Literature DB >> 27669052

Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing.

Zhongrui Wang1, Saumil Joshi1, Sergey E Savel'ev2, Hao Jiang1, Rivu Midya1, Peng Lin1, Miao Hu3, Ning Ge3, John Paul Strachan3, Zhiyong Li3, Qing Wu4, Mark Barnell4, Geng-Lin Li5, Huolin L Xin6, R Stanley Williams3, Qiangfei Xia1, J Joshua Yang1.   

Abstract

The accumulation and extrusion of Ca2+ in the pre- and postsynaptic compartments play a critical role in initiating plastic changes in biological synapses. To emulate this fundamental process in electronic devices, we developed diffusive Ag-in-oxide memristors with a temporal response during and after stimulation similar to that of the synaptic Ca2+ dynamics. In situ high-resolution transmission electron microscopy and nanoparticle dynamics simulations both demonstrate that Ag atoms disperse under electrical bias and regroup spontaneously under zero bias because of interfacial energy minimization, closely resembling synaptic influx and extrusion of Ca2+, respectively. The diffusive memristor and its dynamics enable a direct emulation of both short- and long-term plasticity of biological synapses, representing an advance in hardware implementation of neuromorphic functionalities.

Entities:  

Year:  2016        PMID: 27669052     DOI: 10.1038/nmat4756

Source DB:  PubMed          Journal:  Nat Mater        ISSN: 1476-1122            Impact factor:   43.841


  34 in total

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Authors:  Robert C Malenka; Mark F Bear
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Review 3.  Calcium signaling.

Authors:  David E Clapham
Journal:  Cell       Date:  2007-12-14       Impact factor: 41.582

Review 4.  Spike timing-dependent plasticity: a Hebbian learning rule.

Authors:  Natalia Caporale; Yang Dan
Journal:  Annu Rev Neurosci       Date:  2008       Impact factor: 12.449

5.  Short-term memory of TiO2-based electrochemical capacitors: empirical analysis with adoption of a sliding threshold.

Authors:  Hyungkwang Lim; Inho Kim; Jin-Sang Kim; Cheol Seong Hwang; Doo Seok Jeong
Journal:  Nanotechnology       Date:  2013-09-02       Impact factor: 3.874

6.  Nanofilament Formation and Regeneration During Cu/Al₂O₃ Resistive Memory Switching.

Authors:  William A Hubbard; Alexander Kerelsky; Grant Jasmin; E R White; Jared Lodico; Matthew Mecklenburg; B C Regan
Journal:  Nano Lett       Date:  2015-05-05       Impact factor: 11.189

Review 7.  Short-term synaptic plasticity.

Authors:  Robert S Zucker; Wade G Regehr
Journal:  Annu Rev Physiol       Date:  2002       Impact factor: 19.318

8.  Liquid-like pseudoelasticity of sub-10-nm crystalline silver particles.

Authors:  Jun Sun; Longbing He; Yu-Chieh Lo; Tao Xu; Hengchang Bi; Litao Sun; Ze Zhang; Scott X Mao; Ju Li
Journal:  Nat Mater       Date:  2014-10-12       Impact factor: 43.841

Review 9.  Neuronal calcium sensor proteins: generating diversity in neuronal Ca2+ signalling.

Authors:  Robert D Burgoyne
Journal:  Nat Rev Neurosci       Date:  2007-03       Impact factor: 34.870

10.  Nanoscale cation motion in TaO(x), HfO(x) and TiO(x) memristive systems.

Authors:  Anja Wedig; Michael Luebben; Deok-Yong Cho; Marco Moors; Katharina Skaja; Vikas Rana; Tsuyoshi Hasegawa; Kiran K Adepalli; Bilge Yildiz; Rainer Waser; Ilia Valov
Journal:  Nat Nanotechnol       Date:  2015-09-28       Impact factor: 39.213

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  121 in total

1.  Simultaneous emulation of synaptic and intrinsic plasticity using a memristive synapse.

Authors:  Sang Hyun Sung; Tae Jin Kim; Hyera Shin; Tae Hong Im; Keon Jae Lee
Journal:  Nat Commun       Date:  2022-05-19       Impact factor: 17.694

2.  Resistive Switching and Synaptic Characteristics in ZnO/TaON-Based RRAM for Neuromorphic System.

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Journal:  Nanomaterials (Basel)       Date:  2022-06-25       Impact factor: 5.719

3.  Dynamical stochastic simulation of complex electrical behavior in neuromorphic networks of metallic nanojunctions.

Authors:  F Mambretti; M Mirigliano; E Tentori; N Pedrani; G Martini; P Milani; D E Galli
Journal:  Sci Rep       Date:  2022-07-18       Impact factor: 4.996

4.  All-in-one, bio-inspired, and low-power crypto engines for near-sensor security based on two-dimensional memtransistors.

Authors:  Akhil Dodda; Nicholas Trainor; Joan M Redwing; Saptarshi Das
Journal:  Nat Commun       Date:  2022-06-23       Impact factor: 17.694

5.  A calibratable sensory neuron based on epitaxial VO2 for spike-based neuromorphic multisensory system.

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Review 6.  Applications and Techniques for Fast Machine Learning in Science.

Authors:  Allison McCarn Deiana; Nhan Tran; Joshua Agar; Michaela Blott; Giuseppe Di Guglielmo; Javier Duarte; Philip Harris; Scott Hauck; Mia Liu; Mark S Neubauer; Jennifer Ngadiuba; Seda Ogrenci-Memik; Maurizio Pierini; Thea Aarrestad; Steffen Bähr; Jürgen Becker; Anne-Sophie Berthold; Richard J Bonventre; Tomás E Müller Bravo; Markus Diefenthaler; Zhen Dong; Nick Fritzsche; Amir Gholami; Ekaterina Govorkova; Dongning Guo; Kyle J Hazelwood; Christian Herwig; Babar Khan; Sehoon Kim; Thomas Klijnsma; Yaling Liu; Kin Ho Lo; Tri Nguyen; Gianantonio Pezzullo; Seyedramin Rasoulinezhad; Ryan A Rivera; Kate Scholberg; Justin Selig; Sougata Sen; Dmitri Strukov; William Tang; Savannah Thais; Kai Lukas Unger; Ricardo Vilalta; Belina von Krosigk; Shen Wang; Thomas K Warburton
Journal:  Front Big Data       Date:  2022-04-12

7.  High Performance Full-Inorganic Flexible Memristor with Combined Resistance-Switching.

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Journal:  ACS Appl Mater Interfaces       Date:  2022-04-27       Impact factor: 10.383

8.  Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing.

Authors:  Rohit Abraham John; Yiğit Demirağ; Yevhen Shynkarenko; Yuliia Berezovska; Natacha Ohannessian; Melika Payvand; Peng Zeng; Maryna I Bodnarchuk; Frank Krumeich; Gökhan Kara; Ivan Shorubalko; Manu V Nair; Graham A Cooke; Thomas Lippert; Giacomo Indiveri; Maksym V Kovalenko
Journal:  Nat Commun       Date:  2022-04-19       Impact factor: 17.694

9.  An efficient analog Hamming distance comparator realized with a unipolar memristor array: a showcase of physical computing.

Authors:  Ning Ge; Jung Ho Yoon; Miao Hu; E J Merced-Grafals; Noraica Davila; John Paul Strachan; Zhiyong Li; Helen Holder; Qiangfei Xia; R Stanley Williams; Xing Zhou; J Joshua Yang
Journal:  Sci Rep       Date:  2017-01-05       Impact factor: 4.379

10.  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

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