Literature DB >> 25581249

Filamentary switching: synaptic plasticity through device volatility.

Selina La Barbera1, Dominique Vuillaume, Fabien Alibart.   

Abstract

Replicating the computational functionalities and performances of the brain remains one of the biggest challenges for the future of information and communication technologies. Such an ambitious goal requires research efforts from the architecture level to the basic device level (i.e., investigating the opportunities offered by emerging nanotechnologies to build such systems). Nanodevices, or, more precisely, memory or memristive devices, have been proposed for the implementation of synaptic functions, offering the required features and integration in a single component. In this paper, we demonstrate that the basic physics involved in the filamentary switching of electrochemical metallization cells can reproduce important biological synaptic functions that are key mechanisms for information processing and storage. The transition from short- to long-term plasticity has been reported as a direct consequence of filament growth (i.e., increased conductance) in filamentary memory devices. In this paper, we show that a more complex filament shape, such as dendritic paths of variable density and width, can permit the short- and long-term processes to be controlled independently. Our solid-state device is strongly analogous to biological synapses, as indicated by the interpretation of the results from the framework of a phenomenological model developed for biological synapses. We describe a single memristive element containing a rich panel of features, which will be of benefit to future neuromorphic hardware systems.

Keywords:  electrochemical metallization cell; filamentary switching; memristive device; neuromorphic computing; synaptic plasticity

Mesh:

Substances:

Year:  2015        PMID: 25581249     DOI: 10.1021/nn506735m

Source DB:  PubMed          Journal:  ACS Nano        ISSN: 1936-0851            Impact factor:   15.881


  14 in total

1.  Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing.

Authors:  Zhongrui Wang; Saumil Joshi; Sergey E Savel'ev; Hao Jiang; Rivu Midya; Peng Lin; Miao Hu; Ning Ge; John Paul Strachan; Zhiyong Li; Qing Wu; Mark Barnell; Geng-Lin Li; Huolin L Xin; R Stanley Williams; Qiangfei Xia; J Joshua Yang
Journal:  Nat Mater       Date:  2016-09-26       Impact factor: 43.841

2.  Configurable switching behavior in polymer-based resistive memories by adopting unique electrode/electrolyte arrangement.

Authors:  Karthik Krishnan; Shaikh Mohammad Tauquir; Saranyan Vijayaraghavan; Ramesh Mohan
Journal:  RSC Adv       Date:  2021-07-02       Impact factor: 4.036

3.  Pulse Shape and Timing Dependence on the Spike-Timing Dependent Plasticity Response of Ion-Conducting Memristors as Synapses.

Authors:  Kristy A Campbell; Kolton T Drake; Elisa H Barney Smith
Journal:  Front Bioeng Biotechnol       Date:  2016-12-26

4.  Interplay of multiple synaptic plasticity features in filamentary memristive devices for neuromorphic computing.

Authors:  Selina La Barbera; Adrien F Vincent; Dominique Vuillaume; Damien Querlioz; Fabien Alibart
Journal:  Sci Rep       Date:  2016-12-16       Impact factor: 4.379

5.  Compliance-Free, Digital SET and Analog RESET Synaptic Characteristics of Sub-Tantalum Oxide Based Neuromorphic Device.

Authors:  Yawar Abbas; Yu-Rim Jeon; Andrey Sergeevich Sokolov; Sohyeon Kim; Boncheol Ku; Changhwan Choi
Journal:  Sci Rep       Date:  2018-01-19       Impact factor: 4.379

6.  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

7.  Self-limited single nanowire systems combining all-in-one memristive and neuromorphic functionalities.

Authors:  Gianluca Milano; Michael Luebben; Zheng Ma; Rafal Dunin-Borkowski; Luca Boarino; Candido F Pirri; Rainer Waser; Carlo Ricciardi; Ilia Valov
Journal:  Nat Commun       Date:  2018-12-04       Impact factor: 14.919

Review 8.  A Review of the Emerging Role of Silk for the Treatment of the Eye.

Authors:  Simon H Tran; Clive G Wilson; F Philipp Seib
Journal:  Pharm Res       Date:  2018-11-05       Impact factor: 4.200

9.  Capacitive neural network with neuro-transistors.

Authors:  Zhongrui Wang; Mingyi Rao; Jin-Woo Han; Jiaming Zhang; Peng Lin; Yunning Li; Can Li; Wenhao Song; Shiva Asapu; Rivu Midya; Ye Zhuo; Hao Jiang; Jung Ho Yoon; Navnidhi Kumar Upadhyay; Saumil Joshi; Miao Hu; John Paul Strachan; Mark Barnell; Qing Wu; Huaqiang Wu; Qinru Qiu; R Stanley Williams; Qiangfei Xia; J Joshua Yang
Journal:  Nat Commun       Date:  2018-08-10       Impact factor: 14.919

10.  Evidence of Filamentary Switching in Oxide-based Memory Devices via Weak Programming and Retention Failure Analysis.

Authors:  Adnan Younis; Dewei Chu; Sean Li
Journal:  Sci Rep       Date:  2015-09-01       Impact factor: 4.379

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.