Emerging Artificial Synaptic Devices for Neuromorphic Computing

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

(2018) Jiadi Zhu et al.   ADVANCED MATERIALS

Scaling the CBRAM Switching Layer Diameter to 30 nm Improves Cycling Endurance

(2018) Shosuke Fujii et al.   IEEE ELECTRON DEVICE LETTERS

Atomically Thin CBRAM Enabled by 2-D Materials: Scaling Behaviors and Performance Limits

(2018) Zhipeng Dong et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Synaptic Computation Enabled by Joule Heating of Single-Layered Semiconductors for Sound Localization

(2018) Linfeng Sun et al.   NANO LETTERS

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

(2018) Shinhyun Choi et al.   NATURE MATERIALS

Neuromorphic computing with multi-memristive synapses

(2018) Irem Boybat et al.   Nature Communications

Low-Power, Electrochemically Tunable Graphene Synapses for Neuromorphic Computing

(2018) Mohammad Taghi Sharbati et al.   ADVANCED MATERIALS

Convolutional Neural Networks Based on RRAM Devices for Image Recognition and Online Learning Tasks

(2018) Zhen Dong et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Tutorial: Neuromorphic spiking neural networks for temporal learning

(2018) Doo Seok Jeong   JOURNAL OF APPLIED PHYSICS

Neuroinspired unsupervised learning and pruning with subquantum CBRAM arrays

(2018) Yuhan Shi et al.   Nature Communications

Image recognition with deep neural networks in presence of noise – Dealing with and taking advantage of distortions

(2017) Michał Koziarski et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Materials science and engineering of phase change random access memory

(2017) Syed Ghazi Sarwat   MATERIALS SCIENCE AND TECHNOLOGY

Proving Einstein right

(2017) Katherine Bourzac   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

Ultrafast lithium diffusion in bilayer graphene

(2017) Matthias Kühne et al.   Nature Nanotechnology

Phase Change Material Selection for Thermal Processes Working under Partial Load Operating Conditions in the Temperature Range between 120 and 200 °C

(2017) Jaume Gasia et al.   Applied Sciences-Basel

Chemical and Bandgap Engineering in Monolayer Hexagonal Boron Nitride

(2017) Kun Ba et al.   Scientific Reports

Memristive neural network for on-line learning and tracking with brain-inspired spike timing dependent plasticity

(2017) G. Pedretti et al.   Scientific Reports

Li-Ion Synaptic Transistor for Low Power Analog Computing

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

Anisotropic Black Phosphorus Synaptic Device for Neuromorphic Applications

(2016) He Tian et al.   ADVANCED MATERIALS

Reconfigurable Nonvolatile Logic Operations in Resistance Switching Crossbar Array for Large-Scale Circuits

(2016) Peng Huang et al.   ADVANCED MATERIALS

A review of adaptive online learning for artificial neural networks

(2016) Beatriz Pérez-Sánchez et al.   ARTIFICIAL INTELLIGENCE REVIEW

Neuromorphic Learning and Recognition With One-Transistor-One-Resistor Synapses and Bistable Metal Oxide RRAM

(2016) Stefano Ambrogio et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

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

Photonics and optoelectronics of 2D semiconductor transition metal dichalcogenides

(2016) Kin Fai Mak et al.   Nature Photonics

Toward growing modular deep neural networks for continuous speech recognition

(2016) Zohreh Ansari et al.   NEURAL COMPUTING & APPLICATIONS

Synaptic electronics and neuromorphic computing

(2016) Navnidhi K. Upadhyay et al.   Science China-Information Sciences

A Spiking Neural Network System for Robust Sequence Recognition

(2016) Qiang Yu et al.   IEEE Transactions on Neural Networks and Learning Systems

Event-Based Computation of Motion Flow on a Neuromorphic Analog Neural Platform

(2016) Massimiliano Giulioni et al.   Frontiers in Neuroscience

Emulating short-term synaptic dynamics with memristive devices

(2016) Radu Berdan et al.   Scientific Reports

Surface/Interface Effects on High-Performance Thin-Film All-Solid-State Li-Ion Batteries

(2015) Chen Gong et al.   ACS Applied Materials & Interfaces

Reconfigurable Ion Gating of 2H-MoTe2 Field-Effect Transistors Using Poly(ethylene oxide)-CsClO4 Solid Polymer Electrolyte

(2015) Huilong Xu et al.   ACS Nano

Two-dimensional transition metal dichalcogenides as atomically thin semiconductors: opportunities and challenges

(2015) Xidong Duan et al.   CHEMICAL SOCIETY REVIEWS

Optimization of Conductance Change in Pr1–xCaxMnO3-Based Synaptic Devices for Neuromorphic Systems

(2015) Jun-Woo Jang et al.   IEEE ELECTRON DEVICE LETTERS

Deep Neural Networks in Machine Translation: An Overview

(2015) Jiajun Zhang et al.   IEEE INTELLIGENT 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

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

(2015) Sungho Kim et al.   NANO LETTERS

Indirect-to-Direct Band Gap Crossover in Few-Layer MoTe2

(2015) Ignacio Gutiérrez Lezama et al.   NANO LETTERS

Graphene Dynamic Synapse with Modulatable Plasticity

(2015) He Tian et al.   NANO LETTERS

Type-II Weyl semimetals

(2015) Alexey A. Soluyanov et al.   NATURE

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

(2015) M. Prezioso et al.   NATURE

Simple square pulses for implementing spike-timing-dependent plasticity in phase-change memory

(2015) Yingpeng Zhong et al.   Physica Status Solidi-Rapid Research Letters

Memory and Information Processing in Neuromorphic Systems

(2015) Giacomo Indiveri et al.   PROCEEDINGS OF THE IEEE

Electronic system with memristive synapses for pattern recognition

(2015) Sangsu Park et al.   Scientific Reports

Characterization and Modeling of Nonfilamentary Ta/TaOx/TiO2/Ti Analog Synaptic Device

(2015) Yu-Fen Wang et al.   Scientific Reports

Investigation of LRS dependence on the retention of HRS in CBRAM

(2015) Xiaoxin Xu et al.   Nanoscale Research Letters

Comprehensive Physical Model of Dynamic Resistive Switching in an Oxide Memristor

(2014) Sungho Kim et al.   ACS Nano

Analysis of the Voltage–Time Dilemma of Metal Oxide-Based RRAM and Solution Exploration of High Speed and Low Voltage AC Switching

(2014) Peng Huang et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

Layer-controlled band gap and anisotropic excitons in few-layer black phosphorus

(2014) Vy Tran et al.   PHYSICAL REVIEW B

The SpiNNaker Project

(2014) Steve B. Furber et al.   PROCEEDINGS OF THE IEEE

Rediscovering black phosphorus as an anisotropic layered material for optoelectronics and electronics

(2014) Fengnian Xia et al.   Nature Communications

Cross-plane thermal properties of transition metal dichalcogenides

(2013) C. Muratore et al.   APPLIED PHYSICS LETTERS

Graphene-Like Two-Dimensional Materials

(2013) Mingsheng Xu et al.   CHEMICAL REVIEWS

Bio-Inspired Stochastic Computing Using Binary CBRAM Synapses

(2013) Manan Suri et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Synaptic electronics: materials, devices and applications

(2013) Duygu Kuzum et al.   NANOTECHNOLOGY

Spike-timing dependent plasticity in a transistor-selected resistive switching memory

(2013) S Ambrogio et al.   NANOTECHNOLOGY

Synaptic plasticity and memory functions achieved in a WO3−x-based nanoionics device by using the principle of atomic switch operation

(2013) Rui Yang et al.   NANOTECHNOLOGY

Direct Measurement of the Thickness-Dependent Electronic Band Structure ofMoS2Using Angle-Resolved Photoemission Spectroscopy

(2013) Wencan Jin et al.   PHYSICAL REVIEW LETTERS

Ballistic to diffusive crossover of heat flow in graphene ribbons

(2013) Myung-Ho Bae et al.   Nature Communications

Beyond von-Neumann Computing with Nanoscale Phase-Change Memory Devices

(2012) C. David Wright et al.   ADVANCED FUNCTIONAL MATERIALS

Low-Energy Robust Neuromorphic Computation Using Synaptic Devices

(2012) Duygu Kuzum et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Electronics and optoelectronics of two-dimensional transition metal dichalcogenides

(2012) Qing Hua Wang et al.   Nature Nanotechnology

The improved resistive switching properties of TaOx-based RRAM devices by using WNx as bottom electrode

(2012) Qigang Zhou et al.   PHYSICA B-CONDENSED MATTER

Metal–Oxide RRAM

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

Breaking the Speed Limits of Phase-Change Memory

(2012) D. Loke et al.   SCIENCE

Short-Term Memory to Long-Term Memory Transition in a Nanoscale Memristor

(2011) Ting Chang et al.   ACS Nano

An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation

(2011) Shimeng Yu et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Crystallization properties and their drift dependence in phase-change memory studied with a micro-thermal stage

(2011) Chiyui Ahn et al.   JOURNAL OF APPLIED PHYSICS

Phase change materials in non-volatile storage

(2011) Daniele Ielmini et al.   Materials Today

Nanoelectronic Programmable Synapses Based on Phase Change Materials for Brain-Inspired Computing

(2011) Duygu Kuzum et al.   NANO LETTERS

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

(2011) Takeo Ohno et al.   NATURE MATERIALS

Low-Power Switching of Phase-Change Materials with Carbon Nanotube Electrodes

(2011) F. Xiong et al.   SCIENCE

TEM Study on Volume Changes and Void Formation in Ge[sub 2]Sb[sub 2]Te[sub 5] Films, with Repeated Phase Changes

(2010) Kihoon Do et al.   ELECTROCHEMICAL AND SOLID STATE LETTERS

Experimental Analysis of Partial-SET State Stability in Phase-Change Memories

(2010) Stefania Braga et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

Memory Devices: Energy–Space–Time Tradeoffs

(2010) Victor V. Zhirnov et al.   PROCEEDINGS OF THE IEEE

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

Improvement of CBRAM Resistance Window by Scaling Down Electrode Size in Pure-GeTe Film

(2009) Sang-Jun Choi et al.   IEEE ELECTRON DEVICE LETTERS

Threshold switching and phase transition numerical models for phase change memory simulations

(2008) A. Redaelli et al.   JOURNAL OF APPLIED PHYSICS