Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

Wang, Zhongrui; Joshi, Saumil; Savel’ev, Sergey E.; Jiang, Hao; Midya, Rivu; Lin, Peng; Hu, Miao; Ge, Ning; Strachan, John Paul; Li, Zhiyong; Wu, Qing; Barnell, Mark; Li, Geng-Lin; Xin, Huolin L.; Williams, R. Stanley; Xia, Qiangfei; Yang, J. Joshua

doi:10.1038/nmat4756

Title: Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

Abstract

The accumulation and extrusion of Ca²⁺ in the pre- and postsynaptic compartments play a critical role in initiating plastic changes in biological synapses. In order 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. Furthermore, 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.

Authors:

Wang, Zhongrui ^[1]; Joshi, Saumil ^[1];

^[2]; Jiang, Hao ^[1]; Midya, Rivu ^[1]; Lin, Peng ^[1]; Hu, Miao ^[3]; Ge, Ning ^[3]; Strachan, John Paul ^[3]; Li, Zhiyong ^[3]; Wu, Qing ^[4]; Barnell, Mark ^[4]; Li, Geng-Lin ^[5];

^[6]; Williams, R. Stanley ^[3]; Xia, Qiangfei ^[1];

^[1]

Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States). Dept. of Electrical and Computer Engineering
Loughborough Univ. (United Kingdom). Dept. of Physics
Hewlett Packard Labs., Palo Alto, CA (United States)
Information Directorate, Rome, NY (United States). Air Force Research Lab.
Univ. of Massachusetts, Amherst, MA (United States). Biology Dept.
Brookhaven National Lab. (BNL), Upton, NY (United States). Center for Functional Nanomaterials

Publication Date:: Mon Sep 26 00:00:00 EDT 2016

Research Org.:: Brookhaven National Laboratory (BNL), Upton, NY (United States)

Sponsoring Org.:: USDOE Office of Science (SC), Basic Energy Sciences (BES)

OSTI Identifier:: 1336121

Report Number(s):: BNL-112582-2016-JA
Journal ID: ISSN 1476-1122; R&D Project: 16060; 16060; KC0403020

Grant/Contract Number:: SC00112704

Resource Type:: Accepted Manuscript

Journal Name:: Nature Materials

Additional Journal Information:: Journal Volume: 16; Journal ID: ISSN 1476-1122

Publisher:: Nature Publishing Group

Country of Publication:: United States

Language:: English

Subject:: 36 MATERIALS SCIENCE; Nonvolatile memeory

Citation Formats


                    Wang, Zhongrui, Joshi, Saumil, Savel’ev, Sergey E., Jiang, Hao, Midya, Rivu, Lin, Peng, Hu, Miao, Ge, Ning, Strachan, John Paul, Li, Zhiyong, Wu, Qing, Barnell, Mark, Li, Geng-Lin, Xin, Huolin L., Williams, R. Stanley, Xia, Qiangfei, and Yang, J. Joshua. Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing.  United States: N. p., 2016. 
Web.  doi:10.1038/nmat4756.

Copy to clipboard


                    Wang, Zhongrui, Joshi, Saumil, Savel’ev, Sergey E., Jiang, Hao, Midya, Rivu, Lin, Peng, Hu, Miao, Ge, Ning, Strachan, John Paul, Li, Zhiyong, Wu, Qing, Barnell, Mark, Li, Geng-Lin, Xin, Huolin L., Williams, R. Stanley, Xia, Qiangfei, & Yang, J. Joshua. Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing.  United States.  https://doi.org/10.1038/nmat4756

Copy to clipboard


                    Wang, Zhongrui, Joshi, Saumil, Savel’ev, Sergey E., Jiang, Hao, Midya, Rivu, Lin, Peng, Hu, Miao, Ge, Ning, Strachan, John Paul, Li, Zhiyong, Wu, Qing, Barnell, Mark, Li, Geng-Lin, Xin, Huolin L., Williams, R. Stanley, Xia, Qiangfei, and Yang, J. Joshua. Mon .  
"Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing".  United States.  https://doi.org/10.1038/nmat4756.  https://www.osti.gov/servlets/purl/1336121.

Copy to clipboard


                    
@article{osti_1336121,

  title        = {Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing},

  author       = {Wang, Zhongrui and Joshi, Saumil and Savel’ev, Sergey E. and Jiang, Hao and Midya, Rivu and Lin, Peng and Hu, Miao and Ge, Ning and Strachan, John Paul and Li, Zhiyong and Wu, Qing and Barnell, Mark and Li, Geng-Lin and Xin, Huolin L. and Williams, R. Stanley and Xia, Qiangfei and Yang, J. Joshua},

  abstractNote = {The accumulation and extrusion of Ca2+ in the pre- and postsynaptic compartments play a critical role in initiating plastic changes in biological synapses. In order 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. Furthermore, 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.},

  doi          = {10.1038/nmat4756},

  journal      = {Nature Materials},

  number       = ,

  volume       = 16,

  place        = {United States},

  year         = {Mon Sep 26 00:00:00 EDT 2016},

  month        = {Mon Sep 26 00:00:00 EDT 2016}

}

Copy to clipboard

Journal Article:

Free Publicly Available Full Text

Accepted Manuscript (DOE)

Publisher's Version of Record

https://doi.org/10.1038/nmat4756

Other availability

Search WorldCat to find libraries that may hold this journal

Citation Metrics:

Cited by: 1416 works

Citation information provided by
Web of Science

Save / Share:

Export Metadata

Save to My Library

Works referenced in this record:

Synaptic Learning and Memory Functions Achieved Using Oxygen Ion Migration/Diffusion in an Amorphous InGaZnO Memristor
journal, April 2012

Wang, Zhong Qiang; Xu, Hai Yang; Li, Xing Hua
Advanced Functional Materials, Vol. 22, Issue 13
DOI: 10.1002/adfm.201103148

Stability and migration of small copper clusters in amorphous dielectrics
journal, May 2015

Guzman, David M.; Onofrio, Nicolas; Strachan, Alejandro
Journal of Applied Physics, Vol. 117, Issue 19
DOI: 10.1063/1.4921059

Synaptic Dynamics in Analog VLSI
journal, October 2007

Bartolozzi, Chiara; Indiveri, Giacomo
Neural Computation, Vol. 19, Issue 10
DOI: 10.1162/neco.2007.19.10.2581

Nanoionics-based resistive switching memories
journal, November 2007

Waser, Rainer; Aono, Masakazu
Nature Materials, Vol. 6, Issue 11, p. 833-840
DOI: 10.1038/nmat2023

Nucleation and growth phenomena in nanosized electrochemical systems for resistive switching memories
journal, October 2012

Valov, I.; Staikov, G.
Journal of Solid State Electrochemistry, Vol. 17, Issue 2
DOI: 10.1007/s10008-012-1890-5

Liquid-like pseudoelasticity of sub-10-nm crystalline silver particles
journal, October 2014

Sun, Jun; He, Longbing; Lo, Yu-Chieh
Nature Materials, Vol. 13, Issue 11
DOI: 10.1038/nmat4105

Real-Time Observation on Dynamic Growth/Dissolution of Conductive Filaments in Oxide-Electrolyte-Based ReRAM
journal, March 2012

Liu, Qi; Sun, Jun; Lv, Hangbing
Advanced Materials, Vol. 24, Issue 14
DOI: 10.1002/adma.201104104

Quantized conductance coincides with state instability and excess noise in tantalum oxide memristors
journal, April 2016

Yi, Wei; Savel'ev, Sergey E.; Medeiros-Ribeiro, Gilberto
Nature Communications, Vol. 7, Issue 1
DOI: 10.1038/ncomms11142

Threshold Selector With High Selectivity and Steep Slope for Cross-Point Memory Array
journal, July 2015

Jeonghwan Song, ; Prakash, Amit
IEEE Electron Device Letters, Vol. 36, Issue 7
DOI: 10.1109/LED.2015.2430332

Effects of Moisture on the Switching Characteristics of Oxide-Based, Gapless-Type Atomic Switches
journal, October 2011

Tsuruoka, Tohru; Terabe, Kazuya; Hasegawa, Tsuyoshi
Advanced Functional Materials, Vol. 22, Issue 1
DOI: 10.1002/adfm.201101846

Nanoscale electrochemistry using dielectric thin films as solid electrolytes
journal, January 2016

Valov, Ilia; Lu, Wei D.
Nanoscale, Vol. 8, Issue 29
DOI: 10.1039/C6NR01383J

Short-Term Synaptic Plasticity
journal, March 2002

Zucker, Robert S.; Regehr, Wade G.
Annual Review of Physiology, Vol. 64, Issue 1
DOI: 10.1146/annurev.physiol.64.092501.114547

An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation
journal, August 2011

Yu, Shimeng; Wu, Yi; Jeyasingh, Rakesh
IEEE Transactions on Electron Devices, Vol. 58, Issue 8
DOI: 10.1109/TED.2011.2147791

Memristive circuits simulate memcapacitors and meminductors
journal, January 2010

Pershin, Y. V.; Di Ventra, M.
Electronics Letters, Vol. 46, Issue 7
DOI: 10.1049/el.2010.2830

Observation of conducting filament growth in nanoscale resistive memories
journal, January 2012

Yang, Yuchao; Gao, Peng; Gaba, Siddharth
Nature Communications, Vol. 3, Issue 1
DOI: 10.1038/ncomms1737

Training and operation of an integrated neuromorphic network based on metal-oxide memristors
journal, May 2015

Prezioso, M.; Merrikh-Bayat, F.; Hoskins, B. D.
Nature, Vol. 521, Issue 7550
DOI: 10.1038/nature14441

Biorealistic Implementation of Synaptic Functions with Oxide Memristors through Internal Ionic Dynamics
journal, June 2015

Du, Chao; Ma, Wen; Chang, Ting
Advanced Functional Materials, Vol. 25, Issue 27
DOI: 10.1002/adfm.201501427

Short-term memory of TiO ₂ -based electrochemical capacitors: empirical analysis with adoption of a sliding threshold
journal, September 2013

Lim, Hyungkwang; Kim, Inho; Kim, Jin-Sang
Nanotechnology, Vol. 24, Issue 38
DOI: 10.1088/0957-4484/24/38/384005

Bipolar Electrochemical Mechanism for Mass Transfer in Nanoionic Resistive Memories
journal, March 2014

Tian, Xuezeng; Yang, Shize; Zeng, Min
Advanced Materials, Vol. 26, Issue 22
DOI: 10.1002/adma.201400127

Real-Time In Situ HRTEM-Resolved Resistance Switching of Ag ₂ S Nanoscale Ionic Conductor
journal, March 2010

Xu, Zhi; Bando, Yoshio; Wang, Wenlong
ACS Nano, Vol. 4, Issue 5
DOI: 10.1021/nn100483a

Quantized conductance atomic switch
journal, January 2005

Terabe, K.; Hasegawa, T.; Nakayama, T.
Nature, Vol. 433, Issue 7021
DOI: 10.1038/nature03190

Neuronal calcium sensor proteins: generating diversity in neuronal Ca2+ signalling
journal, March 2007

Burgoyne, Robert D.
Nature Reviews Neuroscience, Vol. 8, Issue 3
DOI: 10.1038/nrn2093

Volatile resistance states in electrochemical metallization cells enabling non-destructive readout of complementary resistive switches
journal, September 2014

van den Hurk, Jan; Linn, Eike; Zhang, Hehe
Nanotechnology, Vol. 25, Issue 42
DOI: 10.1088/0957-4484/25/42/425202

Nanofilament Formation and Regeneration During Cu/Al ₂ O ₃ Resistive Memory Switching
journal, May 2015

Hubbard, William A.; Kerelsky, Alexander; Jasmin, Grant
Nano Letters, Vol. 15, Issue 6
DOI: 10.1021/acs.nanolett.5b00901

LTP and LTD
journal, September 2004

Malenka, Robert C.; Bear, Mark F.
Neuron, Vol. 44, Issue 1
DOI: 10.1016/j.neuron.2004.09.012

A single-transistor silicon synapse
journal, January 1996

Diorio, C.; Hasler, P.; Minch, A.
IEEE Transactions on Electron Devices, Vol. 43, Issue 11
DOI: 10.1109/16.543035

Calcium Channel Regulation and Presynaptic Plasticity
journal, September 2008

Catterall, William A.; Few, Alexandra P.
Neuron, Vol. 59, Issue 6
DOI: 10.1016/j.neuron.2008.09.005

Systematics of metal-insulator interfacial energies: A new rule for wetting and strong catalyst-support interactions
journal, March 1983

Stoneham, A. M.
Applications of Surface Science, Vol. 14, Issue 3-4
DOI: 10.1016/0378-5963(83)90040-5

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule
journal, July 2008

Caporale, Natalia; Dan, Yang
Annual Review of Neuroscience, Vol. 31, Issue 1
DOI: 10.1146/annurev.neuro.31.060407.125639

Memristor-The missing circuit element
journal, January 1971

Chua, L.
IEEE Transactions on Circuit Theory, Vol. 18, Issue 5
DOI: 10.1109/TCT.1971.1083337

The theory of Ostwald ripening
journal, January 1985

Voorhees, P. W.
Journal of Statistical Physics, Vol. 38, Issue 1-2
DOI: 10.1007/BF01017860

Nanoscale Memristor Device as Synapse in Neuromorphic Systems
journal, April 2010

Jo, Sung Hyun; Chang, Ting; Ebong, Idongesit
Nano Letters, Vol. 10, Issue 4, p. 1297-1301
DOI: 10.1021/nl904092h

An essential role for protein phosphatases in hippocampal long-term depression
journal, August 1993

Mulkey, R.; Herron, C.; Malenka, R.
Science, Vol. 261, Issue 5124
DOI: 10.1126/science.8394601

Atomic Switch: Atom/Ion Movement Controlled Devices for Beyond Von-Neumann Computers
journal, September 2011

Hasegawa, Tsuyoshi; Terabe, Kazuya; Tsuruoka, Tohru
Advanced Materials, Vol. 24, Issue 2
DOI: 10.1002/adma.201102597

Atomically controlled electrochemical nucleation at superionic solid electrolyte surfaces
journal, April 2012

Valov, Ilia; Sapezanskaia, Ina; Nayak, Alpana
Nature Materials, Vol. 11, Issue 6
DOI: 10.1038/nmat3307

Nanoscale cation motion in TaOx, HfOx and TiOx memristive systems
journal, September 2015

Wedig, Anja; Luebben, Michael; Cho, Deok-Yong
Nature Nanotechnology, Vol. 11, Issue 1
DOI: 10.1038/nnano.2015.221

A VLSI Array of Low-Power Spiking Neurons and Bistable Synapses With Spike-Timing Dependent Plasticity
journal, January 2006

Indiveri, G.; Chicca, E.; Douglas, R.
IEEE Transactions on Neural Networks, Vol. 17, Issue 1
DOI: 10.1109/TNN.2005.860850

Filamentary Switching: Synaptic Plasticity through Device Volatility
journal, January 2015

La Barbera, Selina; Vuillaume, Dominique; Alibart, Fabien
ACS Nano, Vol. 9, Issue 1
DOI: 10.1021/nn506735m

Experimental demonstration of associative memory with memristive neural networks
journal, September 2010

Pershin, Yuriy V.; Di Ventra, Massimiliano
Neural Networks, Vol. 23, Issue 7, p. 881-886
DOI: 10.1016/j.neunet.2010.05.001

Atomic structure of conducting nanofilaments in TiO2 resistive switching memory
journal, January 2010

Kwon, Deok-Hwang; Kim, Kyung Min; Jang, Jae Hyuck
Nature Nanotechnology, Vol. 5, Issue 2
DOI: 10.1038/nnano.2009.456

Short-term plasticity and long-term potentiation mimicked in single inorganic synapses
journal, June 2011

Ohno, Takeo; Hasegawa, Tsuyoshi; Tsuruoka, Tohru
Nature Materials, Vol. 10, Issue 8
DOI: 10.1038/nmat3054

Calcium Signaling
journal, December 2007

Clapham, David E.
Cell, Vol. 131, Issue 6
DOI: 10.1016/j.cell.2007.11.028

Experimental Demonstration of a Second-Order Memristor and Its Ability to Biorealistically Implement Synaptic Plasticity
journal, February 2015

Kim, Sungho; Du, Chao; Sheridan, Patrick
Nano Letters, Vol. 15, Issue 3
DOI: 10.1021/acs.nanolett.5b00697

Electrochemical dynamics of nanoscale metallic inclusions in dielectrics
journal, June 2014

Yang, Yuchao; Gao, Peng; Li, Linze
Nature Communications, Vol. 5, Article No. 4232
DOI: 10.1038/ncomms5232

Short-Term Frequency-Dependent Plasticity at Recurrent Mossy Fiber Synapses of the Epileptic Brain
journal, June 2003

Feng, Li; Molnár, Peter; Nadler, J. Victor
The Journal of Neuroscience, Vol. 23, Issue 12
DOI: 10.1523/JNEUROSCI.23-12-05381.2003

Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type
journal, December 1998

Bi, Guo-qiang; Poo, Mu-ming
The Journal of Neuroscience, Vol. 18, Issue 24
DOI: 10.1523/JNEUROSCI.18-24-10464.1998

Synaptic dynamics in analog VLSI
text, January 2007

Bartolozzi, C.; Indiveri, G.
MIT Press
DOI: 10.5167/uzh-92884

Short-term synaptic plasticity
journal, January 2013

Tsodyks, Misha; Wu, Si
Scholarpedia, Vol. 8, Issue 10
DOI: 10.4249/scholarpedia.3153

Calcium Signaling
journal, July 2012

Bootman, M. D.
Cold Spring Harbor Perspectives in Biology, Vol. 4, Issue 7
DOI: 10.1101/cshperspect.a011171

Works referencing / citing this record:

Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications
journal, December 2017

Wang, Zhongrui; Rao, Mingyi; Midya, Rivu
Advanced Functional Materials, Vol. 28, Issue 6
DOI: 10.1002/adfm.201704862

Novel Electronics for Flexible and Neuromorphic Computing
journal, July 2018

Lee, Han Eol; Park, Jung Hwan; Kim, Tae Jin
Advanced Functional Materials, Vol. 28, Issue 32
DOI: 10.1002/adfm.201801690

On the Limits of Scalpel AFM for the 3D Electrical Characterization of Nanomaterials
journal, November 2018

Chen, Shaochuan; Jiang, Lanlan; Buckwell, Mark
Advanced Functional Materials, Vol. 28, Issue 52
DOI: 10.1002/adfm.201802266

Graphene Oxide Quantum Dots Based Memristors with Progressive Conduction Tuning for Artificial Synaptic Learning
journal, August 2018

Yan, Xiaobing; Zhang, Lei; Chen, Huawei
Advanced Functional Materials, Vol. 28, Issue 40
DOI: 10.1002/adfm.201803728

Reduced Graphene Oxide-Based Artificial Synapse Yarns for Wearable Textile Device Applications
journal, August 2018

Park, Youngjun; Park, Myung-Joo; Lee, Jang-Sik
Advanced Functional Materials, Vol. 28, Issue 42
DOI: 10.1002/adfm.201804123

Accelerated Ionic Motion in Amorphous Memristor Oxides for Nonvolatile Memories and Neuromorphic Computing
journal, December 2018

Schmitt, Rafael; Kubicek, Markus; Sediva, Eva
Advanced Functional Materials, Vol. 29, Issue 5
DOI: 10.1002/adfm.201804782

Tuning a Binary Ferromagnet into a Multistate Synapse with Spin–Orbit‐Torque‐Induced Plasticity
journal, March 2019

Cao, Yi; Rushforth, AndrewW.; Sheng, Yu
Advanced Functional Materials, Vol. 29, Issue 25
DOI: 10.1002/adfm.201808104

Recent Advances in Ambipolar Transistors for Functional Applications
journal, July 2019

Ren, Yi; Yang, Xiaoyang; Zhou, Li
Advanced Functional Materials, Vol. 29, Issue 40
DOI: 10.1002/adfm.201902105

Electrolyte‐Gated Synaptic Transistor with Oxygen Ions
journal, May 2019

Huang, He‐Yi; Ge, Chen; Zhang, Qing‐Hua
Advanced Functional Materials, Vol. 29, Issue 29
DOI: 10.1002/adfm.201902702

Emerging Scanning Probe–Based Setups for Advanced Nanoelectronic Research
journal, August 2019

Hui, Fei; Wen, Chao; Chen, Shaochuan
Advanced Functional Materials, Vol. 30, Issue 18
DOI: 10.1002/adfm.201902776

Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine
journal, January 2018

Hu, Miao; Graves, Catherine E.; Li, Can
Advanced Materials, Vol. 30, Issue 9
DOI: 10.1002/adma.201705914

Synergistic Gating of Electro‐Iono‐Photoactive 2D Chalcogenide Neuristors: Coexistence of Hebbian and Homeostatic Synaptic Metaplasticity
journal, May 2018

John, Rohit Abraham; Liu, Fucai; Chien, Nguyen Anh
Advanced Materials, Vol. 30, Issue 25
DOI: 10.1002/adma.201800220

Enhancing the Matrix Addressing of Flexible Sensory Arrays by a Highly Nonlinear Threshold Switch
journal, July 2018

Wang, Ming; Wang, Wei; Leow, Wan Ru
Advanced Materials, Vol. 30, Issue 33
DOI: 10.1002/adma.201802516

Synaptic Resistors for Concurrent Inference and Learning with High Energy Efficiency
journal, February 2019

Danesh, Cameron D.; Shaffer, Christopher M.; Nathan, Dhruva
Advanced Materials, Vol. 31, Issue 18
DOI: 10.1002/adma.201808032

Spatiotemporal Information Processing Emulated by Multiterminal Neuro‐Transistor Networks
journal, April 2019

He, Yongli; Nie, Sha; Liu, Rui
Advanced Materials, Vol. 31, Issue 21
DOI: 10.1002/adma.201900903

Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges
journal, September 2019

Tang, Jianshi; Yuan, Fang; Shen, Xinke
Advanced Materials, Vol. 31, Issue 49
DOI: 10.1002/adma.201902761

Processing Halide Perovskite Materials with Semiconductor Technology
journal, April 2019

Cheng, Chuantong; Zhu, Cheng; Huang, Beiju
Advanced Materials Technologies, Vol. 4, Issue 7
DOI: 10.1002/admt.201800729

Photonic Memristor for Future Computing: A Perspective
journal, August 2019

Mao, Jing‐Yu; Zhou, Li; Zhu, Xiaojian
Advanced Optical Materials, Vol. 7, Issue 22
DOI: 10.1002/adom.201900766

Light Driven Active Transition of Switching Modes in Homogeneous Oxides/Graphene Heterostructure
journal, April 2019

Chen, Xiaoli; Zeng, Kelin; Zhu, Xin
Advanced Science, Vol. 6, Issue 11
DOI: 10.1002/advs.201900213

Double-Layer-Stacked One Diode-One Resistive Switching Memory Crossbar Array with an Extremely High Rectification Ratio of 10 ⁹
journal, May 2017

Yoon, Kyung Jean; Kim, Gun Hwan; Yoo, Sijung
Advanced Electronic Materials, Vol. 3, Issue 7
DOI: 10.1002/aelm.201700152

Recommended Methods to Study Resistive Switching Devices
journal, September 2018

Lanza, Mario; Wong, H. -S. Philip; Pop, Eric
Advanced Electronic Materials, Vol. 5, Issue 1
DOI: 10.1002/aelm.201800143

Artificial Neural Network (ANN) to Spiking Neural Network (SNN) Converters Based on Diffusive Memristors
journal, November 2018

Midya, Rivu; Wang, Zhongrui; Asapu, Shiva
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201900060

Stochastic Memory Devices for Security and Computing
journal, November 2018

Carboni, Roberto; Ielmini, Daniele
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201900198

Memristive Synapses and Neurons for Bioinspired Computing
journal, November 2018

Yang, Rui; Huang, He‐Ming; Guo, Xin
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201900287

Vertically Aligned WS ₂ Layers for High‐Performing Memristors and Artificial Synapses
journal, July 2019

Kumar, Mohit; Ban, Dong‐Kyun; Kim, Sang Moon
Advanced Electronic Materials, Vol. 5, Issue 10
DOI: 10.1002/aelm.201900467

Controllable and Stable Quantized Conductance States in a Pt/HfO _x /ITO Memristor
journal, November 2019

Xue, Wuhong; Li, Yi; Liu, Gang
Advanced Electronic Materials, Vol. 6, Issue 2
DOI: 10.1002/aelm.201901055

2D Layered Materials for Memristive and Neuromorphic Applications
journal, December 2019

Wang, Chen‐Yu; Wang, Cong; Meng, Fanhao
Advanced Electronic Materials, Vol. 6, Issue 2
DOI: 10.1002/aelm.201901107

Solution‐Processed Polymer Thin‐Film Memristors with an Electrochromic Feature and Frequency‐Dependent Synaptic Plasticity
journal, July 2019

Feng, Yang; Gao, Xu; Zhong, Ya-Nan
Advanced Intelligent Systems, Vol. 1, Issue 3
DOI: 10.1002/aisy.201900022

A Stateful Logic Family Based on a New Logic Primitive Circuit Composed of Two Antiparallel Bipolar Memristors
journal, December 2019

Xu, Nuo; Park, Tae Gyun; Kim, Hae Jin
Advanced Intelligent Systems, Vol. 2, Issue 1
DOI: 10.1002/aisy.201900082

Dual‐Functional Nonvolatile and Volatile Memory in Resistively Switching Indium Tin Oxide/HfO x Devices
journal, October 2019

Li, Wenxi; Wang, Fang; Zhang, Jingwei
physica status solidi (a), Vol. 216, Issue 23
DOI: 10.1002/pssa.201900555

Overview of Resistive Random Access Memory (RRAM): Materials, Filament Mechanisms, Performance Optimization, and Prospects
journal, May 2019

Wang, Hong; Yan, Xiaobing
physica status solidi (RRL) – Rapid Research Letters, Vol. 13, Issue 9
DOI: 10.1002/pssr.201900073

Memristors Based on the Hybrid Structure of Oxide and Boron Nitride Nanosheets Combining Memristive and Neuromorphic Functionalities
journal, October 2019

Wang, Gong; Yan, Xiaobing; Chen, Jingsheng
physica status solidi (RRL) – Rapid Research Letters, Vol. 14, Issue 1
DOI: 10.1002/pssr.201900539

Confining Cation Injection to Enhance CBRAM Performance by Nanopore Graphene Layer
journal, February 2017

Zhao, Xiaolong; Liu, Sen; Niu, Jiebin
Small, Vol. 13, Issue 35
DOI: 10.1002/smll.201603948

Flexible Ionic-Electronic Hybrid Oxide Synaptic TFTs with Programmable Dynamic Plasticity for Brain-Inspired Neuromorphic Computing
journal, June 2017

John, Rohit Abraham; Ko, Jieun; Kulkarni, Mohit R.
Small, Vol. 13, Issue 32
DOI: 10.1002/smll.201701193

Highly Compact Artificial Memristive Neuron with Low Energy Consumption
journal, November 2018

Zhang, Yishu; He, Wei; Wu, Yujie
Small, Vol. 14, Issue 51
DOI: 10.1002/smll.201802188

Nanoscale resistive switching devices for memory and computing applications
journal, January 2020

Lee, Seung Hwan; Zhu, Xiaojian; Lu, Wei D.
Nano Research, Vol. 13, Issue 5
DOI: 10.1007/s12274-020-2616-0

Conductive metallic filaments dominate in hybrid perovskite-based memory devices
journal, May 2019

Huang, Yang; Zhao, Zhenxuan; Wang, Chen
Science China Materials, Vol. 62, Issue 9
DOI: 10.1007/s40843-019-9433-4

Bio-realistic synaptic characteristics in the cone-shaped ZnO memristive device
journal, January 2019

Sokolov, Andrey Sergeevich; Jeon, Yu-Rim; Kim, Sohyeon
NPG Asia Materials, Vol. 11, Issue 1
DOI: 10.1038/s41427-018-0105-7

A novel true random number generator based on a stochastic diffusive memristor
journal, October 2017

Jiang, Hao; Belkin, Daniel; Savel’ev, Sergey E.
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/s41467-017-00869-x

Neuromorphic computing with multi-memristive synapses
journal, June 2018

Boybat, Irem; Le Gallo, Manuel; Nandakumar, S. R.
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-04933-y

Understanding memristive switching via in situ characterization and device modeling
journal, August 2019

Sun, Wen; Gao, Bin; Chi, Miaofang
Nature Communications, Vol. 10, Issue 1
DOI: 10.1038/s41467-019-11411-6

Tunable flexible artificial synapses: a new path toward a wearable electronic system
journal, July 2018

Yang, Kunlong; Yuan, Sijian; Huan, Yuxiang
npj Flexible Electronics, Vol. 2, Issue 1
DOI: 10.1038/s41528-018-0033-1

Memristive crossbar arrays for brain-inspired computing
journal, March 2019

Xia, Qiangfei; Yang, J. Joshua
Nature Materials, Vol. 18, Issue 4
DOI: 10.1038/s41563-019-0291-x

Compliance-Free, Digital SET and Analog RESET Synaptic Characteristics of Sub-Tantalum Oxide Based Neuromorphic Device
journal, January 2018

Abbas, Yawar; Jeon, Yu-Rim; Sokolov, Andrey Sergeevich
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-19575-9

A Universal Strategy for Stretchable Polymer Nonvolatile Memory via Tailoring Nanostructured Surfaces
journal, July 2019

Ban, Chaoyi; Wang, Xiangjing; Zhou, Zhe
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-46884-4

Diffusive Memristive Switching on the Nanoscale, from Individual Nanoparticles towards Scalable Nanocomposite Devices
journal, November 2019

Vahl, Alexander; Carstens, Niko; Strunskus, Thomas
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-53720-2

Spike-shape dependence of the spike-timing dependent synaptic plasticity in ferroelectric-tunnel-junction synapses
journal, November 2019

Stoliar, P.; Yamada, H.; Toyosaki, Y.
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-54215-w

The future of electronics based on memristive systems
journal, January 2018

Zidan, Mohammed A.; Strachan, John Paul; Lu, Wei D.
Nature Electronics, Vol. 1, Issue 1
DOI: 10.1038/s41928-017-0006-8

Fully memristive neural networks for pattern classification with unsupervised learning
journal, February 2018

Wang, Zhongrui; Joshi, Saumil; Savel’ev, Sergey
Nature Electronics, Vol. 1, Issue 2
DOI: 10.1038/s41928-018-0023-2

Organic electronics for neuromorphic computing
journal, July 2018

van de Burgt, Yoeri; Melianas, Armantas; Keene, Scott Tom
Nature Electronics, Vol. 1, Issue 7
DOI: 10.1038/s41928-018-0103-3

Electronic synapses made of layered two-dimensional materials
journal, August 2018

Shi, Yuanyuan; Liang, Xianhu; Yuan, Bin
Nature Electronics, Vol. 1, Issue 8
DOI: 10.1038/s41928-018-0118-9

Ultra compact electrochemical metallization cells offering reproducible atomic scale memristive switching
journal, March 2019

Cheng, Bojun; Emboras, Alexandros; Salamin, Yannick
Communications Physics, Vol. 2, Issue 1
DOI: 10.1038/s42005-019-0125-9

A novel artificial synapse with dual modes using bilayer graphene as the bottom electrode
journal, January 2017

Tian, He; Mi, Wentian; Zhao, Haiming
Nanoscale, Vol. 9, Issue 27
DOI: 10.1039/c7nr03106h

Computing of temporal information in spiking neural networks with ReRAM synapses
journal, January 2019

Wang, W.; Pedretti, G.; Milo, V.
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00097b

Interfacial redox processes in memristive devices based on valence change and electrochemical metallization
journal, January 2019

Liu, Keqin; Qin, Liang; Zhang, Xiaoxian
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00113h

Transient security transistors self-supported on biodegradable natural-polymer membranes for brain-inspired neuromorphic applications
journal, January 2018

Hu, Wennan; Jiang, Jie; Xie, Dingdong
Nanoscale, Vol. 10, Issue 31
DOI: 10.1039/c8nr04136a

Mediation in the second-order synaptic emulator with conductive atomic force microscopy
journal, January 2019

Guan, Zhao; Yang, Nan; Ren, Zhong-Qi
Nanoscale, Vol. 11, Issue 18
DOI: 10.1039/c8nr09662g

Universal 1/ f type current noise of Ag filaments in redox-based memristive nanojunctions
journal, January 2019

Sánta, Botond; Balogh, Zoltán; Gubicza, Agnes
Nanoscale, Vol. 11, Issue 11
DOI: 10.1039/c8nr09985e

Macrocyclic triphenylamine-based push–pull type polymer memristive material: synthesis and characterization
journal, January 2018

Zhang, Bin; Wang, Cheng; Wang, Luxin
Journal of Materials Chemistry C, Vol. 6, Issue 15
DOI: 10.1039/c8tc00524a

Phosphorene nano-heterostructure based memristors with broadband response synaptic plasticity
journal, January 2018

Ren, Yi; Hu, Liang; Mao, Jing-Yu
Journal of Materials Chemistry C, Vol. 6, Issue 35
DOI: 10.1039/c8tc03089h

A solution processed metal–oxo cluster for rewritable resistive memory devices
journal, January 2019

Zhou, Kui; Ding, Guanglong; Zhang, Chen
Journal of Materials Chemistry C, Vol. 7, Issue 4
DOI: 10.1039/c8tc05188g

A bio-inspired electronic synapse using solution processable organic small molecule
journal, January 2019

Mao, Jing-Yu; Zhou, Li; Ren, Yi
Journal of Materials Chemistry C, Vol. 7, Issue 6
DOI: 10.1039/c8tc05489d

Electrochemical and thermodynamic processes of metal nanoclusters enabled biorealistic synapses and leaky-integrate-and-fire neurons
journal, January 2020

Li, Jingxian; Yang, Yuchao; Yin, Minghui
Materials Horizons, Vol. 7, Issue 1
DOI: 10.1039/c9mh01206k

Transformation of threshold volatile switching to quantum point contact originated nonvolatile switching in graphene interface controlled memory devices
journal, January 2019

Wu, Zuheng; Zhao, Xiaolong; Yang, Yang
Nanoscale Advances, Vol. 1, Issue 9
DOI: 10.1039/c9na00409b

Fully transparent, flexible and waterproof synapses with pattern recognition in organic environments
journal, January 2019

Wang, Tian-Yu; Meng, Jia-Lin; He, Zhen-Yu
Nanoscale Horizons, Vol. 4, Issue 6
DOI: 10.1039/c9nh00341j

Liquid-based memory and artificial synapse
journal, January 2019

Kim, Dongshin; Lee, Jang-Sik
Nanoscale, Vol. 11, Issue 19
DOI: 10.1039/c9nr02767j

Memristive devices based on emerging two-dimensional materials beyond graphene
journal, January 2019

Zhang, Lei; Gong, Tian; Wang, Huide
Nanoscale, Vol. 11, Issue 26
DOI: 10.1039/c9nr02886b

Precision-extension technique for accurate vector–matrix multiplication with a CNT transistor crossbar array
journal, January 2019

Kim, Sungho; Lee, Yongwoo; Kim, Hee-Dong
Nanoscale, Vol. 11, Issue 44
DOI: 10.1039/c9nr06715a

A high performance electroformed single-crystallite VO ₂ threshold switch
journal, January 2019

Zhou, Xin; Gu, Deen; Li, Yatao
Nanoscale, Vol. 11, Issue 45
DOI: 10.1039/c9nr08364b

Correlation analysis between the current fluctuation characteristics and the conductive filament morphology of HfO ₂ -based memristor
journal, November 2017

Li, Yi; Yin, Kang-Sheng; Zhang, Mei-Yun
Applied Physics Letters, Vol. 111, Issue 21
DOI: 10.1063/1.5003217

Bipolar to unipolar mode transition and imitation of metaplasticity in oxide based memristors with enhanced ionic conductivity
journal, October 2018

Cheng, Caidie; Li, Yiqing; Zhang, Teng
Journal of Applied Physics, Vol. 124, Issue 15
DOI: 10.1063/1.5037962

Challenges in materials and devices for resistive-switching-based neuromorphic computing
journal, December 2018

del Valle, Javier; Ramírez, Juan Gabriel; Rozenberg, Marcelo J.
Journal of Applied Physics, Vol. 124, Issue 21
DOI: 10.1063/1.5047800

Bipolar plasticity of the synapse transistors based on IGZO channel with HfO _x N _y /HfO ₂ /HfO _x N _y sandwich gate dielectrics
journal, July 2019

Yang, Wei; Jiang, Ran
Applied Physics Letters, Vol. 115, Issue 2
DOI: 10.1063/1.5100128

(Bi _0.2 Sb _0.8 ) ₂ Te ₃ based dynamic synapses with programmable spatio-temporal dynamics
journal, October 2019

Wan, Qingzhou; Zhang, Peng; Shao, Qiming
APL Materials, Vol. 7, Issue 10
DOI: 10.1063/1.5106381

Electrolyte-gated transistors for synaptic electronics, neuromorphic computing, and adaptable biointerfacing
journal, March 2020

Ling, Haifeng; Koutsouras, Dimitrios A.; Kazemzadeh, Setareh
Applied Physics Reviews, Vol. 7, Issue 1
DOI: 10.1063/1.5122249

Brain-inspired computing with memristors: Challenges in devices, circuits, and systems
journal, March 2020

Zhang, Yang; Wang, Zhongrui; Zhu, Jiadi
Applied Physics Reviews, Vol. 7, Issue 1
DOI: 10.1063/1.5124027

Reliability of analog resistive switching memory for neuromorphic computing
journal, March 2020

Zhao, Meiran; Gao, Bin; Tang, Jianshi
Applied Physics Reviews, Vol. 7, Issue 1
DOI: 10.1063/1.5124915

Characteristic investigation of highly oriented Hf _0.5 Zr _0.5 O ₂ thin-film resistive memory devices
journal, January 2020

Yan, Xiaobing; Xiao, Zuoao; Lu, Chao
Applied Physics Letters, Vol. 116, Issue 1
DOI: 10.1063/1.5141132

Improvement of analogue switching characteristics of MoS ₂ memristors through plasma treatment
journal, January 2020

Li, Da; Ryu, Byunghoon; Yoon, JeongSeop
Journal of Physics D: Applied Physics, Vol. 53, Issue 13
DOI: 10.1088/1361-6463/ab6572

Silicon synaptic transistor for hardware-based spiking neural network and neuromorphic system
journal, September 2017

Kim, Hyungjin; Hwang, Sungmin; Park, Jungjin
Nanotechnology, Vol. 28, Issue 40
DOI: 10.1088/1361-6528/aa86f8

Resistive switching of organic–inorganic hybrid devices of conductive polymer and permeable ultra-thin SiO ₂ films
journal, April 2018

Yamamoto, Shunsuke; Kitanaka, Takahisa; Miyashita, Tokuji
Nanotechnology, Vol. 29, Issue 26
DOI: 10.1088/1361-6528/aabdc6

Emerging neuromorphic devices
journal, December 2019

Ielmini, Daniele; Ambrogio, Stefano
Nanotechnology, Vol. 31, Issue 9
DOI: 10.1088/1361-6528/ab554b

Electronic synapses based on ultrathin quasi-two-dimensional gallium oxide memristor
journal, January 2019

Wang, Shuopei; He, Congli; Tang, Jian
Chinese Physics B, Vol. 28, Issue 1
DOI: 10.1088/1674-1056/28/1/017304

Nonstationary distributions and relaxation times in a stochastic model of memristor
journal, February 2020

Agudov, N. V.; Safonov, A. V.; Krichigin, A. V.
Journal of Statistical Mechanics: Theory and Experiment, Vol. 2020, Issue 2
DOI: 10.1088/1742-5468/ab684a

Observation and characterization of memristive silver filaments in amorphous zinc-tin-oxide
journal, August 2018

Tran, Hiep N.; Raeber, Thomas J.; Zhao, Zijun C.
MRS Communications, Vol. 8, Issue 03
DOI: 10.1557/mrc.2018.156

Robust Memristor Networks for Neuromorphic Computation Applications
journal, October 2019

Hajtó, Dániel; Rák, Ádám; Cserey, György
Materials, Vol. 12, Issue 21
DOI: 10.3390/ma12213573

Nanoscale Ring-Shaped Conduction Channels with Memristive Behavior in BiFeO3 Nanodots
journal, December 2018

Li, Zhongwen; Fan, Zhen; Zhou, Guofu
Nanomaterials, Vol. 8, Issue 12
DOI: 10.3390/nano8121031

Adaptive Crystallite Kinetics in Homogenous Bilayer Oxide Memristor for Emulating Diverse Synaptic Plasticity
journal, March 2018

Yin, Jun; Zeng, Fei; Wan, Qin
Advanced Functional Materials, Vol. 28, Issue 19
DOI: 10.1002/adfm.201706927

All-Solid-State Synaptic Transistor with Ultralow Conductance for Neuromorphic Computing
journal, September 2018

Yang, Chuan-Sen; Shang, Da-Shan; Liu, Nan
Advanced Functional Materials, Vol. 28, Issue 42
DOI: 10.1002/adfm.201804170

Artificial Synapses Based on Multiterminal Memtransistors for Neuromorphic Application
journal, April 2019

Wang, Lin; Liao, Wugang; Wong, Swee Liang
Advanced Functional Materials, Vol. 29, Issue 25
DOI: 10.1002/adfm.201901106

A Synaptic Transistor based on Quasi-2D Molybdenum Oxide
journal, May 2017

Yang, Chuan Sen; Shang, Da Shan; Liu, Nan
Advanced Materials, Vol. 29, Issue 27
DOI: 10.1002/adma.201700906

Electrochemical Tantalum Oxide for Resistive Switching Memories
journal, October 2017

Zaffora, Andrea; Cho, Deok-Yong; Lee, Kug-Seung
Advanced Materials, Vol. 29, Issue 43
DOI: 10.1002/adma.201703357

Nonvolatile Memory Materials for Neuromorphic Intelligent Machines
journal, April 2018

Jeong, Doo Seok; Hwang, Cheol Seong
Advanced Materials, Vol. 30, Issue 42
DOI: 10.1002/adma.201704729

Mimicking Synaptic Plasticity and Neural Network Using Memtranstors
journal, February 2018

Shen, Jian-Xin; Shang, Da-Shan; Chai, Yi-Sheng
Advanced Materials, Vol. 30, Issue 12
DOI: 10.1002/adma.201706717

Synaptic Barristor Based on Phase‐Engineered 2D Heterostructures
journal, July 2018

Huh, Woong; Jang, Seonghoon; Lee, Jae Yoon
Advanced Materials, Vol. 30, Issue 35
DOI: 10.1002/adma.201801447

Photonic Synapses Based on Inorganic Perovskite Quantum Dots for Neuromorphic Computing
journal, July 2018

Wang, Yan; Lv, Ziyu; Chen, Jinrui
Advanced Materials, Vol. 30, Issue 38
DOI: 10.1002/adma.201802883

Controlled Nonvolatile Transition in Polyoxometalates-Graphene Oxide Hybrid Memristive Devices
journal, December 2018

Chen, Xiaoli; Zhu, Xin; Zhang, Shi-Rui
Advanced Materials Technologies, Vol. 4, Issue 3
DOI: 10.1002/admt.201800551

A Threshold Switching Selector Based on Highly Ordered Ag Nanodots for X‐Point Memory Applications
journal, March 2019

Hua, Qilin; Wu, Huaqiang; Gao, Bin
Advanced Science, Vol. 6, Issue 10
DOI: 10.1002/advs.201900024

Solution-Processed Flexible Threshold Switch Devices
journal, February 2018

Park, Youngjun; Han, Un-Bin; Kim, Min-Kyu
Advanced Electronic Materials, Vol. 4, Issue 4
DOI: 10.1002/aelm.201700521

Nanoscale Potential Fluctuations in Zirconium Oxide and the Flash Memory Based on Electron and Hole Localization
journal, July 2018

Gritsenko, Vladimir A.; Novikov, Yuriy N.; Perevalov, Timofey V.
Advanced Electronic Materials, Vol. 4, Issue 9
DOI: 10.1002/aelm.201700592

Transferable and Flexible Artificial Memristive Synapse Based on WO _x Schottky Junction on Arbitrary Substrates
journal, September 2018

Lin, Ya; Zeng, Tao; Xu, Haiyang
Advanced Electronic Materials, Vol. 4, Issue 12
DOI: 10.1002/aelm.201800373

Polyoxometalates‐Modulated Reduced Graphene Oxide Flash Memory with Ambipolar Trapping as Bidirectional Artificial Synapse
journal, September 2018

Chen, Xiaoli; Pan, Jingyi; Fu, Jingjing
Advanced Electronic Materials, Vol. 4, Issue 12
DOI: 10.1002/aelm.201800444

Ultrathin TiO _x Interface‐Mediated ZnO‐Nanowire Memristive Devices Emulating Synaptic Behaviors
journal, May 2019

Xiao, Ming; Yeow, Travis; Nguyen, Viet Huong
Advanced Electronic Materials, Vol. 5, Issue 6
DOI: 10.1002/aelm.201900142

Artificial Perception Built on Memristive System: Visual, Auditory, and Tactile Sensations
journal, January 2020

Ji, Xinglong; Zhao, Xinyu; Tan, Mei Chee
Advanced Intelligent Systems, Vol. 2, Issue 3
DOI: 10.1002/aisy.201900118

Organic Flexible Memristor with Reduced Operating Voltage and High Stability by Interfacial Control of Conductive Filament Growth
journal, February 2019

Lee, Sin‐Hyung; Park, Hea‐Lim; Keum, Chang‐Min
physica status solidi (RRL) – Rapid Research Letters, Vol. 13, Issue 6
DOI: 10.1002/pssr.201900044

Vacancy‐Induced Synaptic Behavior in 2D WS ₂ Nanosheet–Based Memristor for Low‐Power Neuromorphic Computing
journal, May 2019

Yan, Xiaobing; Zhao, Qianlong; Chen, Andy Paul
Small, Vol. 15, Issue 24
DOI: 10.1002/smll.201901423

Dynamics of a physical SBT memristor-based Wien-bridge circuit
journal, April 2018

Guo, Mei; Gao, Zhenhao; Xue, Youbao
Nonlinear Dynamics, Vol. 93, Issue 3
DOI: 10.1007/s11071-018-4284-0

Hidden extreme multistability and dimensionality reduction analysis for an improved non-autonomous memristive FitzHugh–Nagumo circuit
journal, March 2019

Bao, Han; Liu, Wenbo; Chen, Mo
Nonlinear Dynamics, Vol. 96, Issue 3
DOI: 10.1007/s11071-019-04890-1

Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors
journal, June 2017

Li, Can; Han, Lili; Jiang, Hao
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/ncomms15666

Battery-like artificial synapses
journal, February 2017

Yang, J. Joshua; Xia, Qiangfei
Nature Materials, Vol. 16, Issue 4
DOI: 10.1038/nmat4870

A self-rectifying TaOy/nanoporous TaOx memristor synaptic array for learning and energy-efficient neuromorphic systems
journal, December 2018

Choi, Sanghyeon; Jang, Seonghoon; Moon, Jung-Hwan
NPG Asia Materials, Vol. 10, Issue 12
DOI: 10.1038/s41427-018-0101-y

Ultrathin electronic synapse having high temporal/spatial uniformity and an Al2O3/graphene quantum dots/Al2O3 sandwich structure for neuromorphic computing
journal, April 2019

Xu, Zhongwei; Li, Fushan; Wu, Chaoxing
NPG Asia Materials, Vol. 11, Issue 1
DOI: 10.1038/s41427-019-0118-x

Efficient and self-adaptive in-situ learning in multilayer memristor neural networks
journal, June 2018

Li, Can; Belkin, Daniel; Li, Yunning
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-04484-2

Capacitive neural network with neuro-transistors
journal, August 2018

Wang, Zhongrui; Rao, Mingyi; Han, Jin-Woo
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-05677-5

SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations
journal, January 2018

Choi, Shinhyun; Tan, Scott H.; Li, Zefan
Nature Materials, Vol. 17, Issue 4
DOI: 10.1038/s41563-017-0001-5

Ionic modulation and ionic coupling effects in MoS2 devices for neuromorphic computing
journal, December 2018

Zhu, Xiaojian; Li, Da; Liang, Xiaogan
Nature Materials, Vol. 18, Issue 2
DOI: 10.1038/s41563-018-0248-5

Unsupervised Hebbian learning experimentally realized with analogue memristive crossbar arrays
journal, June 2018

Hansen, Mirko; Zahari, Finn; Kohlstedt, Hermann
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-27033-9

Robust memristors based on layered two-dimensional materials
journal, February 2018

Wang, Miao; Cai, Songhua; Pan, Chen
Nature Electronics, Vol. 1, Issue 2
DOI: 10.1038/s41928-018-0021-4

Emulation of synaptic metaplasticity in memristors
journal, January 2017

Zhu, Xiaojian; Du, Chao; Jeong, YeonJoo
Nanoscale, Vol. 9, Issue 1
DOI: 10.1039/c6nr08024c

Nanoscale diffusive memristor crossbars as physical unclonable functions
journal, January 2018

Zhang, R.; Jiang, H.; Wang, Z. R.
Nanoscale, Vol. 10, Issue 6
DOI: 10.1039/c7nr06561b

Impact of oxide and electrode materials on the switching characteristics of oxide ReRAM devices
journal, January 2019

Ambrosi, Elia; Bricalli, Alessandro; Laudato, Mario
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00106e

Synaptic dynamics in complex self-assembled nanoparticle networks
journal, January 2019

Bose, S. K.; Shirai, S.; Mallinson, J. B.
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00109j

Electrically-generated memristor based on inkjet printed silver nanoparticles
journal, January 2019

Yoon, Kyung Jean; Han, Jin-Woo; Moon, Dong-Il
Nanoscale Advances, Vol. 1, Issue 8
DOI: 10.1039/c9na00329k

Controllable digital resistive switching for artificial synapses and pavlovian learning algorithm
journal, January 2019

Kumar, Mohit; Abbas, Sohail; Lee, Jung-Ho
Nanoscale, Vol. 11, Issue 33
DOI: 10.1039/c9nr02027f

Decoding the metallic bridging dynamics in nanogap atomic switches
journal, January 2019

Ji, Xinglong; Pang, Khin Yin; Zhao, Rong
Nanoscale, Vol. 11, Issue 46
DOI: 10.1039/c9nr04455h

Evolution map of the memristor: from pure capacitive state to resistive switching state
journal, January 2019

Zhou, Guangdong; Wu, Jinggao; Wang, Lidan
Nanoscale, Vol. 11, Issue 37
DOI: 10.1039/c9nr05550a

Inkjet assisted fabrication of planar biocompatible memristors
journal, January 2019

Illarionov, Georgii A.; Kolchanov, Denis S.; Kuchur, Oleg A.
RSC Advances, Vol. 9, Issue 62
DOI: 10.1039/c9ra08114c

Emulating dynamic synaptic plasticity over broad timescales with memristive device
journal, November 2018

Zhang, Yishu; Zhong, Shuai; Song, Li
Applied Physics Letters, Vol. 113, Issue 20
DOI: 10.1063/1.5052556

Multistability in a physical memristor-based modified Chua’s circuit
journal, April 2019

Guo, Mei; Yang, Wenyan; Xue, Youbao
Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 29, Issue 4
DOI: 10.1063/1.5089293

A Boolean OR gate implemented with an optoelectronic switching memristor
journal, October 2019

Zhao, Jianhui; Zhou, Zhenyu; Wang, Hong
Applied Physics Letters, Vol. 115, Issue 15
DOI: 10.1063/1.5120352

Light-activated electroforming in ITO/ZnO/ p -Si resistive switching devices
journal, December 2019

Blázquez, O.; Frieiro, J. L.; López-Vidrier, J.
Applied Physics Letters, Vol. 115, Issue 26
DOI: 10.1063/1.5125844

Engineering of defects in resistive random access memory devices
journal, February 2020

Banerjee, Writam; Liu, Qi; Hwang, Hyunsang
Journal of Applied Physics, Vol. 127, Issue 5
DOI: 10.1063/1.5136264

Low power non-volatile memory switching in monolayer-rich 2D WS ₂ and MoS ₂ devices
journal, February 2020

Mihai, C.; Sava, F.; Galca, A. C.
AIP Advances, Vol. 10, Issue 2
DOI: 10.1063/1.5140717

Recent progress in analog memory-based accelerators for deep learning
journal, June 2018

Tsai, Hsinyu; Ambrogio, Stefano; Narayanan, Pritish
Journal of Physics D: Applied Physics, Vol. 51, Issue 28
DOI: 10.1088/1361-6463/aac8a5

Modeling framework and comparison of memristive devices and associated STDP learning windows for neuromorphic applications
journal, July 2019

Zayer, Fakhreddine; Dghais, Wael; Belgacem, Hamdi
Journal of Physics D: Applied Physics, Vol. 52, Issue 39
DOI: 10.1088/1361-6463/ab24a7

Efficient implementation of synaptic learning rules for neuromorphic computing based on plasma-treated ZnO nanowire memristors
journal, November 2019

Wan, Jiandong; Qiu, Wenbiao; Lai, Yunfeng
Journal of Physics D: Applied Physics, Vol. 53, Issue 5
DOI: 10.1088/1361-6463/ab5382

Synaptic characteristics with strong analog potentiation, depression, and short-term to long-term memory transition in a Pt/CeO ₂ /Pt crossbar array structure
journal, May 2018

Kim, Hyung Jun; Park, Daehoon; Yang, Paul
Nanotechnology, Vol. 29, Issue 26
DOI: 10.1088/1361-6528/aabcf6

Nanoscale potential fluctuations in nonstoichiometrics tantalum oxide
journal, August 2018

Gritsenko, Vladimir A.; Volodin, Vladimir A.; Perevalov, Timofey V.
Nanotechnology, Vol. 29, Issue 42
DOI: 10.1088/1361-6528/aad430

Learning of spatiotemporal patterns in a spiking neural network with resistive switching synapses
journal, September 2018

Wang, Wei; Pedretti, Giacomo; Milo, Valerio
Science Advances, Vol. 4, Issue 9
DOI: 10.1126/sciadv.aat4752

Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing
journal, April 2019

Fuller, Elliot J.; Keene, Scott T.; Melianas, Armantas
Science, Vol. 364, Issue 6440
DOI: 10.1126/science.aaw5581

Effect of Ag Concentration Dispersed in HfOx Thin Films on Threshold Switching
journal, January 2020

Jeong, Won Hee; Han, Jeong Hwan; Choi, Byung Joon
Nanoscale Research Letters, Vol. 15, Issue 1
DOI: 10.1186/s11671-020-3258-6

Nanosystems, Edge Computing, and the Next Generation Computing Systems
journal, September 2019

Passian, Ali; Imam, Neena
Sensors, Vol. 19, Issue 18
DOI: 10.3390/s19184048

Optoelectronic Synapse Based on IGZO-Alkylated Graphene Oxide Hybrid Structure
journal, October 2018

Sun, Jia; Oh, Seyong; Choi, Yongsuk
Advanced Functional Materials, Vol. 28, Issue 47
DOI: 10.1002/adfm.201804397

Ultrasensitive Memristive Synapses Based on Lightly Oxidized Sulfide Films
journal, April 2017

Hu, Lingxiang; Fu, Sheng; Chen, Youhu
Advanced Materials, Vol. 29, Issue 24
DOI: 10.1002/adma.201606927

A 1D Vanadium Dioxide Nanochannel Constructed via Electric-Field-Induced Ion Transport and its Superior Metal-Insulator Transition
journal, August 2017

Xue, Wuhong; Liu, Gang; Zhong, Zhicheng
Advanced Materials, Vol. 29, Issue 39
DOI: 10.1002/adma.201702162

On-Demand Reconfiguration of Nanomaterials: When Electronics Meets Ionics
journal, October 2017

Lee, Jihang; Lu, Wei D.
Advanced Materials, Vol. 30, Issue 1
DOI: 10.1002/adma.201702770

Atomically Thin Femtojoule Memristive Device
journal, October 2017

Zhao, Huan; Dong, Zhipeng; Tian, He
Advanced Materials, Vol. 29, Issue 47
DOI: 10.1002/adma.201703232

Artificial Sensory Memory
journal, July 2019

Wan, Changjin; Cai, Pingqiang; Wang, Ming
Advanced Materials, Vol. 32, Issue 15
DOI: 10.1002/adma.201902434

Memristive Synapses for Brain-Inspired Computing
journal, January 2019

Wang, Jingrui; Zhuge, Fei
Advanced Materials Technologies, Vol. 4, Issue 3
DOI: 10.1002/admt.201800544

Unconventional Inorganic‐Based Memristive Devices for Advanced Intelligent Systems
journal, February 2019

Sung, Sang Hyun; Kim, Do Hyun; Kim, Tae Jin
Advanced Materials Technologies, Vol. 4, Issue 4
DOI: 10.1002/admt.201900080

Designing High‐Performance Storage in HfO ₂ /BiFeO ₃ Memristor for Artificial Synapse Applications
journal, January 2020

Liu, Lei; Xiong, Wen; Liu, Yanxin
Advanced Electronic Materials, Vol. 6, Issue 2
DOI: 10.1002/aelm.201901012

Artificial optic-neural synapse for colored and color-mixed pattern recognition
journal, November 2018

Seo, Seunghwan; Jo, Seo-Hyeon; Kim, Sungho
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-07572-5

Impact of Synaptic Device Variations on Pattern Recognition Accuracy in a Hardware Neural Network
journal, February 2018

Kim, Sungho; Lim, Meehyun; Kim, Yeamin
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-21057-x

Artificial Shape Perception Retina Network Based on Tunable Memristive Neurons
journal, September 2018

Bao, Lin; Kang, Jian; Fang, Yichen
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-31958-6

Full imitation of synaptic metaplasticity based on memristor devices
journal, January 2018

Wu, Quantan; Wang, Hong; Luo, Qing
Nanoscale, Vol. 10, Issue 13
DOI: 10.1039/c8nr00222c

Stretchable and conformable synapse memristors for wearable and implantable electronics
journal, January 2018

Yang, Mihua; Zhao, Xiaoli; Tang, Qingxin
Nanoscale, Vol. 10, Issue 38
DOI: 10.1039/c8nr05336g

Phase-change nanoclusters embedded in a memristor for simulating synaptic learning
journal, January 2019

Wan, Qin; Zeng, Fei; Yin, Jun
Nanoscale, Vol. 11, Issue 12
DOI: 10.1039/c8nr09765h

Configurable ultra-low operating voltage resistive switching between bipolar and threshold behaviors for Ag/TaO _x /Pt structures
journal, September 2018

Huang, Xu; Jiang, Kang'an; Niu, Yiru
Applied Physics Letters, Vol. 113, Issue 11
DOI: 10.1063/1.5047925

Roadmap on material-function mapping for photonic-electronic hybrid neural networks
journal, October 2019

Miscuglio, Mario; Adam, Gina C.; Kuzum, Duygu
APL Materials, Vol. 7, Issue 10
DOI: 10.1063/1.5109689

Investigation on the formation process of metal atomic filament for metal sulfide atomic switches by electrical measurement
journal, January 2019

Koizumi, R.; Aiba, A.; Kaneko, S.
Nanotechnology, Vol. 30, Issue 12
DOI: 10.1088/1361-6528/aafc79

Phase noise-induced coherence resonance in three dimension memristive Hindmarsh-Rose neuron model
journal, October 2019

Lu, Lulu; Bao, Chun; Ge, Mengyan
The European Physical Journal Special Topics, Vol. 228, Issue 10
DOI: 10.1140/epjst/e2019-900011-1

Coexisting Behaviors of Asymmetric Attractors in Hyperbolic-Type Memristor based Hopfield Neural Network
journal, August 2017

Bao, Bocheng; Qian, Hui; Xu, Quan
Frontiers in Computational Neuroscience, Vol. 11
DOI: 10.3389/fncom.2017.00081

A Review: Preparation, Performance, and Applications of Silicon Oxynitride Film
journal, August 2019

Shi, Yue; He, Liang; Guang, Fangcao
Micromachines, Vol. 10, Issue 8
DOI: 10.3390/mi10080552

Synaptic Suppression Triplet-STDP Learning Rule Realized in Second-Order Memristors
journal, December 2017

Yang, Rui; Huang, He-Ming; Hong, Qing-Hui
Advanced Functional Materials, Vol. 28, Issue 5
DOI: 10.1002/adfm.201704455

Synapse-Like Organic Thin Film Memristors
journal, April 2018

Zhong, Ya-Nan; Wang, Tian; Gao, Xu
Advanced Functional Materials, Vol. 28, Issue 22
DOI: 10.1002/adfm.201800854

Fabrication of a Cu-Cone-Shaped Cation Source Inserted Conductive Bridge Random Access Memory and Its Improved Switching Reliability
journal, January 2019

Kim, Hae Jin; Park, Tae Hyung; Yoon, Kyung Jean
Advanced Functional Materials, Vol. 29, Issue 8
DOI: 10.1002/adfm.201806278

Reconfigurable Logic‐in‐Memory and Multilingual Artificial Synapses Based on 2D Heterostructures
journal, January 2020

Xiong, Xiong; Kang, Jiyang; Hu, Qianlan
Advanced Functional Materials, Vol. 30, Issue 11
DOI: 10.1002/adfm.201909645

Artificial Synapses Emulated by an Electrolyte-Gated Tungsten-Oxide Transistor
journal, July 2018

Yang, Jing-Ting; Ge, Chen; Du, Jian-Yu
Advanced Materials, Vol. 30, Issue 34
DOI: 10.1002/adma.201801548

Truly Concomitant and Independently Expressed Short‐ and Long‐Term Plasticity in a Bi ₂ O ₂ Se‐Based Three‐Terminal Memristor
journal, September 2018

Zhang, Ziyang; Li, Tianran; Wu, Yujie
Advanced Materials, Vol. 31, Issue 3
DOI: 10.1002/adma.201805769

Emerging Memory Devices for Neuromorphic Computing
journal, January 2019

Upadhyay, Navnidhi K.; Jiang, Hao; Wang, Zhongrui
Advanced Materials Technologies, Vol. 4, Issue 4
DOI: 10.1002/admt.201800589

An Evolvable Organic Electrochemical Transistor for Neuromorphic Applications
journal, February 2019

Gerasimov, Jennifer Y.; Gabrielsson, Roger; Forchheimer, Robert
Advanced Science, Vol. 6, Issue 7
DOI: 10.1002/advs.201801339

Nanoionics-Enabled Memristive Devices: Strategies and Materials for Neuromorphic Applications
journal, May 2017

Wang, Zhiyong; Wang, Laiyuan; Nagai, Masaru
Advanced Electronic Materials, Vol. 3, Issue 7
DOI: 10.1002/aelm.201600510

Silicon-Based Hybrid Optoelectronic Devices with Synaptic Plasticity and Stateful Photoresponse
journal, June 2018

Chen, Yan; Wei, Qi; Yin, Jiang
Advanced Electronic Materials, Vol. 4, Issue 9
DOI: 10.1002/aelm.201800242

Memristors for Hardware Security Applications
journal, November 2018

Pang, Yachuan; Gao, Bin; Lin, Bohan
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201800872

Reconfigurable Artificial Synapses between Excitatory and Inhibitory Modes Based on Single-Gate Graphene Transistors
journal, February 2019

Yao, Yao; Huang, Xinnan; Peng, Songang
Advanced Electronic Materials, Vol. 5, Issue 5
DOI: 10.1002/aelm.201800887

Directed Assembly of Nanoparticle Threshold‐Selector Arrays
journal, May 2019

Speckbacher, Maximilian; Rinderle, Michael; Kaiser, Waldemar
Advanced Electronic Materials, Vol. 5, Issue 7
DOI: 10.1002/aelm.201900098

Nanoionic Resistive‐Switching Devices
journal, November 2018

Zhu, Xiaojian; Lee, Seung Hwan; Lu, Wei D.
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201900184

Electronic Devices and Circuits Based on Wafer‐Scale Polycrystalline Monolayer MoS ₂ by Chemical Vapor Deposition
journal, June 2019

Wang, Lin; Chen, Li; Wong, Swee Liang
Advanced Electronic Materials, Vol. 5, Issue 8
DOI: 10.1002/aelm.201900393

2D Resistive Switching Based on Amorphous Zinc–Tin Oxide Schottky Diodes
journal, December 2019

Casa Branca, Nuno; Deuermeier, Jonas; Martins, Jorge
Advanced Electronic Materials, Vol. 6, Issue 2
DOI: 10.1002/aelm.201900958

Recent Progress in Real‐Time Adaptable Digital Neuromorphic Hardware
journal, August 2019

Kornijcuk, Vladimir; Jeong, Doo Seok
Advanced Intelligent Systems, Vol. 1, Issue 6
DOI: 10.1002/aisy.201900030

Mimicking Neurotransmitter Release and Long‐Term Plasticity by Oxygen Vacancy Migration in a Tunnel Junction Memristor
journal, June 2019

Tan, Hongwei; Majumdar, Sayani; Qin, Qihang
Advanced Intelligent Systems, Vol. 1, Issue 2
DOI: 10.1002/aisy.201900036

Recent Progress in Photonic Synapses for Neuromorphic Systems
journal, January 2020

Zhang, Junyao; Dai, Shilei; Zhao, Yiwei
Advanced Intelligent Systems, Vol. 2, Issue 3
DOI: 10.1002/aisy.201900136

Recent Progress in Three‐Terminal Artificial Synapses: From Device to System
journal, March 2019

Han, Hong; Yu, Haiyang; Wei, Huanhuan
Small, Vol. 15, Issue 32
DOI: 10.1002/smll.201900695

A compact model for selectors based on metal doped electrolyte
journal, March 2018

Zhang, Lu; Song, Wenhao; Yang, J. Joshua
Applied Physics A, Vol. 124, Issue 4
DOI: 10.1007/s00339-018-1706-2

Efficient and hardware-friendly methods to implement competitive learning for spiking neural networks
journal, February 2020

Qu, Lianhua; Zhao, Zhenyu; Wang, Lei
Neural Computing and Applications, Vol. 32, Issue 17
DOI: 10.1007/s00521-020-04755-4

Nanogenerator-induced synaptic plasticity and metaplasticity of bio-realistic artificial synapses
journal, May 2017

Kim, Bo-Yun; Hwang, Hyun-Gyu; Woo, Jong-Un
NPG Asia Materials, Vol. 9, Issue 5
DOI: 10.1038/am.2017.64

Reservoir computing using dynamic memristors for temporal information processing
journal, December 2017

Du, Chao; Cai, Fuxi; Zidan, Mohammed A.
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/s41467-017-02337-y

Biological plausibility and stochasticity in scalable VO2 active memristor neurons
journal, November 2018

Yi, Wei; Tsang, Kenneth K.; Lam, Stephen K.
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-07052-w

Self-limited single nanowire systems combining all-in-one memristive and neuromorphic functionalities
journal, December 2018

Milano, Gianluca; Luebben, Michael; Ma, Zheng
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-07330-7

Charge disproportionate molecular redox for discrete memristive and memcapacitive switching
journal, March 2020

Goswami, Sreetosh; Rath, Santi P.; Thompson, Damien
Nature Nanotechnology, Vol. 15, Issue 5
DOI: 10.1038/s41565-020-0653-1

Dissipative self-organization in optical space
journal, October 2018

Ropp, Chad; Bachelard, Nicolas; Barth, David
Nature Photonics, Vol. 12, Issue 12
DOI: 10.1038/s41566-018-0278-1

Habituation/Fatigue behavior of a synapse memristor based on IGZO–HfO2 thin film
journal, August 2017

Jiang, Ran; Ma, Pengfei; Han, Zuyin
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/s41598-017-09762-5

Temporal data classification and forecasting using a memristor-based reservoir computing system
journal, October 2019

Moon, John; Ma, Wen; Shin, Jong Hoon
Nature Electronics, Vol. 2, Issue 10
DOI: 10.1038/s41928-019-0313-3

An efficient analog Hamming distance comparator realized with a unipolar memristor array: a showcase of physical computing
journal, January 2017

Ge, Ning; Yoon, Jung Ho; Hu, Miao
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/srep40135

Keggin-type polyoxometalate cluster as an active component for redox-based nonvolatile memory
journal, January 2019

Chen, Xiaoli; Huang, Pu; Zhu, Xin
Nanoscale Horizons, Vol. 4, Issue 3
DOI: 10.1039/c8nh00366a

Designing carbon conductive filament memristor devices for memory and electronic synapse applications
journal, January 2020

Zhou, Zhenyu; Zhao, Jianhui; Chen, Andy Paul
Materials Horizons, Vol. 7, Issue 4
DOI: 10.1039/c9mh01684h

A dual mode electronic synapse based on layered SnSe films fabricated by pulsed laser deposition
journal, January 2020

Chen, Xinxin; Suen, Chun-Hung; Yau, Hei-Man
Nanoscale Advances, Vol. 2, Issue 3
DOI: 10.1039/c9na00447e

Breakthrough in high ON-state current based on Ag–GeTe ₈ selectors
journal, January 2020

Zhang, Sifan; Wu, Liangcai; Song, Zhitang
Journal of Materials Chemistry C, Vol. 8, Issue 7
DOI: 10.1039/c9tc06673j

Tutorial: Fabrication and three-dimensional integration of nanoscale memristive devices and arrays
journal, October 2018

Lin, Peng; Xia, Qiangfei
Journal of Applied Physics, Vol. 124, Issue 15
DOI: 10.1063/1.5038109

Aspects of the a-TiO _x memristor active medium technology
journal, November 2018

Palagushkin, A. N.; Roshchupkin, D. V.; Yudkin, F. A.
Journal of Applied Physics, Vol. 124, Issue 20
DOI: 10.1063/1.5038919

Optically modulated electric synapses realized with memristors based on ZnO nanorods
journal, August 2018

Zhou, Wen; Yang, Rui; He, Hui-Kai
Applied Physics Letters, Vol. 113, Issue 6
DOI: 10.1063/1.5045643

Redox-based memristive devices for new computing paradigm
journal, November 2019

Dittmann, R.; Strachan, J. P.
APL Materials, Vol. 7, Issue 11
DOI: 10.1063/1.5129101

Regulating phase change behavior and surface characteristics of Sn ₁₅ Sb ₈₅ thin film by oxygen doping
journal, July 2019

Hu, Yifeng; You, Haipeng; Chou, Qingqian
Journal of Physics D: Applied Physics, Vol. 52, Issue 41
DOI: 10.1088/1361-6463/ab31cb

Artificial synaptic device based on a multiferroic heterostructure
journal, September 2019

Lu, Pei-Pei; Shen, Jian-Xin; Shang, Da-Shan
Journal of Physics D: Applied Physics, Vol. 52, Issue 46
DOI: 10.1088/1361-6463/ab3b33

Synaptic functions and a memristive mechanism on Pt/AlO _x /HfO _x /TiN bilayer-structure memristors
journal, November 2019

Liu, Chang; Wang, Lai-Guo; Cao, Yan-Qiang
Journal of Physics D: Applied Physics, Vol. 53, Issue 3
DOI: 10.1088/1361-6463/ab4e70

Single- and double-gate synaptic transistor with TaO _x gate insulator and IGZO channel layer
journal, November 2018

Beom, Keonwon; Yang, Paul; Park, Daehoon
Nanotechnology, Vol. 30, Issue 2
DOI: 10.1088/1361-6528/aae8d2

Design of defect-chemical properties and device performance in memristive systems
journal, May 2020

Lübben, M.; Cüppers, F.; Mohr, J.
Science Advances, Vol. 6, Issue 19
DOI: 10.1126/sciadv.aaz9079

Analog Switching and Artificial Synaptic Behavior of Ag/SiOx:Ag/TiOx/p++-Si Memristor Device
journal, January 2020

Ilyas, Nasir; Li, Dongyang; Li, Chunmei
Nanoscale Research Letters, Vol. 15, Issue 1
DOI: 10.1186/s11671-020-3249-7

Truly Electroforming-Free and Low-Energy Memristors with Preconditioned Conductive Tunneling Paths
journal, August 2017

Yoon, Jung Ho; Zhang, Jiaming; Ren, Xiaochen
Advanced Functional Materials, Vol. 27, Issue 35
DOI: 10.1002/adfm.201702010

An Artificial Sensory Neuron with Tactile Perceptual Learning
journal, June 2018

Wan, Changjin; Chen, Geng; Fu, Yangming
Advanced Materials, Vol. 30, Issue 30
DOI: 10.1002/adma.201801291

Multifunctional Nanoionic Devices Enabling Simultaneous Heterosynaptic Plasticity and Efficient In-Memory Boolean Logic
journal, May 2017

Yang, Yuchao; Yin, Minghui; Yu, Zhizhen
Advanced Electronic Materials, Vol. 3, Issue 7
DOI: 10.1002/aelm.201700032

Threshold Switching in Single Metal‐Oxide Nanobelt Devices Emulating an Artificial Nociceptor
journal, November 2019

Xiao, Ming; Shen, Daozhi; Futscher, Moritz H.
Advanced Electronic Materials, Vol. 6, Issue 1
DOI: 10.1002/aelm.201900595

Probing nanoscale oxygen ion motion in memristive systems
journal, May 2017

Yang, Yuchao; Zhang, Xiaoxian; Qin, Liang
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/ncomms15173

An artificial nociceptor based on a diffusive memristor
journal, January 2018

Yoon, Jung Ho; Wang, Zhongrui; Kim, Kyung Min
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-017-02572-3

Emergent dynamics of neuromorphic nanowire networks
journal, October 2019

Diaz-Alvarez, Adrian; Higuchi, Rintaro; Sanz-Leon, Paula
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-51330-6

Physical mechanism for the synapse behaviour of WTiO _x -based memristors
journal, January 2019

Zhang, Hengjie; Cheng, Chuantong; Zhang, Huan
Physical Chemistry Chemical Physics, Vol. 21, Issue 42
DOI: 10.1039/c9cp05060d

Perspective: Uniform switching of artificial synapses for large-scale neuromorphic arrays
journal, December 2018

Tan, Scott H.; Lin, Peng; Yeon, Hanwool
APL Materials, Vol. 6, Issue 12
DOI: 10.1063/1.5049137

Modulating metallic conductive filaments via bilayer oxides in resistive switching memory
journal, May 2019

Sun, Y. M.; Song, C.; Yin, J.
Applied Physics Letters, Vol. 114, Issue 19
DOI: 10.1063/1.5098382

Avalanches and criticality in self-organized nanoscale networks
journal, November 2019

Mallinson, J. B.; Shirai, S.; Acharya, S. K.
Science Advances, Vol. 5, Issue 11
DOI: 10.1126/sciadv.aaw8438

Dynamics analysis of a fractional-order delayed SBT memristive chaotic system without equilibrium points
journal, September 2019

Ding, Dawei; Weng, Yecui
The European Physical Journal Plus, Vol. 134, Issue 9
DOI: 10.1140/epjp/i2019-12688-8

On the Application of a Diffusive Memristor Compact Model to Neuromorphic Circuits
journal, July 2019

Cisternas Ferri, Agustín; Rapoport, Alan; Fierens, Pablo I.
Materials, Vol. 12, Issue 14
DOI: 10.3390/ma12142260

Memristors for the Curious Outsiders
journal, December 2018

Caravelli, Francesco; Carbajal, Juan
Technologies, Vol. 6, Issue 4
DOI: 10.3390/technologies6040118

Ultra compact electrochemical metallization cells offering reproducible atomic scale memristive switching
text, January 2019

Cheng, Bojun; Emboras, Alexandros; Salamin, Yannick
ETH Zurich
DOI: 10.3929/ethz-b-000336519

Multifunctional Optoelectronic Device Based on Resistive Switching Effects
book, August 2018

Tan, Hongwei; Liu, Gang; Li, Run-Wei
Recent Development in Optoelectronic Devices
DOI: 10.5772/intechopen.74826

Anatomy of Ag/Hafnia-Based Selectors with 10 ¹⁰ Nonlinearity
journal, January 2017

Midya, Rivu; Wang, Zhongrui; Zhang, Jiaming
Advanced Materials, Vol. 29, Issue 12
DOI: 10.1002/adma.201604457

Breaking the Current-Retention Dilemma in Cation-Based Resistive Switching Devices Utilizing Graphene with Controlled Defects
journal, February 2018

Zhao, Xiaolong; Ma, Jun; Xiao, Xiangheng
Advanced Materials, Vol. 30, Issue 14
DOI: 10.1002/adma.201705193

Mediating Short-Term Plasticity in an Artificial Memristive Synapse by the Orientation of Silica Mesopores
journal, March 2018

Li, Bin; Liu, Yaqing; Wan, Changjin
Advanced Materials, Vol. 30, Issue 16
DOI: 10.1002/adma.201706395

A MoS ₂ /PTCDA Hybrid Heterojunction Synapse with Efficient Photoelectric Dual Modulation and Versatility
journal, September 2018

Wang, Shuiyuan; Chen, Chunsheng; Yu, Zhihao
Advanced Materials, Vol. 31, Issue 3
DOI: 10.1002/adma.201806227

Functional Oxides for Photoneuromorphic Engineering: Toward a Solar Brain
journal, June 2019

Pérez‐Tomás, Amador
Advanced Materials Interfaces, Vol. 6, Issue 15
DOI: 10.1002/admi.201900471

Emerging Artificial Synaptic Devices for Neuromorphic Computing
journal, February 2019

Wan, Qingzhou; Sharbati, Mohammad T.; Erickson, John R.
Advanced Materials Technologies, Vol. 4, Issue 4
DOI: 10.1002/admt.201900037

Energy-Efficient Organic Ferroelectric Tunnel Junction Memristors for Neuromorphic Computing
journal, January 2019

Majumdar, Sayani; Tan, Hongwei; Qin, Qi Hang
Advanced Electronic Materials, Vol. 5, Issue 3
DOI: 10.1002/aelm.201800795

Scalable 3D Ta:SiO _x Memristive Devices
journal, November 2018

Jiang, Hao; Li, Can; Lin, Peng
Advanced Electronic Materials, Vol. 5, Issue 9
DOI: 10.1002/aelm.201800958

A Fully Printed Flexible MoS ₂ Memristive Artificial Synapse with Femtojoule Switching Energy
journal, September 2019

Feng, Xuewei; Li, Yida; Wang, Lin
Advanced Electronic Materials, Vol. 5, Issue 12
DOI: 10.1002/aelm.201900740

Emulation of Learning and Memory Behaviors by Memristor Based on Ag Migration on 2D MoS ₂ Surface
journal, April 2019

Yin, Siqi; Luo, Zhaochu; Li, Qian
physica status solidi (a), Vol. 216, Issue 14
DOI: 10.1002/pssa.201900104

Photonic Synapses for Ultrahigh‐Speed Neuromorphic Computing
journal, May 2019

Zhuge, Xia; Wang, Jingrui; Zhuge, Fei
physica status solidi (RRL) – Rapid Research Letters, Vol. 13, Issue 9
DOI: 10.1002/pssr.201900082

Near-Infrared Annihilation of Conductive Filaments in Quasiplane MoSe ₂ /Bi ₂ Se ₃ Nanosheets for Mimicking Heterosynaptic Plasticity
journal, January 2019

Wang, Yan; Yang, Jing; Wang, Zhanpeng
Small, Vol. 15, Issue 7
DOI: 10.1002/smll.201805431

Analog–Digital Hybrid Memristive Devices for Image Pattern Recognition with Tunable Learning Accuracy and Speed
journal, April 2019

Lin, Ya; Wang, Cong; Ren, Yanyun
Small Methods, Vol. 3, Issue 10
DOI: 10.1002/smtd.201900160

Diverse spike-timing-dependent plasticity based on multilevel HfO x memristor for neuromorphic computing
journal, May 2018

Lu, Ke; Li, Yi; He, Wei-Fan
Applied Physics A, Vol. 124, Issue 6
DOI: 10.1007/s00339-018-1847-3

Implementation of multilayer perceptron network with highly uniform passive memristive crossbar circuits
journal, June 2018

Bayat, F. Merrikh; Prezioso, M.; Chakrabarti, B.
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-04482-4

Graphene/h-BN Heterostructures for Vertical Architecture of RRAM Design
journal, August 2017

Huang, Yi-Jen; Lee, Si-Chen
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/s41598-017-08939-2

Handwritten-Digit Recognition by Hybrid Convolutional Neural Network based on HfO2 Memristive Spiking-Neuron
journal, August 2018

Wang, J. J.; Hu, S. G.; Zhan, X. T.
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-30768-0

Binarized Neural Network with Silicon Nanosheet Synaptic Transistors for Supervised Pattern Classification
journal, August 2019

Kim, Sungho; Choi, Bongsik; Yoon, Jinsu
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-48048-w

Chemically addressed switching measurements in graphene electrode memristive devices using in situ XPS
journal, January 2019

Köymen, Itır; Aydoğan Göktürk, Pınar; Kocabaş, Coşkun
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00129d

Synaptic behaviors of thin-film transistor with a Pt/HfO _x /n-type indium–gallium–zinc oxide gate stack
journal, May 2018

Yang, Paul; Park, Daehoon; Beom, Keonwon
Nanotechnology, Vol. 29, Issue 29
DOI: 10.1088/1361-6528/aac17e

Modulating the filament rupture degree of threshold switching device for self-selective and low-current nonvolatile memory application
journal, January 2020

Zhao, Xiaolong; Niu, Jiebin; Yang, Yang
Nanotechnology, Vol. 31, Issue 14
DOI: 10.1088/1361-6528/ab647d

Synthesis of large-area multilayer hexagonal boron nitride sheets on iron substrates and its use in resistive switching devices
journal, June 2018

Hui, Fei; Villena, Marco A.; Fang, Wenjing
2D Materials, Vol. 5, Issue 3
DOI: 10.1088/2053-1583/aac615

Biological plausibility and stochasticity in scalable VO2 active memristor neurons
text, January 2018

Yi, Wei; Tsang, Kenneth K.; Lam, Stephen K.
arXiv
DOI: 10.48550/arxiv.1809.07867

Tuning a binary ferromagnet into a multi-state synapse with spin-orbit torque induced plasticity
text, January 2018

Cao, Yi; Rushforth, Andrew; Sheng, Yu
arXiv
DOI: 10.48550/arxiv.1810.09064

A Threshold Switching Selector Based on Highly Ordered Ag Nanodots for X‐Point Memory Applications
journal, March 2019

Hua, Qilin; Wu, Huaqiang; Gao, Bin
Advanced Science, Vol. 6, Issue 10
DOI: 10.1002/advs.201900024

Light Driven Active Transition of Switching Modes in Homogeneous Oxides/Graphene Heterostructure
journal, April 2019

Chen, Xiaoli; Zeng, Kelin; Zhu, Xin
Advanced Science, Vol. 6, Issue 11
DOI: 10.1002/advs.201900213

Low‐Voltage Oscillatory Neurons for Memristor‐Based Neuromorphic Systems
journal, August 2019

Hua, Qilin; Wu, Huaqiang; Gao, Bin
Global Challenges, Vol. 3, Issue 11
DOI: 10.1002/gch2.201900015

Probing nanoscale oxygen ion motion in memristive systems
journal, May 2017

Yang, Yuchao; Zhang, Xiaoxian; Qin, Liang
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/ncomms15173

Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors
journal, June 2017

Li, Can; Han, Lili; Jiang, Hao
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/ncomms15666

Flexible three-dimensional artificial synapse networks with correlated learning and trainable memory capability
journal, September 2017

Wu, Chaoxing; Kim, Tae Whan; Choi, Hwan Young
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/s41467-017-00803-1

A novel true random number generator based on a stochastic diffusive memristor
journal, October 2017

Jiang, Hao; Belkin, Daniel; Savel’ev, Sergey E.
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/s41467-017-00869-x

An artificial nociceptor based on a diffusive memristor
journal, January 2018

Yoon, Jung Ho; Wang, Zhongrui; Kim, Kyung Min
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-017-02572-3

Neuromorphic computing with multi-memristive synapses
journal, June 2018

Boybat, Irem; Le Gallo, Manuel; Nandakumar, S. R.
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-04933-y

Capacitive neural network with neuro-transistors
journal, August 2018

Wang, Zhongrui; Rao, Mingyi; Han, Jin-Woo
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-05677-5

Artificial optic-neural synapse for colored and color-mixed pattern recognition
journal, November 2018

Seo, Seunghwan; Jo, Seo-Hyeon; Kim, Sungho
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-07572-5

Spike-timing-dependent plasticity learning of coincidence detection with passively integrated memristive circuits
journal, December 2018

Prezioso, M.; Mahmoodi, M. R.; Bayat, F. Merrikh
Nature Communications, Vol. 9, Issue 1
DOI: 10.1038/s41467-018-07757-y

Surface diffusion-limited lifetime of silver and copper nanofilaments in resistive switching devices
journal, January 2019

Wang, Wei; Wang, Ming; Ambrosi, Elia
Nature Communications, Vol. 10, Issue 1
DOI: 10.1038/s41467-018-07979-0

Understanding memristive switching via in situ characterization and device modeling
journal, August 2019

Sun, Wen; Gao, Bin; Chi, Miaofang
Nature Communications, Vol. 10, Issue 1
DOI: 10.1038/s41467-019-11411-6

Toward a generalized Bienenstock-Cooper-Munro rule for spatiotemporal learning via triplet-STDP in memristive devices
journal, March 2020

Wang, Zhongqiang; Zeng, Tao; Ren, Yanyun
Nature Communications, Vol. 11, Issue 1
DOI: 10.1038/s41467-020-15158-3

Sub-nanosecond memristor based on ferroelectric tunnel junction
journal, March 2020

Ma, Chao; Luo, Zhen; Huang, Weichuan
Nature Communications, Vol. 11, Issue 1
DOI: 10.1038/s41467-020-15249-1

Time-decay Memristive Behavior and diffusive dynamics in one forget process operated by a 3D vertical Pt/Ta2O5−x/W device
journal, April 2017

Wang, Qi; He, Deyan
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/s41598-017-00985-0

Graphene/h-BN Heterostructures for Vertical Architecture of RRAM Design
journal, August 2017

Huang, Yi-Jen; Lee, Si-Chen
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/s41598-017-08939-2

Compliance-Free, Digital SET and Analog RESET Synaptic Characteristics of Sub-Tantalum Oxide Based Neuromorphic Device
journal, January 2018

Abbas, Yawar; Jeon, Yu-Rim; Sokolov, Andrey Sergeevich
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-19575-9

Impact of Synaptic Device Variations on Pattern Recognition Accuracy in a Hardware Neural Network
journal, February 2018

Kim, Sungho; Lim, Meehyun; Kim, Yeamin
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-21057-x

Electrochemical metallization cell with solid phase tunable Ge2Sb2Te5 electrolyte
journal, August 2018

Zhang, Ziyang; Wang, Yaoyuan; Wang, Guanghan
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-29778-9

Electrochemical metallization cell with anion supplying active electrode
journal, August 2018

Zhang, Ziyang; Wang, Yaoyuan; Luo, Yan
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-30746-6

Handwritten-Digit Recognition by Hybrid Convolutional Neural Network based on HfO2 Memristive Spiking-Neuron
journal, August 2018

Wang, J. J.; Hu, S. G.; Zhan, X. T.
Scientific Reports, Vol. 8, Issue 1
DOI: 10.1038/s41598-018-30768-0

Emergent dynamics of neuromorphic nanowire networks
journal, October 2019

Diaz-Alvarez, Adrian; Higuchi, Rintaro; Sanz-Leon, Paula
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-51330-6

Time and rate dependent synaptic learning in neuro-mimicking resistive memories
journal, October 2019

Ahmed, Taimur; Walia, Sumeet; Mayes, Edwin L. H.
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-51700-0

Diffusive Memristive Switching on the Nanoscale, from Individual Nanoparticles towards Scalable Nanocomposite Devices
journal, November 2019

Vahl, Alexander; Carstens, Niko; Strunskus, Thomas
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-53720-2

Spike-shape dependence of the spike-timing dependent synaptic plasticity in ferroelectric-tunnel-junction synapses
journal, November 2019

Stoliar, P.; Yamada, H.; Toyosaki, Y.
Scientific Reports, Vol. 9, Issue 1
DOI: 10.1038/s41598-019-54215-w

A caloritronics-based Mott neuristor
journal, March 2020

del Valle, Javier; Salev, Pavel; Kalcheim, Yoav
Scientific Reports, Vol. 10, Issue 1
DOI: 10.1038/s41598-020-61176-y

Sputtering-deposited amorphous SrVOx-based memristor for use in neuromorphic computing
journal, April 2020

Lee, Tae-Ju; Kim, Su-Kyung; Seong, Tae-Yeon
Scientific Reports, Vol. 10, Issue 1
DOI: 10.1038/s41598-020-62642-3

An efficient analog Hamming distance comparator realized with a unipolar memristor array: a showcase of physical computing
journal, January 2017

Ge, Ning; Yoon, Jung Ho; Hu, Miao
Scientific Reports, Vol. 7, Issue 1
DOI: 10.1038/srep40135

Computing of temporal information in spiking neural networks with ReRAM synapses
journal, January 2019

Wang, W.; Pedretti, G.; Milo, V.
Faraday Discussions, Vol. 213
DOI: 10.1039/c8fd00097b

Memristive stochastic plasticity enables mimicking of neural synchrony: Memristive circuit emulates an optical illusion
journal, October 2017

Ignatov, Marina; Ziegler, Martin; Hansen, Mirko
Science Advances, Vol. 3, Issue 10
DOI: 10.1126/sciadv.1700849

Learning of spatiotemporal patterns in a spiking neural network with resistive switching synapses
journal, September 2018

Wang, Wei; Pedretti, Giacomo; Milo, Valerio
Science Advances, Vol. 4, Issue 9
DOI: 10.1126/sciadv.aat4752

Avalanches and criticality in self-organized nanoscale networks
journal, November 2019

Mallinson, J. B.; Shirai, S.; Acharya, S. K.
Science Advances, Vol. 5, Issue 11
DOI: 10.1126/sciadv.aaw8438

On the Application of a Diffusive Memristor Compact Model to Neuromorphic Circuits
journal, July 2019

Cisternas Ferri, Agustín; Rapoport, Alan; Fierens, Pablo I.
Materials, Vol. 12, Issue 14
DOI: 10.3390/ma12142260

Memristive and CMOS Devices for Neuromorphic Computing
journal, January 2020

Milo, Valerio; Malavena, Gerardo; Monzio Compagnoni, Christian
Materials, Vol. 13, Issue 1
DOI: 10.3390/ma13010166

A Review: Preparation, Performance, and Applications of Silicon Oxynitride Film
journal, August 2019

Shi, Yue; He, Liang; Guang, Fangcao
Micromachines, Vol. 10, Issue 8
DOI: 10.3390/mi10080552

Wearable Intrinsically Soft, Stretchable, Flexible Devices for Memories and Computing
journal, January 2018

Rajan, Krishna; Garofalo, Erik; Chiolerio, Alessandro
Sensors, Vol. 18, Issue 2
DOI: 10.3390/s18020367

Nanosystems, Edge Computing, and the Next Generation Computing Systems
journal, September 2019

Passian, Ali; Imam, Neena
Sensors, Vol. 19, Issue 18
DOI: 10.3390/s19184048

A Photoelectric-Stimulated MoS ₂ Transistor for Neuromorphic Engineering
journal, November 2019

Wang, Shuiyuan; Hou, Xiang; Liu, Lan
Research, Vol. 2019
DOI: 10.34133/2019/1618798

Biological plausibility and stochasticity in scalable VO2 active memristor neurons
text, January 2018

Yi, Wei; Tsang, Kenneth K.; Lam, Stephen K.
arXiv
DOI: 10.48550/arxiv.1809.07867

Similar Records in DOE PAGES and OSTI.GOV collections:

A Soft-Matter Biomolecular Memristor Synapse for Neuromorphic Systems

Conference Weiss, Ryan ; Najem, Joseph S. ; Hasan, Md Sakib ; ...

The goal of neuromorphic computing is to recreate the computational power and efficiency of the human brain with circuitry. The ability of the brain to solve complex real time tasks, while consuming 20 W of power on average, is made possible through its connection density, adaptability, and parallel processing. Recreating these features using traditional electronics circuit elements is incredibly difficult, and therefore, soft-matter memristors made of biomolecules similar to those found in biological synapses and capable of emulating various synaptic features can be used as neuromorphic hardware. In this work, we introduce and experimentally demonstrate an electronic neuron circuit capablemore »« less
https://doi.org/10.1109/BIOCAS.2018.8584668

Full Text Available
Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes

Journal Article Najem, Joseph S. ; Taylor, Graham J. ; Armendarez, Nick ; ... - Journal of Visualized Experiments

The ability to recreate synaptic functionalities in synthetic circuit elements is essential for neuromorphic computing systems that seek to emulate the cognitive powers of the brain with comparable efficiency and density. To date, silicon-based three-terminal transistors and two-terminal memristors have been widely used in neuromorphic circuits, in large part due to their ability to co-locate information processing and memory. Yet these devices cannot achieve the interconnectivity and complexity of the brain because they are power-hungry, fail to mimic key synaptic functionalities, and suffer from high noise and high switching voltages. To overcome these limitations, we have developed and characterized amore »« less
Cited by 6
https://doi.org/10.3791/58998

Full Text Available
Memristive Ion Channel-Doped Biomembranes as Synaptic Mimics

Journal Article Najem, Joseph S. ; Taylor, Graham J. ; Weiss, Ryan J. ; ... - ACS Nano

Solid-state neuromorphic systems based on transistors or memristors have yet to achieve the interconnectivity, performance, and energy efficiency of the brain due to excessive noise, undesirable material properties, and nonbiological switching mechanisms. Here in this work, we demonstrate that an alamethicin-doped, synthetic biomembrane exhibits memristive behavior, emulates key synaptic functions including paired-pulse facilitation and depression, and enables learning and computing. Unlike state-of-the-art devices, our two-terminal, biomolecular memristor features similar structure (biomembrane), switching mechanism (ion channels), and ionic transport modality as biological synapses while operating at considerably lower power. The reversible and volatile voltage-driven insertion of alamethicin peptides into an insulatingmore »« less
Cited by 73
https://doi.org/10.1021/acsnano.8b01282

Full Text Available
A Twin Memristor Synapse for Spike Timing Dependent Learning in Neuromorphic Systems

Conference Adnan, Md Musabbir ; Sayyaparaju, Sagarvarma ; Rose, Garrett ; ...

Neuromorphic systems consist of a framework of spiking neurons interconnected via plastic synaptic junctures. The discovery of a two terminal passive nanoscale memristive device has spurred great interest in the realization of memristive plastic synapses in neural networks. In this work, a synapse structure is presented that utilizes a pair of memristors, to implement both positive and negative weights. The working scheme of this synapse as an electrical interlink between neurons is explained, and the relative timing of their spiking events is analyzed, which leads to a modulation of the synaptic weight in accordance with the spike-timing-dependent plasticity (STDP) rule.more »« less
https://doi.org/10.1109/SOCC.2018.8618553

Full Text Available
Biomimetic, Soft-Material Synapse for Neuromorphic Computing: from Device to Network

Conference Sakib hasan, Md ; Schuman, Catherine ; Najem, Joseph S. ; ...

Neuromorphic computing refers to a variety of brain-inspired computers, devices, and models inspired by the interconnectivity, performance, and energy efficiency of the human brain. Unlike the ubiquitous von Neumann computer architectures with complex processor cores and sequential computation, biological neurons and synapses operate by storing and processing information simultaneously with the capacity of flexible adaptation resulting in massive computational capability with much less power consumption. The search for a synaptic material which can closely imitate bio-synapse has led to an alamethicin-doped, synthetic biomembrane which can emulate key synaptic functions due to generic memristive property enabling learning and computation. This two-terminal,more »« less
Full Text Available

Similar Records

Title: Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

Abstract

Citation Formats

Synaptic Learning and Memory Functions Achieved Using Oxygen Ion Migration/Diffusion in an Amorphous InGaZnO Memristor journal, April 2012

Stability and migration of small copper clusters in amorphous dielectrics journal, May 2015

Synaptic Dynamics in Analog VLSI journal, October 2007

Nanoionics-based resistive switching memories journal, November 2007

Nucleation and growth phenomena in nanosized electrochemical systems for resistive switching memories journal, October 2012

Liquid-like pseudoelasticity of sub-10-nm crystalline silver particles journal, October 2014

Real-Time Observation on Dynamic Growth/Dissolution of Conductive Filaments in Oxide-Electrolyte-Based ReRAM journal, March 2012

Quantized conductance coincides with state instability and excess noise in tantalum oxide memristors journal, April 2016

Threshold Selector With High Selectivity and Steep Slope for Cross-Point Memory Array journal, July 2015

Effects of Moisture on the Switching Characteristics of Oxide-Based, Gapless-Type Atomic Switches journal, October 2011

Nanoscale electrochemistry using dielectric thin films as solid electrolytes journal, January 2016

Short-Term Synaptic Plasticity journal, March 2002

An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation journal, August 2011

Memristive circuits simulate memcapacitors and meminductors journal, January 2010

Observation of conducting filament growth in nanoscale resistive memories journal, January 2012

Training and operation of an integrated neuromorphic network based on metal-oxide memristors journal, May 2015

Biorealistic Implementation of Synaptic Functions with Oxide Memristors through Internal Ionic Dynamics journal, June 2015

Short-term memory of TiO 2 -based electrochemical capacitors: empirical analysis with adoption of a sliding threshold journal, September 2013

Bipolar Electrochemical Mechanism for Mass Transfer in Nanoionic Resistive Memories journal, March 2014

Real-Time In Situ HRTEM-Resolved Resistance Switching of Ag 2 S Nanoscale Ionic Conductor journal, March 2010

Quantized conductance atomic switch journal, January 2005

Neuronal calcium sensor proteins: generating diversity in neuronal Ca2+ signalling journal, March 2007

Volatile resistance states in electrochemical metallization cells enabling non-destructive readout of complementary resistive switches journal, September 2014

Nanofilament Formation and Regeneration During Cu/Al 2 O 3 Resistive Memory Switching journal, May 2015

LTP and LTD journal, September 2004

A single-transistor silicon synapse journal, January 1996

Calcium Channel Regulation and Presynaptic Plasticity journal, September 2008

Systematics of metal-insulator interfacial energies: A new rule for wetting and strong catalyst-support interactions journal, March 1983

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule journal, July 2008

Memristor-The missing circuit element journal, January 1971

The theory of Ostwald ripening journal, January 1985

Nanoscale Memristor Device as Synapse in Neuromorphic Systems journal, April 2010

An essential role for protein phosphatases in hippocampal long-term depression journal, August 1993

Atomic Switch: Atom/Ion Movement Controlled Devices for Beyond Von-Neumann Computers journal, September 2011

Atomically controlled electrochemical nucleation at superionic solid electrolyte surfaces journal, April 2012

Nanoscale cation motion in TaOx, HfOx and TiOx memristive systems journal, September 2015

A VLSI Array of Low-Power Spiking Neurons and Bistable Synapses With Spike-Timing Dependent Plasticity journal, January 2006

Filamentary Switching: Synaptic Plasticity through Device Volatility journal, January 2015

Experimental demonstration of associative memory with memristive neural networks journal, September 2010

Atomic structure of conducting nanofilaments in TiO2 resistive switching memory journal, January 2010

Short-term plasticity and long-term potentiation mimicked in single inorganic synapses journal, June 2011

Calcium Signaling journal, December 2007

Experimental Demonstration of a Second-Order Memristor and Its Ability to Biorealistically Implement Synaptic Plasticity journal, February 2015

Electrochemical dynamics of nanoscale metallic inclusions in dielectrics journal, June 2014

Short-Term Frequency-Dependent Plasticity at Recurrent Mossy Fiber Synapses of the Epileptic Brain journal, June 2003

Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type journal, December 1998

Synaptic dynamics in analog VLSI text, January 2007

Short-term synaptic plasticity journal, January 2013

Calcium Signaling journal, July 2012

Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications journal, December 2017

Novel Electronics for Flexible and Neuromorphic Computing journal, July 2018

On the Limits of Scalpel AFM for the 3D Electrical Characterization of Nanomaterials journal, November 2018

Graphene Oxide Quantum Dots Based Memristors with Progressive Conduction Tuning for Artificial Synaptic Learning journal, August 2018

Reduced Graphene Oxide-Based Artificial Synapse Yarns for Wearable Textile Device Applications journal, August 2018

Accelerated Ionic Motion in Amorphous Memristor Oxides for Nonvolatile Memories and Neuromorphic Computing journal, December 2018

Tuning a Binary Ferromagnet into a Multistate Synapse with Spin–Orbit‐Torque‐Induced Plasticity journal, March 2019

Recent Advances in Ambipolar Transistors for Functional Applications journal, July 2019

Electrolyte‐Gated Synaptic Transistor with Oxygen Ions journal, May 2019

Emerging Scanning Probe–Based Setups for Advanced Nanoelectronic Research journal, August 2019

Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine journal, January 2018

Synergistic Gating of Electro‐Iono‐Photoactive 2D Chalcogenide Neuristors: Coexistence of Hebbian and Homeostatic Synaptic Metaplasticity journal, May 2018

Enhancing the Matrix Addressing of Flexible Sensory Arrays by a Highly Nonlinear Threshold Switch journal, July 2018

Synaptic Resistors for Concurrent Inference and Learning with High Energy Efficiency journal, February 2019

Spatiotemporal Information Processing Emulated by Multiterminal Neuro‐Transistor Networks journal, April 2019

Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges journal, September 2019

Processing Halide Perovskite Materials with Semiconductor Technology journal, April 2019

Photonic Memristor for Future Computing: A Perspective journal, August 2019

Light Driven Active Transition of Switching Modes in Homogeneous Oxides/Graphene Heterostructure journal, April 2019

Double-Layer-Stacked One Diode-One Resistive Switching Memory Crossbar Array with an Extremely High Rectification Ratio of 10 9 journal, May 2017

Recommended Methods to Study Resistive Switching Devices journal, September 2018

Artificial Neural Network (ANN) to Spiking Neural Network (SNN) Converters Based on Diffusive Memristors journal, November 2018

Stochastic Memory Devices for Security and Computing journal, November 2018

Memristive Synapses and Neurons for Bioinspired Computing journal, November 2018

Vertically Aligned WS 2 Layers for High‐Performing Memristors and Artificial Synapses journal, July 2019

Controllable and Stable Quantized Conductance States in a Pt/HfO x /ITO Memristor journal, November 2019

2D Layered Materials for Memristive and Neuromorphic Applications journal, December 2019

Solution‐Processed Polymer Thin‐Film Memristors with an Electrochromic Feature and Frequency‐Dependent Synaptic Plasticity journal, July 2019

Synaptic Learning and Memory Functions Achieved Using Oxygen Ion Migration/Diffusion in an Amorphous InGaZnO Memristor
journal, April 2012

Stability and migration of small copper clusters in amorphous dielectrics
journal, May 2015

Synaptic Dynamics in Analog VLSI
journal, October 2007

Nanoionics-based resistive switching memories
journal, November 2007

Nucleation and growth phenomena in nanosized electrochemical systems for resistive switching memories
journal, October 2012

Liquid-like pseudoelasticity of sub-10-nm crystalline silver particles
journal, October 2014

Real-Time Observation on Dynamic Growth/Dissolution of Conductive Filaments in Oxide-Electrolyte-Based ReRAM
journal, March 2012

Quantized conductance coincides with state instability and excess noise in tantalum oxide memristors
journal, April 2016

Threshold Selector With High Selectivity and Steep Slope for Cross-Point Memory Array
journal, July 2015

Effects of Moisture on the Switching Characteristics of Oxide-Based, Gapless-Type Atomic Switches
journal, October 2011

Nanoscale electrochemistry using dielectric thin films as solid electrolytes
journal, January 2016

Short-Term Synaptic Plasticity
journal, March 2002

An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation
journal, August 2011

Memristive circuits simulate memcapacitors and meminductors
journal, January 2010

Observation of conducting filament growth in nanoscale resistive memories
journal, January 2012

Training and operation of an integrated neuromorphic network based on metal-oxide memristors
journal, May 2015

Biorealistic Implementation of Synaptic Functions with Oxide Memristors through Internal Ionic Dynamics
journal, June 2015

Short-term memory of TiO ₂ -based electrochemical capacitors: empirical analysis with adoption of a sliding threshold
journal, September 2013

Bipolar Electrochemical Mechanism for Mass Transfer in Nanoionic Resistive Memories
journal, March 2014

Real-Time In Situ HRTEM-Resolved Resistance Switching of Ag ₂ S Nanoscale Ionic Conductor
journal, March 2010

Quantized conductance atomic switch
journal, January 2005

Neuronal calcium sensor proteins: generating diversity in neuronal Ca2+ signalling
journal, March 2007

Volatile resistance states in electrochemical metallization cells enabling non-destructive readout of complementary resistive switches
journal, September 2014

Nanofilament Formation and Regeneration During Cu/Al ₂ O ₃ Resistive Memory Switching
journal, May 2015

LTP and LTD
journal, September 2004

A single-transistor silicon synapse
journal, January 1996

Calcium Channel Regulation and Presynaptic Plasticity
journal, September 2008

Systematics of metal-insulator interfacial energies: A new rule for wetting and strong catalyst-support interactions
journal, March 1983

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule
journal, July 2008

Memristor-The missing circuit element
journal, January 1971

The theory of Ostwald ripening
journal, January 1985

Nanoscale Memristor Device as Synapse in Neuromorphic Systems
journal, April 2010

An essential role for protein phosphatases in hippocampal long-term depression
journal, August 1993

Atomic Switch: Atom/Ion Movement Controlled Devices for Beyond Von-Neumann Computers
journal, September 2011

Atomically controlled electrochemical nucleation at superionic solid electrolyte surfaces
journal, April 2012

Nanoscale cation motion in TaOx, HfOx and TiOx memristive systems
journal, September 2015

A VLSI Array of Low-Power Spiking Neurons and Bistable Synapses With Spike-Timing Dependent Plasticity
journal, January 2006

Filamentary Switching: Synaptic Plasticity through Device Volatility
journal, January 2015

Experimental demonstration of associative memory with memristive neural networks
journal, September 2010

Atomic structure of conducting nanofilaments in TiO2 resistive switching memory
journal, January 2010

Short-term plasticity and long-term potentiation mimicked in single inorganic synapses
journal, June 2011

Calcium Signaling
journal, December 2007

Experimental Demonstration of a Second-Order Memristor and Its Ability to Biorealistically Implement Synaptic Plasticity
journal, February 2015

Electrochemical dynamics of nanoscale metallic inclusions in dielectrics
journal, June 2014

Short-Term Frequency-Dependent Plasticity at Recurrent Mossy Fiber Synapses of the Epileptic Brain
journal, June 2003

Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type
journal, December 1998

Synaptic dynamics in analog VLSI
text, January 2007

Short-term synaptic plasticity
journal, January 2013

Calcium Signaling
journal, July 2012

Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications
journal, December 2017

Novel Electronics for Flexible and Neuromorphic Computing
journal, July 2018

On the Limits of Scalpel AFM for the 3D Electrical Characterization of Nanomaterials
journal, November 2018

Graphene Oxide Quantum Dots Based Memristors with Progressive Conduction Tuning for Artificial Synaptic Learning
journal, August 2018

Reduced Graphene Oxide-Based Artificial Synapse Yarns for Wearable Textile Device Applications
journal, August 2018

Accelerated Ionic Motion in Amorphous Memristor Oxides for Nonvolatile Memories and Neuromorphic Computing
journal, December 2018

Tuning a Binary Ferromagnet into a Multistate Synapse with Spin–Orbit‐Torque‐Induced Plasticity
journal, March 2019

Recent Advances in Ambipolar Transistors for Functional Applications
journal, July 2019

Electrolyte‐Gated Synaptic Transistor with Oxygen Ions
journal, May 2019

Emerging Scanning Probe–Based Setups for Advanced Nanoelectronic Research
journal, August 2019

Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine
journal, January 2018

Synergistic Gating of Electro‐Iono‐Photoactive 2D Chalcogenide Neuristors: Coexistence of Hebbian and Homeostatic Synaptic Metaplasticity
journal, May 2018

Enhancing the Matrix Addressing of Flexible Sensory Arrays by a Highly Nonlinear Threshold Switch
journal, July 2018

Synaptic Resistors for Concurrent Inference and Learning with High Energy Efficiency
journal, February 2019

Spatiotemporal Information Processing Emulated by Multiterminal Neuro‐Transistor Networks
journal, April 2019

Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges
journal, September 2019

Processing Halide Perovskite Materials with Semiconductor Technology
journal, April 2019

Photonic Memristor for Future Computing: A Perspective
journal, August 2019

Light Driven Active Transition of Switching Modes in Homogeneous Oxides/Graphene Heterostructure
journal, April 2019

Double-Layer-Stacked One Diode-One Resistive Switching Memory Crossbar Array with an Extremely High Rectification Ratio of 10 ⁹
journal, May 2017

Recommended Methods to Study Resistive Switching Devices
journal, September 2018

Artificial Neural Network (ANN) to Spiking Neural Network (SNN) Converters Based on Diffusive Memristors
journal, November 2018

Stochastic Memory Devices for Security and Computing
journal, November 2018

Memristive Synapses and Neurons for Bioinspired Computing
journal, November 2018

Vertically Aligned WS ₂ Layers for High‐Performing Memristors and Artificial Synapses
journal, July 2019

Controllable and Stable Quantized Conductance States in a Pt/HfO _x /ITO Memristor
journal, November 2019

2D Layered Materials for Memristive and Neuromorphic Applications
journal, December 2019

Solution‐Processed Polymer Thin‐Film Memristors with an Electrochromic Feature and Frequency‐Dependent Synaptic Plasticity
journal, July 2019

A Stateful Logic Family Based on a New Logic Primitive Circuit Composed of Two Antiparallel Bipolar Memristors
journal, December 2019

Dual‐Functional Nonvolatile and Volatile Memory in Resistively Switching Indium Tin Oxide/HfO x Devices
journal, October 2019

Overview of Resistive Random Access Memory (RRAM): Materials, Filament Mechanisms, Performance Optimization, and Prospects
journal, May 2019