Memory-centric neuromorphic computing for unstructured data processing

Interface controlled thermal resistances of ultra-thin chalcogenide-based phase change memory devices

(2021) Kiumars Aryana et al.   Nature Communications

An overview of phase-change memory device physics

(2020) Manuel Le Gallo et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Neuromorphic nanoelectronic materials

(2020) Vinod K. Sangwan et al.   Nature Nanotechnology

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

(2020) Haifeng Ling et al.   Applied Physics Reviews

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

(2020) Lei Liu et al.   Advanced Electronic Materials

Phase change memory applications: the history, the present and the future

(2020) Paolo Fantini   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Sub-nanosecond memristor based on ferroelectric tunnel junction

(2020) Chao Ma et al.   Nature Communications

Resistive Random Access Memory (RRAM): an Overview of Materials, Switching Mechanism, Performance, Multilevel Cell (mlc) Storage, Modeling, and Applications

(2020) Furqan Zahoor et al.   Nanoscale Research Letters

Wireless smart contact lens for diabetic diagnosis and therapy

(2020) Do Hee Keum et al.   Science Advances

Couplings of Polarization with Interfacial Deep Trap and Schottky Interface Controlled Ferroelectric Memristive Switching

(2020) Aiping Chen et al.   ADVANCED FUNCTIONAL MATERIALS

Spiking dynamic behaviors of NbO2 memristive neurons: A model study

(2020) Yeheng Bo et al.   JOURNAL OF APPLIED PHYSICS

A biohybrid synapse with neurotransmitter-mediated plasticity

(2020) Scott T. Keene et al.   NATURE MATERIALS

Scale-free ferroelectricity induced by flat phonon bands in HfO2

(2020) Hyun-Jae Lee et al.   SCIENCE

Spiking neurons with spatiotemporal dynamics and gain modulation for monolithically integrated memristive neural networks

(2020) Qingxi Duan et al.   Nature Communications

Simple Artificial Neuron Using an Ovonic Threshold Switch Featuring Spike-Frequency Adaptation and Chaotic Activity

(2020) Milim Lee et al.   Physical Review Applied

Challenges and Applications of Emerging Nonvolatile Memory Devices

(2020) Writam Banerjee   Electronics

High tunnelling electroresistance in a ferroelectric van der Waals heterojunction via giant barrier height modulation

(2020) Jiangbin Wu et al.   Nature Electronics

Nanoscale Side-Contact Enabled Three Terminal Pr0.7Ca0.3MnO3 Resistive Random Access Memory for In-Memory Computing

(2020) S. Lashkare et al.   IEEE ELECTRON DEVICE LETTERS

Adaptive Synaptic Memory via Lithium Ion Modulation in RRAM Devices

(2020) Chih‐Yang Lin et al.   Small

Surface diffusion-limited lifetime of silver and copper nanofilaments in resistive switching devices

(2019) Wei Wang et al.   Nature Communications

Artificial Neuron using Vertical MoS2/Graphene Threshold Switching Memristors

(2019) Hirokjyoti Kalita et al.   Scientific Reports

Energy-Efficient Organic Ferroelectric Tunnel Junction Memristors for Neuromorphic Computing

(2019) Sayani Majumdar et al.   Advanced Electronic Materials

Memristive Synapses for Brain-Inspired Computing

(2019) Jingrui Wang et al.   Advanced Materials Technologies

Unconventional Inorganic-Based Memristive Devices for Advanced Intelligent Systems

(2019) Sang Hyun Sung et al.   Advanced Materials Technologies

Emerging Artificial Synaptic Devices for Neuromorphic Computing

(2019) Qingzhou Wan et al.   Advanced Materials Technologies

Confining vertical conducting filament for reliable resistive switching by using a Au-probe tip as the top electrode for epitaxial brownmillerite oxide memristive device

(2019) Venkata Raveendra Nallagatla et al.   Scientific Reports

Reshaping Future Computing Systems With Emerging Nonvolatile Memory Technologies

(2019) Yiran Chen   IEEE MICRO

Low power, ultrafast synaptic plasticity in 1R-ferroelectric tunnel memristive structure for spiking neural networks

(2019) F. Zayer et al.   AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS

Flexible Transparent Organic Artificial Synapse Based on the Tungsten/Egg Albumen/Indium Tin Oxide/Polyethylene Terephthalate Memristor

(2019) Xiaobing Yan et al.   ACS Applied Materials & Interfaces

Electrolyte‐Gated Synaptic Transistor with Oxygen Ions

(2019) He‐Yi Huang et al.   ADVANCED FUNCTIONAL MATERIALS

Recent Progress in Three‐Terminal Artificial Synapses: From Device to System

(2019) Hong Han et al.   Small

Performance improvement of flexible piezoelectric energy harvester for irregular human motion with energy extraction enhancement circuit

(2019) Muhammad Bilawal Khan et al.   Nano Energy

Highly Uniform Resistive Switching Performances Using Two-dimensional Electron Gas at Thin Film Heterostructure for Conductive Bridge Random Access Memory

(2019) Sung Min Kim et al.   ACS Applied Materials & Interfaces

RESET current optimization for phase change memory based on the sub-threshold slope

(2019) Lei Wu et al.   MATERIALS SCIENCE IN SEMICONDUCTOR PROCESSING

Improving linearity by introducing Al in HfO2 as memristor synapse device

(2019) sridhar chandrasekaran et al.   NANOTECHNOLOGY

Optoelectronic resistive random access memory for neuromorphic vision sensors

(2019) Feichi Zhou et al.   Nature Nanotechnology

Dynamic property analysis and circuit implementation of simplified memristive Hodgkin–Huxley neuron model

(2019) Xiaoyu Hu et al.   NONLINEAR DYNAMICS

Understanding memristive switching via in situ characterization and device modeling

(2019) Wen Sun et al.   Nature Communications

The role of structured and unstructured data managing mechanisms in the Internet of things

(2019) Poopak Azad et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Impact of Selector Devices in Analog RRAM-Based Crossbar Arrays for Inference and Training of Neuromorphic System

(2019) Jiyong Woo et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

Memristive Synapses and Neurons for Bioinspired Computing

(2019) Rui Yang et al.   Advanced Electronic Materials

Flexible Piezoelectric Acoustic Sensors and Machine Learning for Speech Processing

(2019) Young Hoon Jung et al.   ADVANCED MATERIALS

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

(2019) Wenxi Li et al.   PHYSICA STATUS SOLIDI A-APPLICATIONS AND MATERIALS SCIENCE

Neuromorphic Spiking Neural Networks and Their Memristor-CMOS Hardware Implementations

(2019) Luis Camuñas-Mesa et al.   Materials

Reproducible Ultrathin Ferroelectric Domain Switching for High‐Performance Neuromorphic Computing

(2019) Jiankun Li et al.   ADVANCED MATERIALS

Near ideal synaptic functionalities in Li ion synaptic transistor using Li3POxSex electrolyte with high ionic conductivity

(2019) Revannath Dnyandeo Nikam et al.   Scientific Reports

Ferroelectric Tunneling Junctions Based on Aluminum Oxide/ Zirconium-Doped Hafnium Oxide for Neuromorphic Computing

(2019) Hojoon Ryu et al.   Scientific Reports

Neuromemristive Circuits for Edge Computing: A Review

(2019) Olga Krestinskaya et al.   IEEE Transactions on Neural Networks and Learning Systems

Controlled Ionic Tunneling in Lithium Nanoionic Synaptic Transistor through Atomically Thin Graphene Layer for Neuromorphic Computing

(2019) Revannath Dnyandeo Nikam et al.   Advanced Electronic Materials

Control of Synaptic Plasticity Learning of Ferroelectric Tunnel Memristor by Nanoscale Interface Engineering

(2018) Rui Guo et al.   ACS Applied Materials & Interfaces

Synaptic Plasticity and Metaplasticity of Biological Synapse Realized in a KNbO3 Memristor for Application to Artificial Synapse

(2018) Tae-Ho Lee et al.   ACS Applied Materials & Interfaces

Short-Term Plasticity and Long-Term Potentiation in Artificial Biosynapses with Diffusive Dynamics

(2018) Min-Kyu Kim et al.   ACS Nano

Threshold Switching: Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications (Adv. Funct. Mater. 6/2018)

(2018) Zhongrui Wang et al.   ADVANCED FUNCTIONAL MATERIALS

Novel Electronics for Flexible and Neuromorphic Computing

(2018) Han Eol Lee et al.   ADVANCED FUNCTIONAL MATERIALS

Ion Gated Synaptic Transistors Based on 2D van der Waals Crystals with Tunable Diffusive Dynamics

(2018) Jiadi Zhu et al.   ADVANCED MATERIALS

An Artificial Neuron Based on a Threshold Switching Memristor

(2018) Xumeng Zhang et al.   IEEE ELECTRON DEVICE LETTERS

PCMO RRAM for Integrate-and-Fire Neuron in Spiking Neural Networks

(2018) S. Lashkare et al.   IEEE ELECTRON DEVICE LETTERS

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

From biomaterial-based data storage to bio-inspired artificial synapse

(2018) Ziyu Lv et al.   Materials Today

Full imitation of synaptic metaplasticity based on memristor devices

(2018) Quantan Wu et al.   Nanoscale

Metaplasticity contributes to memory formation in the hippocampus

(2018) Ana P. Crestani et al.   NEUROPSYCHOPHARMACOLOGY

Neuromorphic Computing with Memristor Crossbar

(2018) Xinjiang Zhang et al.   PHYSICA STATUS SOLIDI A-APPLICATIONS AND MATERIALS SCIENCE

Modulation of Spike-Timing Dependent Plasticity: Towards the Inclusion of a Third Factor in Computational Models

(2018) Alexandre Foncelle et al.   Frontiers in Computational Neuroscience

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

(2018) Can Li et al.   Nature Communications

Spike-Timing Dependent Plasticity in Unipolar Silicon Oxide RRAM Devices

(2018) Konstantin Zarudnyi et al.   Frontiers in Neuroscience

Narrow Heater Bottom Electrode-Based Phase Change Memory as a Bidirectional Artificial Synapse

(2018) Selina La Barbera et al.   Advanced Electronic Materials

Atomic Scale Modulation of Self-Rectifying Resistive Switching by Interfacial Defects

(2018) Xing Wu et al.   Advanced Science

Enhanced tunneling electroresistance effects in HfZrO-based ferroelectric tunnel junctions by high-pressure nitrogen annealing

(2018) Youngin Goh et al.   APPLIED PHYSICS LETTERS

Review of memristor devices in neuromorphic computing: materials sciences and device challenges

(2018) Yibo Li et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Ultra-low power Hf0.5Zr0.5O2 based ferroelectric tunnel junction synapses for hardware neural network applications

(2018) Lin Chen et al.   Nanoscale

Integrating photonics with silicon nanoelectronics for the next generation of systems on a chip

(2018) Amir H. Atabaki et al.   NATURE

Artificial Shape Perception Retina Network Based on Tunable Memristive Neurons

(2018) Lin Bao et al.   Scientific Reports

Basilar membrane-inspired self-powered acoustic sensor enabled by highly sensitive multi tunable frequency band

(2018) Jae Hyun Han et al.   Nano Energy

Machine learning-based self-powered acoustic sensor for speaker recognition

(2018) Jae Hyun Han et al.   Nano Energy

Ultrafast Nanoscale Phase-Change Memory Enabled By Single-Pulse Conditioning

(2018) Desmond K. Loke et al.   ACS Applied Materials & Interfaces

Flexible Crossbar-Structured Phase Change Memory Array via Mo-Based Interfacial Physical Lift-Off

(2018) Do Hyun Kim et al.   ADVANCED FUNCTIONAL MATERIALS

Quasi-Hodgkin-Huxley Neurons with Leaky Integrate-and-Fire Functions Physically Realized with Memristive Devices

(2018) He-Ming Huang et al.   ADVANCED MATERIALS

Emulating dynamic synaptic plasticity over broad timescales with memristive device

(2018) Yishu Zhang et al.   APPLIED PHYSICS LETTERS

Memristor crossbar arrays with 6-nm half-pitch and 2-nm critical dimension

(2018) Shuang Pi et al.   Nature Nanotechnology

Highly Compact Artificial Memristive Neuron with Low Energy Consumption

(2018) Yishu Zhang et al.   Small

Biological plausibility and stochasticity in scalable VO2 active memristor neurons

(2018) Wei Yi et al.   Nature Communications

Spike-timing-dependent plasticity learning of coincidence detection with passively integrated memristive circuits

(2018) M. Prezioso et al.   Nature Communications

Wireless powered wearable micro light-emitting diodes

(2018) Han Eol Lee et al.   Nano Energy

A Robust Artificial Synapse Based on Organic Ferroelectric Polymer

(2018) Bobo Tian et al.   Advanced Electronic Materials

Artificial Synapse Emulated by Charge Trapping-Based Resistive Switching Device

(2018) Shi-Rui Zhang et al.   Advanced Materials Technologies

Emulating Short-Term and Long-Term Plasticity of Bio-Synapse Based on Cu/a-Si/Pt Memristor

(2017) Xumeng Zhang et al.   IEEE ELECTRON DEVICE LETTERS

Improved Conductance Linearity and Conductance Ratio of 1T2R Synapse Device for Neuromorphic Systems

(2017) Kibong Moon et al.   IEEE ELECTRON DEVICE LETTERS

A Hybrid CMOS-Memristor Neuromorphic Synapse

(2017) Mostafa Rahimi Azghadi et al.   IEEE Transactions on Biomedical Circuits and Systems

Interface-type resistive switching in perovskite materials

(2017) S. Bagdzevicius et al.   JOURNAL OF ELECTROCERAMICS

Emulation of synaptic metaplasticity in memristors

(2017) Xiaojian Zhu et al.   Nanoscale

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

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

The ultrafast phase-change memory with high-thermal stability based on SiC-doped antimony

(2017) Tianqi Guo et al.   SCRIPTA MATERIALIA

Resistive Switching Performance Improvement via Modulating Nanoscale Conductive Filament, Involving the Application of Two-Dimensional Layered Materials

(2017) Yu Li et al.   Small

Flexible three-dimensional artificial synapse networks with correlated learning and trainable memory capability

(2017) Chaoxing Wu et al.   Nature Communications

Memory selector devices and crossbar array design: a modeling-based assessment

(2017) An Chen   Journal of Computational Electronics

Reproducible and reliable resistive switching behaviors of AlOX/HfOX bilayer structures with Al electrode by atomic layer deposition

(2017) Masoud Akbari et al.   RSC Advances

Leaky Integrate and Fire Neuron by Charge-Discharge Dynamics in Floating-Body MOSFET

(2017) Sangya Dutta et al.   Scientific Reports

Resistive switching induced by charge trapping/detrapping: a unified mechanism for colossal electroresistance in certain Nb:SrTiO3-based heterojunctions

(2017) Zhen Fan et al.   Journal of Materials Chemistry C

Si Doped Hafnium Oxide-A “Fragile” Ferroelectric System

(2017) Claudia Richter et al.   Advanced Electronic Materials

Ultrafast RESET Analysis of HfO x -Based RRAM by Sub-Nanosecond Pulses

(2017) Chen Wang et al.   Advanced Electronic Materials

Multifunctional Nanoionic Devices Enabling Simultaneous Heterosynaptic Plasticity and Efficient In-Memory Boolean Logic

(2017) Yuchao Yang et al.   Advanced Electronic Materials

Highly-Ordered 3D Vertical Resistive Switching Memory Arrays with Ultralow Power Consumption and Ultrahigh Density

(2016) Ahmed Al-Haddad et al.   ACS Applied Materials & Interfaces

Reliable Memristive Switching Memory Devices Enabled by Densely Packed Silver Nanocone Arrays as Electric-Field Concentrators

(2016) Byoung Kuk You et al.   ACS Nano

Li-Ion Synaptic Transistor for Low Power Analog Computing

(2016) Elliot J. Fuller et al.   ADVANCED MATERIALS

Simultaneous Roll Transfer and Interconnection of Flexible Silicon NAND Flash Memory

(2016) Do Hyun Kim et al.   ADVANCED MATERIALS

Comprehensive scaling study of NbO2 insulator-metal-transition selector for cross point array application

(2016) Euijun Cha et al.   APPLIED PHYSICS LETTERS

Resistance random access memory

(2016) Ting-Chang Chang et al.   Materials Today

All-memristive neuromorphic computing with level-tuned neurons

(2016) Angeliki Pantazi et al.   NANOTECHNOLOGY

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

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

(2016) Daniele Ielmini   SEMICONDUCTOR SCIENCE AND TECHNOLOGY

Phase change memory employing a Ti diffusion barrier for reducing reset current

(2016) J.H. Park et al.   THIN SOLID FILMS

Ultralow-power switching via defect engineering in germanium telluride phase-change memory devices

(2016) Pavan Nukala et al.   Nature Communications

Self-Powered Wireless Sensor Node Enabled by an Aerosol-Deposited PZT Flexible Energy Harvester

(2016) Geon-Tae Hwang et al.   Advanced Energy Materials

Geometric conductive filament confinement by nanotips for resistive switching of HfO2-RRAM devices with high performance

(2016) Gang Niu et al.   Scientific Reports

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

(2016) Selina La Barbera et al.   Scientific Reports

Unsupervised Learning by Spike Timing Dependent Plasticity in Phase Change Memory (PCM) Synapses

(2016) Stefano Ambrogio et al.   Frontiers in Neuroscience

Emulating the Electrical Activity of the Neuron Using a Silicon Oxide RRAM Cell

(2016) Adnan Mehonic et al.   Frontiers in Neuroscience

Predictive modelling of ferroelectric tunnel junctions

(2016) Julian P Velev et al.   npj Computational Materials

Epitaxial stabilization and phase instability of VO2 polymorphs

(2016) Shinbuhm Lee et al.   Scientific Reports

Self-Adaptive Spike-Time-Dependent Plasticity of Metal-Oxide Memristors

(2016) M. Prezioso et al.   Scientific Reports

Stability and its mechanism in Ag/CoOx/Ag interface-type resistive switching device

(2016) Jianbo Fu et al.   Scientific Reports

Self-Structured Conductive Filament Nanoheater for Chalcogenide Phase Transition

(2015) Byoung Kuk You et al.   ACS Nano

Flexible One Diode-One Phase Change Memory Array Enabled by Block Copolymer Self-Assembly

(2015) Beom Ho Mun et al.   ACS Nano

Filamentary Switching: Synaptic Plasticity through Device Volatility

(2015) Selina La Barbera et al.   ACS Nano

Influence of thermal boundary conditions on the current-driven resistive transition in VO2 microbridges

(2015) Nicola Manca et al.   APPLIED PHYSICS LETTERS

Neuronal Synapse as a Memristor: Modeling Pair- and Triplet-Based STDP Rule

(2015) Weiran Cai et al.   IEEE Transactions on Biomedical Circuits and Systems

TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip

(2015) Filipp Akopyan et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

How big data and analytics reshape the wearable device market – the context of e-health

(2015) Jing Wu et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Presynaptic Mechanisms of Lead Neurotoxicity: Effects on Vesicular Release, Vesicle Clustering and Mitochondria Number

(2015) Xiao-lei Zhang et al.   PLoS One

Ultrafast dynamics during the photoinduced phase transition in VO 2

(2015) Daniel Wegkamp et al.   PROGRESS IN SURFACE SCIENCE

Multiple forms of metaplasticity at a single hippocampal synapse during late postnatal development

(2015) Daniel G. McHail et al.   Developmental Cognitive Neuroscience

Flexible Inorganic Piezoelectric Acoustic Nanosensors for Biomimetic Artificial Hair Cells

(2014) Hyun Soo Lee et al.   ADVANCED FUNCTIONAL MATERIALS

Direct Observation of Conversion Between Threshold Switching and Memory Switching Induced by Conductive Filament Morphology

(2014) Haitao Sun et al.   ADVANCED FUNCTIONAL MATERIALS

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

(2014) Jan van den Hurk et al.   NANOTECHNOLOGY

Heterosynaptic Plasticity

(2014) Marina Chistiakova et al.   NEUROSCIENTIST

A million spiking-neuron integrated circuit with a scalable communication network and interface

(2014) P. A. Merolla et al.   SCIENCE

Flexible one diode–one resistor resistive switching memory arrays on plastic substrates

(2014) Hyeon Gyun Yoo et al.   RSC Advances

Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems

(2014) Yi Li et al.   Scientific Reports

Flexible Piezoelectric Thin-Film Energy Harvesters and Nanosensors for Biomedical Applications

(2014) Geon-Tae Hwang et al.   Advanced Healthcare Materials

Memristor Crossbar-Based Neuromorphic Computing System: A Case Study

(2014) Miao Hu et al.   IEEE Transactions on Neural Networks and Learning Systems

Self-Assembled Incorporation of Modulated Block Copolymer Nanostructures in Phase-Change Memory for Switching Power Reduction

(2013) Woon Ik Park et al.   ACS Nano

Nature of the Metal Insulator Transition in Ultrathin Epitaxial Vanadium Dioxide

(2013) N. F. Quackenbush et al.   NANO LETTERS

Nanobatteries in redox-based resistive switches require extension of memristor theory

(2013) I. Valov et al.   Nature Communications

Ultrafast Synaptic Events in a Chalcogenide Memristor

(2013) Yi Li et al.   Scientific Reports

CMOS and Memristor-Based Neural Network Design for Position Detection

(2011) Idongesit E. Ebong et al.   PROCEEDINGS OF THE IEEE

Synaptic stability and plasticity in a floating world

(2010) Kimberly Gerrow et al.   CURRENT OPINION IN NEUROBIOLOGY

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule

(2008) Natalia Caporale et al.   Annual Review of Neuroscience

Fast phase transitions induced by picosecond electrical pulses on phase change memory cells

(2008) W. J. Wang et al.   APPLIED PHYSICS LETTERS

Metaplasticity: tuning synapses and networks for plasticity

(2008) Wickliffe C. Abraham   NATURE REVIEWS NEUROSCIENCE