Challenges in materials and devices for resistive-switching-based neuromorphic computing

Criticality in the Brain: Evidence and Implications for Neuromorphic Computing

(2018) J. Trastoy et al.   ACS Chemical Neuroscience

Silicon Oxide (SiO x ): A Promising Material for Resistance Switching?

(2018) Adnan Mehonic et al.   ADVANCED MATERIALS

Exploiting Memristors for Compressive Sampling of Sensory Signals

(2018) Fengyu Qian et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

Enhanced metal–insulator transition in V2O3 by thermal quenching after growth

(2018) J. Trastoy et al.   JOURNAL OF MATERIALS SCIENCE

Equivalent-accuracy accelerated neural-network training using analogue memory

(2018) Stefano Ambrogio et al.   NATURE

SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations

(2018) Shinhyun Choi et al.   NATURE MATERIALS

Implementation of multilayer perceptron network with highly uniform passive memristive crossbar circuits

(2018) F. Merrikh Bayat et al.   Nature Communications

Efficient and self-adaptive in-situ learning in multilayer memristor neural networks

(2018) Can Li et al.   Nature Communications

First demonstration of “Leaky Integrate and Fire” artificial neuron behavior on (V0.95Cr0.05)2O3 thin film

(2018) Coline Adda et al.   MRS Communications

Ultralow power artificial synapses using nanotextured magnetic Josephson junctions

(2018) Michael L. Schneider et al.   Science Advances

Analysis of the row grounding technique in a memristor-based crossbar array

(2017) Alexander Dozortsev et al.   INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS

Coexistence of bipolar and unipolar resistive switching characteristics of thin TiO 2 film grown on Cu foil substrate for flexible nonvolatile memory device

(2017) Hongjun Wang et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Improvement of SET variability in TaO x based resistive RAM devices

(2017) Alexander Schönhals et al.   NANOTECHNOLOGY

Neuromorphic computing with nanoscale spintronic oscillators

(2017) Jacob Torrejon et al.   NATURE

Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing

(2017) Suhas Kumar et al.   NATURE

A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing

(2017) Yoeri van de Burgt et al.   NATURE MATERIALS

Sparse coding with memristor networks

(2017) Patrick M. Sheridan et al.   Nature Nanotechnology

Phase-change materials for non-volatile photonic applications

(2017) M. Wuttig et al.   Nature Photonics

Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors

(2017) Can Li et al.   Nature Communications

Reservoir computing using dynamic memristors for temporal information processing

(2017) Chao Du et al.   Nature Communications

Electrically Induced Multiple Metal-Insulator Transitions in Oxide Nanodevices

(2017) Javier del Valle et al.   Physical Review Applied

Superconducting Optoelectronic Circuits for Neuromorphic Computing

(2017) Jeffrey M. Shainline et al.   Physical Review Applied

Stochasticity Modeling in Memristors

(2016) Rawan Naous et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

CMOS compatible electrode materials selection in oxide-based memory devices

(2016) V. Y.-Q. Zhuo et al.   JOURNAL OF APPLIED PHYSICS

Threshold switching and electrical self-oscillation in niobium oxide films

(2016) Xinjun Liu et al.   JOURNAL OF APPLIED PHYSICS

Resistive switching characteristics in hafnium oxide, tantalum oxide and bilayer devices

(2016) Mi Ra Park et al.   MICROELECTRONIC ENGINEERING

Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

(2016) Zhongrui Wang et al.   NATURE MATERIALS

Stochastic phase-change neurons

(2016) Tomas Tuma et al.   Nature Nanotechnology

The rise of quantum materials

(2016)   Nature Physics

Conductive bridging random access memory—materials, devices and applications

(2016) Michael N Kozicki et al.   SEMICONDUCTOR SCIENCE AND TECHNOLOGY

Resistive switching memories based on metal oxides: mechanisms, reliability and scaling

(2016) Daniele Ielmini   SEMICONDUCTOR SCIENCE AND TECHNOLOGY

Shock Waves and Commutation Speed of Memristors

(2016) Shao Tang et al.   Physical Review X

Sub-10 nm Ta Channel Responsible for Superior Performance of a HfO2 Memristor

(2016) Hao Jiang et al.   Scientific Reports

Quantitative Mapping of Phase Coexistence in Mott-Peierls Insulator during Electronic and Thermally Driven Phase Transition

(2015) Himanshu Madan et al.   ACS Nano

Resistive Switching in Mott Insulators and Correlated Systems

(2015) Etienne Janod et al.   ADVANCED FUNCTIONAL MATERIALS

Resistance controllability and variability improvement in a TaOx-based resistive memory for multilevel storage application

(2015) A. Prakash et al.   APPLIED PHYSICS LETTERS

Unipolar resistive switching behavior of amorphous gallium oxide thin films for nonvolatile memory applications

(2015) D. Y. Guo et al.   APPLIED PHYSICS LETTERS

Tuning the resistive switching properties of TiO2−x films

(2015) N. Ghenzi et al.   APPLIED PHYSICS LETTERS

Nanofilament Formation and Regeneration During Cu/Al2O3 Resistive Memory Switching

(2015) William A. Hubbard et al.   NANO LETTERS

Manganite-based memristive heterojunction with tunable non-linear I–V characteristics

(2015) Hong-Sub Lee et al.   Nanoscale

Training and operation of an integrated neuromorphic network based on metal-oxide memristors

(2015) M. Prezioso et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Nanoscale cation motion in TaOx, HfOx and TiOx memristive systems

(2015) Anja Wedig et al.   Nature Nanotechnology

Effect of disorder on the metal-insulator transition of vanadium oxides: Local versus global effects

(2015) Juan Gabriel Ramirez et al.   PHYSICAL REVIEW B

Avalanches in vanadium sesquioxide nanodevices

(2015) Siming Wang et al.   PHYSICAL REVIEW B

Electric-Field-Driven Resistive Switching in the Dissipative Hubbard Model

(2015) Jiajun Li et al.   PHYSICAL REVIEW LETTERS

Direct evidence on Ta-Metal Phases Igniting Resistive Switching in TaOx Thin Film

(2015) Min Kyu Yang et al.   Scientific Reports

Data Clustering using Memristor Networks

(2015) Shinhyun Choi et al.   Scientific Reports

Tuning Resistive Switching Characteristics of Tantalum Oxide Memristors through Si Doping

(2014) Sungho Kim et al.   ACS Nano

Subnanosecond incubation times for electric-field-induced metallization of a correlated electron oxide

(2014) Justin S. Brockman et al.   Nature Nanotechnology

Nonthermal and purely electronic resistive switching in a Mott memory

(2014) P. Stoliar et al.   PHYSICAL REVIEW B

First-Order Insulator-to-Metal Mott Transition in the Paramagnetic 3D SystemGaTa4Se8

(2014) A. Camjayi et al.   PHYSICAL REVIEW LETTERS

Nonequilibrium dynamical mean-field theory and its applications

(2014) Hideo Aoki et al.   REVIEWS OF MODERN PHYSICS

Electrochemical dynamics of nanoscale metallic inclusions in dielectrics

(2014) Yuchao Yang et al.   Nature Communications

Universal Electric-Field-Driven Resistive Transition in Narrow-Gap Mott Insulators

(2013) Pablo Stoliar et al.   ADVANCED MATERIALS

Quantum-size effects in hafnium-oxide resistive switching

(2013) Shibing Long et al.   APPLIED PHYSICS LETTERS

Electrical breakdown in a V2O3device at the insulator-to-metal transition

(2013) S. Guénon et al.   EPL

Voltage-Triggered Ultrafast Phase Transition in Vanadium Dioxide Switches

(2013) You Zhou et al.   IEEE ELECTRON DEVICE LETTERS

State Dynamics and Modeling of Tantalum Oxide Memristors

(2013) John Paul Strachan et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Role of Thermal Heating on the Voltage Induced Insulator-Metal Transition inVO2

(2013) A. Zimmers et al.   PHYSICAL REVIEW LETTERS

Transition Metal Oxide Work Functions: The Influence of Cation Oxidation State and Oxygen Vacancies

(2012) Mark T. Greiner et al.   ADVANCED FUNCTIONAL MATERIALS

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

(2012) Qi Liu et al.   ADVANCED MATERIALS

Nanosecond threshold switching of GeTe6 cells and their potential as selector devices

(2012) M. Anbarasu et al.   APPLIED PHYSICS LETTERS

ReRAM technology; challenges and prospects

(2012) Hiro Akinaga et al.   IEICE Electronics Express

Understanding the resistive switching characteristics and mechanism in active SiOx-based resistive switching memory

(2012) Yao-Feng Chang et al.   JOURNAL OF APPLIED PHYSICS

Electrochemical metallization cells—blending nanoionics into nanoelectronics?

(2012) Wei Lu et al.   MRS BULLETIN

Electrically tailored resistance switching in silicon oxide

(2012) Adnan Mehonic et al.   NANOTECHNOLOGY

A scalable neuristor built with Mott memristors

(2012) Matthew D. Pickett et al.   NATURE MATERIALS

Two centuries of memristors

(2012) Themistoklis Prodromakis et al.   NATURE MATERIALS

Memristive devices for computing

(2012) J. Joshua Yang et al.   Nature Nanotechnology

Metal–Oxide RRAM

(2012) H.-S. Philip Wong et al.   PROCEEDINGS OF THE IEEE

Observation of conducting filament growth in nanoscale resistive memories

(2012) Yuchao Yang et al.   Nature Communications

Memory effects in complex materials and nanoscale systems

(2011) Yuriy V. Pershin et al.   ADVANCES IN PHYSICS

Understanding electroforming in bipolar resistive switching oxides

(2011) F. Gomez-Marlasca et al.   APPLIED PHYSICS LETTERS

On the stochastic nature of resistive switching in Cu doped Ge0.3Se0.7 based memory devices

(2011) R. Soni et al.   JOURNAL OF APPLIED PHYSICS

Adaptive oxide electronics: A review

(2011) Sieu D. Ha et al.   JOURNAL OF APPLIED PHYSICS

A Functional Hybrid Memristor Crossbar-Array/CMOS System for Data Storage and Neuromorphic Applications

(2011) Kuk-Hwan Kim et al.   NANO LETTERS

Electrochemical metallization memories—fundamentals, applications, prospects

(2011) Ilia Valov et al.   NANOTECHNOLOGY

TiO2—a prototypical memristive material

(2011) K Szot et al.   NANOTECHNOLOGY

Short-term plasticity and long-term potentiation mimicked in single inorganic synapses

(2011) Takeo Ohno et al.   NATURE MATERIALS

Interfacial phase-change memory

(2011) R. E. Simpson et al.   Nature Nanotechnology

Thermochemical resistive switching: materials, mechanisms, and scaling projections

(2011) Daniele Ielmini et al.   PHASE TRANSITIONS

Bipolar resistive switching of chromium oxide for resistive random access memory

(2011) Shih-Cheng Chen et al.   SOLID-STATE ELECTRONICS

Resistive switching characteristics of ytterbium oxide thin film for nonvolatile memory application

(2011) Hsueh-Chih Tseng et al.   THIN SOLID FILMS

Resistance switching properties of molybdenum oxide films

(2011) M Arita et al.   THIN SOLID FILMS

Real-Time In Situ HRTEM-Resolved Resistance Switching of Ag2S Nanoscale Ionic Conductor

(2010) Zhi Xu et al.   ACS Nano

Evidences of oxygen-mediated resistive-switching mechanism in TiN\HfO2\Pt cells

(2010) L. Goux et al.   APPLIED PHYSICS LETTERS

High switching endurance in TaOx memristive devices

(2010) J. Joshua Yang et al.   APPLIED PHYSICS LETTERS

Resistance switching in polycrystalline BiFeO3 thin films

(2010) Kuibo Yin et al.   APPLIED PHYSICS LETTERS

Nonpolar resistive switching in the Pt/MgO/Pt nonvolatile memory device

(2010) Hsin-Hung Huang et al.   APPLIED PHYSICS LETTERS

Unipolar Switching Behaviors of RTO $\hbox{WO}_{X}$ RRAM

(2010) W.C. Chien et al.   IEEE ELECTRON DEVICE LETTERS

Unipolar resistive switching behaviors in amorphous lutetium oxide films

(2010) Xu Gao et al.   JOURNAL OF APPLIED PHYSICS

Resistive Switches and Memories from Silicon Oxide

(2010) Jun Yao et al.   NANO LETTERS

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

Atomic structure of conducting nanofilaments in TiO2 resistive switching memory

(2010) Deok-Hwang Kwon et al.   Nature Nanotechnology

Mechanism for bipolar resistive switching in transition-metal oxides

(2010) M. J. Rozenberg et al.   PHYSICAL REVIEW B

Phase Change Memory

(2010) H.-S. Philip Wong et al.   PROCEEDINGS OF THE IEEE

Redox-Based Resistive Switching Memories - Nanoionic Mechanisms, Prospects, and Challenges

(2009) Rainer Waser et al.   ADVANCED MATERIALS

Bipolar resistive switching behavior in Ti/MnO2/Pt structure for nonvolatile memory devices

(2009) Min Kyu Yang et al.   APPLIED PHYSICS LETTERS

Nanosecond switching in GeTe phase change memory cells

(2009) G. Bruns et al.   APPLIED PHYSICS LETTERS

Phase Change Materials and Their Application to Nonvolatile Memories

(2009) Simone Raoux et al.   CHEMICAL REVIEWS

Resistive Switching in $\hbox{CeO}_{x}$ Films for Nonvolatile Memory Application

(2009) Xiao Sun et al.   IEEE ELECTRON DEVICE LETTERS

Forming-free colossal resistive switching effect in rare-earth-oxide Gd2O3 films for memristor applications

(2009) Xun Cao et al.   JOURNAL OF APPLIED PHYSICS

Selection of Optimized Materials for CBRAM Based on HT-XRD and Electrical Test Results

(2009) Rainer Bruchhaus et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Writing to and reading from a nano-scale crossbar memory based on memristors

(2009) Pascal O Vontobel et al.   NANOTECHNOLOGY

Random Circuit Breaker Network Model for Unipolar Resistance Switching

(2008) Seung Chul Chae et al.   ADVANCED MATERIALS

Characteristics and mechanism of conduction/set process in TiN∕ZnO∕Pt resistance switching random-access memories

(2008) Nuo Xu et al.   APPLIED PHYSICS LETTERS

Resistance Switching and Formation of a Conductive Bridge in Metal/Binary Oxide/Metal Structure for Memory Devices

(2008) Kohei Fujiwara et al.   JAPANESE JOURNAL OF APPLIED PHYSICS

Non-volatile resistive switching in the dielectric superconductor YBa2Cu3O7−δ

(2008) C Acha et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Resistive switching in transition metal oxides

(2008) Akihito Sawa   Materials Today

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE

Memristive switching mechanism for metal/oxide/metal nanodevices

(2008) J. Joshua Yang et al.   Nature Nanotechnology

Resistance switching in oxide thin films

(2008) A. Ignatiev et al.   PHASE TRANSITIONS

Nonpolar resistance switching of metal/binary-transition-metal oxides/metal sandwiches: Homogeneous/inhomogeneous transition of current distribution

(2008) I. H. Inoue et al.   PHYSICAL REVIEW B

Multiple Avalanches across the Metal-Insulator Transition of Vanadium Oxide Nanoscaled Junctions

(2008) Amos Sharoni et al.   PHYSICAL REVIEW LETTERS

Colossal Ionic Conductivity at Interfaces of Epitaxial ZrO2:Y2O3/SrTiO3 Heterostructures

(2008) J. Garcia-Barriocanal et al.   SCIENCE