Literature DB >> 23999098

Synaptic plasticity and memory functions achieved in a WO3-x-based nanoionics device by using the principle of atomic switch operation.

Rui Yang1, Kazuya Terabe, Yiping Yao, Tohru Tsuruoka, Tsuyoshi Hasegawa, James K Gimzewski, Masakazu Aono.   

Abstract

A compact neuromorphic nanodevice with inherent learning and memory properties emulating those of biological synapses is the key to developing artificial neural networks rivaling their biological counterparts. Experimental results showed that memorization with a wide time scale from volatile to permanent can be achieved in a WO3-x-based nanoionics device and can be precisely and cumulatively controlled by adjusting the device's resistance state and input pulse parameters such as the amplitude, interval, and number. This control is analogous to biological synaptic plasticity including short-term plasticity, long-term potentiation, transition from short-term memory to long-term memory, forgetting processes for short- and long-term memory, learning speed, and learning history. A compact WO3-x-based nanoionics device with a simple stacked layer structure should thus be a promising candidate for use as an inorganic synapse in artificial neural networks due to its striking resemblance to the biological synapse.

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Year:  2013        PMID: 23999098     DOI: 10.1088/0957-4484/24/38/384003

Source DB:  PubMed          Journal:  Nanotechnology        ISSN: 0957-4484            Impact factor:   3.874


  10 in total

1.  Layered memristive and memcapacitive switches for printable electronics.

Authors:  Alexander A Bessonov; Marina N Kirikova; Dmitrii I Petukhov; Mark Allen; Tapani Ryhänen; Marc J A Bailey
Journal:  Nat Mater       Date:  2014-11-10       Impact factor: 43.841

Review 2.  Plasticity in memristive devices for spiking neural networks.

Authors:  Sylvain Saïghi; Christian G Mayr; Teresa Serrano-Gotarredona; Heidemarie Schmidt; Gwendal Lecerf; Jean Tomas; Julie Grollier; Sören Boyn; Adrien F Vincent; Damien Querlioz; Selina La Barbera; Fabien Alibart; Dominique Vuillaume; Olivier Bichler; Christian Gamrat; Bernabé Linares-Barranco
Journal:  Front Neurosci       Date:  2015-03-02       Impact factor: 4.677

3.  Time-decay Memristive Behavior and diffusive dynamics in one forget process operated by a 3D vertical Pt/Ta2O5-x/W device.

Authors:  Qi Wang; Deyan He
Journal:  Sci Rep       Date:  2017-04-11       Impact factor: 4.379

4.  Evidence of Biorealistic Synaptic Behavior in Diffusive Li-based Two-terminal Resistive Switching Devices.

Authors:  Panagiotis S Ioannou; Evripides Kyriakides; Olivier Schneegans; John Giapintzakis
Journal:  Sci Rep       Date:  2020-05-26       Impact factor: 4.379

5.  Lithography Processable Ta2O5 Barrier-Layered Chitosan Electric Double Layer Synaptic Transistors.

Authors:  Sung-Hun Kim; Won-Ju Cho
Journal:  Int J Mol Sci       Date:  2021-01-29       Impact factor: 5.923

6.  Sol-Gel Composites-Based Flexible and Transparent Amorphous Indium Gallium Zinc Oxide Thin-Film Synaptic Transistors for Wearable Intelligent Electronics.

Authors:  Jin-Gi Min; Won-Ju Cho
Journal:  Molecules       Date:  2021-11-29       Impact factor: 4.411

7.  Modulating memristive performance of hexagonal WO3 nanowire by water-oxidized hydrogen ion implantation.

Authors:  Yong Zhou; Yuehua Peng; Yanling Yin; Fang Zhou; Chang Liu; Jing Ling; Le Lei; Weichang Zhou; Dongsheng Tang
Journal:  Sci Rep       Date:  2016-09-07       Impact factor: 4.379

8.  Oxidation-boosted charge trapping in ultra-sensitive van der Waals materials for artificial synaptic features.

Authors:  Feng-Shou Yang; Mengjiao Li; Mu-Pai Lee; I-Ying Ho; Jiann-Yeu Chen; Haifeng Ling; Yuanzhe Li; Jen-Kuei Chang; Shih-Hsien Yang; Yuan-Ming Chang; Ko-Chun Lee; Yi-Chia Chou; Ching-Hwa Ho; Wenwu Li; Chen-Hsin Lien; Yen-Fu Lin
Journal:  Nat Commun       Date:  2020-06-12       Impact factor: 14.919

9.  Bipolar Analog Memristors as Artificial Synapses for Neuromorphic Computing.

Authors:  Rui Wang; Tuo Shi; Xumeng Zhang; Wei Wang; Jinsong Wei; Jian Lu; Xiaolong Zhao; Zuheng Wu; Rongrong Cao; Shibing Long; Qi Liu; Ming Liu
Journal:  Materials (Basel)       Date:  2018-10-26       Impact factor: 3.623

10.  Toward a generalized Bienenstock-Cooper-Munro rule for spatiotemporal learning via triplet-STDP in memristive devices.

Authors:  Zhongqiang Wang; Tao Zeng; Yanyun Ren; Ya Lin; Haiyang Xu; Xiaoning Zhao; Yichun Liu; Daniele Ielmini
Journal:  Nat Commun       Date:  2020-03-20       Impact factor: 14.919

  10 in total

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