann Kohlstedt; Martin Ziegler
Journal:  Sci Rep       Date:  2018-06-11       Impact factor: 4.379

  4 in total

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