Review of applications of 2D materials in memristive neuromorphic circuits

V₂C-Based Memristor for Applications of Low Power Electronic Synapse

(2021) Nan He et al.   IEEE ELECTRON DEVICE LETTERS

Robust and ultrasensitive hydrogel sensors enhanced by MXene/cellulose nanocrystals

(2021) Menghan Pi et al.   Journal of Materials Science

0.5T0.5R—An Ultracompact RRAM Cell Uniquely Enabled by van der Waals Heterostructures

(2021) Dujiao Zhang et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Bio‐Inspired Photoelectric Artificial Synapse based on Two‐Dimensional Ti 3 C 2 T x MXenes Floating Gate

(2021) Tianshi Zhao et al.   ADVANCED FUNCTIONAL MATERIALS

Energy conversion and optical applications of MXene quantum dots

(2021) Mohadeseh Safaei et al.   JOURNAL OF MATERIALS SCIENCE

Nanocellulose intercalation to boost the performance of MXene pressure sensor for human interactive monitoring

(2021) Jie Yang et al.   JOURNAL OF MATERIALS SCIENCE

Two‐Dimensional MXene Synapse for Brain‐Inspired Neuromorphic Computing

(2021) Jae Hyeok Ju et al.   Small

In-memory computing with emerging nonvolatile memory devices

(2021) Caidie Cheng et al.   Science China-Information Sciences

Helical core-sheath elastic yarn-based dual strain/humidity sensors with MXene sensing layer

(2020) Lihong Wang et al.   JOURNAL OF MATERIALS SCIENCE

Localized Heating and Switching in MoTe2-Based Resistive Memory Devices

(2020) Isha M. Datye et al.   NANO LETTERS

Effect of Joule Heating on Resistive Switching Characteristic in AlOx Cells Made by Thermal Oxidation Formation

(2020) Xinxin Zhang et al.   Nanoscale Research Letters

Ultralow switching voltage slope based on two-dimensional materials for integrated memory and neuromorphic applications

(2020) Linfeng Sun et al.   Nano Energy

A Pure 2H‐MoS 2 Nanosheet‐Based Memristor with Low Power Consumption and Linear Multilevel Storage for Artificial Synapse Emulator

(2020) Kaiyang Wang et al.   Advanced Electronic Materials

Black Phosphorus Based Multicolor Light-Modulated Transparent Memristor with Enhanced Resistive Switching Performance

(2020) Yi Zhou et al.   ACS Applied Materials & Interfaces

Low consumption two-terminal artificial synapse based on transfer-free single-crystal MoS2 memristor

(2020) Jiaqiang Shen et al.   NANOTECHNOLOGY

Large-scalable graphene oxide films with resistive switching for non-volatile memory applications

(2020) M. Brzhezinskaya et al.   JOURNAL OF ALLOYS AND COMPOUNDS

High mobility monolayer MoS2 transistors and its charge transport behaviour under E-beam irradiation

(2020) Tao Shen et al.   JOURNAL OF MATERIALS SCIENCE

Electrical Conduction Characteristic of a 2D MXene Device with Cu/Cr2C/TiN Structure Based on Density Functional Theory

(2020) Lei Wang et al.   Materials

MXene Ti3C2 Memristor for Neuromorphic Behavior and Decimal Arithmetic Operation Applications

(2020) Kaiyang Wang et al.   Nano Energy

Forming‐Free, Nonvolatile, and Flexible Resistive Random‐Access Memory Using Bismuth Iodide/van der Waals Materials Heterostructures

(2020) Chia‐Shuo Li et al.   Advanced Materials Interfaces

Wafer-scale integration of two-dimensional materials in high-density memristive crossbar arrays for artificial neural networks

(2020) Shaochuan Chen et al.   Nature Electronics

Aqueous solution processed mesoporous silica-gated photo-perception neuromorphic transistor

(2020) Zheng Yu Ren et al.   Journal of Materials Science

Electrical Properties and Biological Synaptic Simulation of Ag/MXene/SiO2/Pt RRAM Devices

(2020) Xiaojuan Lian et al.   Electronics

Dual Buffer Layers for Developing Electrochemical Metallization Memory With Low Current and High Endurance

(2020) Qiaoling Tian et al.   IEEE ELECTRON DEVICE LETTERS

Interface Engineering via MoS2 Insertion Layer for Improving Resistive Switching of Conductive-Bridging Random Access Memory

(2019) Facai Wu et al.   Advanced Electronic Materials

Memristive Devices and Networks for Brain‐Inspired Computing

(2019) Teng Zhang et al.   Physica Status Solidi-Rapid Research Letters

Memristive crossbar arrays for brain-inspired computing

(2019) Qiangfei Xia et al.   NATURE MATERIALS

Vertical MoS2 Double-Layer Memristor with Electrochemical Metallization as an Atomic-Scale Synapse with Switching Thresholds Approaching 100 mV

(2019) Renjing Xu et al.   NANO LETTERS

Thinnest Nonvolatile Memory Based on Monolayer h-BN

(2019) Xiaohan Wu et al.   ADVANCED MATERIALS

Silver-Adapted Diffusive Memristor Based on Organic Nitrogen-Doped Graphene Oxide Quantum Dots (N-GOQDs) for Artificial Biosynapse Applications

(2019) Andrey Sergeevich Sokolov et al.   ADVANCED FUNCTIONAL MATERIALS

Density effects of graphene oxide quantum dots on characteristics of Zr0.5Hf0.5O2 film memristors

(2019) Xiaobing Yan et al.   APPLIED PHYSICS LETTERS

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

(2019) Xiaobing Yan et al.   Small

A New Memristor with 2D Ti 3 C 2 T x MXene Flakes as an Artificial Bio‐Synapse

(2019) Xiaobing Yan et al.   Small

Coexistence of Digital and Analog Resistive Switching With Low Operation Voltage in Oxygen-Gradient HfOx Memristors

(2019) Zhaonan Li et al.   IEEE ELECTRON DEVICE LETTERS

Laser-Fabricated Reduced Graphene Oxide Memristors

(2019) Romero et al.   Nanomaterials

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

(2019) Jianshi Tang et al.   ADVANCED MATERIALS

Electronic synapses with near-linear weight update using MoS2/graphene memristors

(2019) Adithi Krishnaprasad et al.   APPLIED PHYSICS LETTERS

Resistance switching characteristics and mechanisms of MXene/SiO2 structure-based memristor

(2019) Xiaojuan Lian et al.   APPLIED PHYSICS LETTERS

A Fully Printed Flexible MoS 2 Memristive Artificial Synapse with Femtojoule Switching Energy

(2019) Xuewei Feng et al.   Advanced Electronic Materials

Graphene–Boron Nitride–Graphene Cross-Point Memristors with Three Stable Resistive States

(2019) Kaichen Zhu et al.   ACS Applied Materials & Interfaces

High on/off ratio black phosphorus based memristor with ultra-thin phosphorus oxide layer

(2019) Yudan Wang et al.   APPLIED PHYSICS LETTERS

Wavelength dependent light tunable resistive switching graphene oxide nonvolatile memory devices

(2019) Ayoub H. Jaafar et al.   CARBON

Realization of Artificial Neuron Using MXene Bi-Directional Threshold Switching Memristors

(2019) Yihao Chen et al.   IEEE ELECTRON DEVICE LETTERS

All WSe2 1T1R resistive RAM cell for future monolithic 3D embedded memory integration

(2019) Maheswari Sivan et al.   Nature Communications

Nonpolar Resistive Switching of Multilayer‐hBN‐Based Memories

(2019) Pingping Zhuang et al.   Advanced Electronic Materials

Robust Ag/ZrO2/WS2/Pt Memristor for Neuromorphic Computing

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

Wirelessly destructible MgO-PVP-Graphene composite based flexible transient memristor for security applications

(2019) Bhavaniprasad Yalagala et al.   MATERIALS SCIENCE IN SEMICONDUCTOR PROCESSING

Programmable Synaptic Metaplasticity and below Femtojoule Spiking Energy Realized in Graphene-Based Neuromorphic Memristor

(2018) Bo Liu 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

Nonvolatile Memory Materials for Neuromorphic Intelligent Machines

(2018) Doo Seok Jeong et al.   ADVANCED MATERIALS

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

(2018) Xiaolong Zhao et al.   ADVANCED MATERIALS

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

(2018) Adnan Mehonic et al.   ADVANCED MATERIALS

Covalent Functionalization of Black Phosphorus with Conjugated Polymer for Information Storage

(2018) Yaming Cao et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

Resistive Switching Device Technology Based on Silicon Oxide for Improved ON–OFF Ratio—Part II: Select Devices

(2018) Alessandro Bricalli et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Oxide-based RRAM materials for neuromorphic computing

(2018) XiaoLiang Hong et al.   JOURNAL OF MATERIALS SCIENCE

Brain-inspired computing with resistive switching memory (RRAM): Devices, synapses and neural networks

(2018) Daniele Ielmini   MICROELECTRONIC ENGINEERING

Neuro-Inspired Computing With Emerging Nonvolatile Memorys

(2018) Shimeng Yu   PROCEEDINGS OF THE IEEE

Photonic Potentiation and Electric Habituation in Ultrathin Memristive Synapses Based on Monolayer MoS2

(2018) Hui-Kai He et al.   Small

Graphene Oxide Quantum Dots Based Memristors with Progressive Conduction Tuning for Artificial Synaptic Learning

(2018) Xiaobing Yan et al.   ADVANCED FUNCTIONAL MATERIALS

Reduced Graphene Oxide-Based Artificial Synapse Yarns for Wearable Textile Device Applications

(2018) Youngjun Park et al.   ADVANCED FUNCTIONAL MATERIALS

Neuromorphic computation with spiking memristors: habituation, experimental instantiation of logic gates and a novel sequence-sensitive perceptron model

(2018) Ella Melissa Gale   FARADAY DISCUSSIONS

A review of the mechanical and thermal properties of graphene and its hybrid polymer nanocomposites for structural applications

(2018) Amit Kumar et al.   JOURNAL OF MATERIALS SCIENCE

In situ TEM observation on the interface-type resistive switching by electrochemical redox reactions at a TiN/PCMO interface

(2017) Kyungjoon Baek et al.   Nanoscale

Confining Cation Injection to Enhance CBRAM Performance by Nanopore Graphene Layer

(2017) Xiaolong Zhao et al.   Small

A Binaural Neuromorphic Auditory Sensor for FPGA: A Spike Signal Processing Approach

(2017) Angel Jimenez-Fernandez et al.   IEEE Transactions on Neural Networks and Learning Systems

Tuning Ionic Transport in Memristive Devices by Graphene with Engineered Nanopores

(2016) Jihang Lee et al.   ACS Nano

High-Speed and Low-Energy Nitride Memristors

(2016) Byung Joon Choi et al.   ADVANCED FUNCTIONAL MATERIALS

Eliminating Negative-SET Behavior by Suppressing Nanofilament Overgrowth in Cation-Based Memory

(2016) Sen Liu et al.   ADVANCED MATERIALS

Multilevel resistance state of Cu/La2O3/Pt forming-free switching devices

(2016) Pranab Kumar Sarkar et al.   JOURNAL OF MATERIALS SCIENCE

Ultra-high ON/OFF ratio and multi-storage on NiO resistive switching device

(2016) Guokun Ma et al.   JOURNAL OF MATERIALS SCIENCE

Electrosprayed catalyst layers based on graphene–carbon black hybrids for the next-generation fuel cell electrodes

(2016) Lale Işıkel Şanlı et al.   JOURNAL OF MATERIALS SCIENCE

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

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element

(2015) Geoffrey W. Burr et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Memristive behaviour in inkjet printed graphene oxide thin layers

(2015) S. Porro et al.   RSC Advances

Nonlinear Switching With Ultralow Reset Power in Graphene-Insulator-Graphene Forming-Free Resistive Memories

(2014) Bhaswar Chakrabarti et al.   IEEE ELECTRON DEVICE LETTERS

Theoretical study on strain-induced variations in electronic properties of monolayer MoS2

(2014) Liang Dong et al.   JOURNAL OF MATERIALS SCIENCE

Three-Dimensional Observation of the Conductive Filament in Nanoscaled Resistive Memory Devices

(2014) Umberto Celano et al.   NANO LETTERS

Layered memristive and memcapacitive switches for printable electronics

(2014) Alexander A. Bessonov et al.   NATURE MATERIALS

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

(2014) P. A. Merolla et al.   SCIENCE

Electrochemical dynamics of nanoscale metallic inclusions in dielectrics

(2014) Yuchao Yang et al.   Nature Communications

Impermeability of graphene and its applications

(2013) Vikas Berry   CARBON

Dynamic Evolution of Conducting Nanofilament in Resistive Switching Memories

(2013) Jui-Yuan Chen et al.   NANO LETTERS

Electrical Performance and Scalability of Pt Dispersed SiO2 Nanometallic Resistance Switch

(2013) Byung Joon Choi et al.   NANO LETTERS

Real-time identification of the evolution of conducting nano-filaments in TiO2 thin film ReRAM

(2013) Seul Ji Song et al.   Scientific Reports

Are MXenes Promising Anode Materials for Li Ion Batteries? Computational Studies on Electronic Properties and Li Storage Capability of Ti3C2 and Ti3C2X2 (X = F, OH) Monolayer

(2012) Qing Tang et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

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

High switching endurance in TaOx memristive devices

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

The Resistive Switching Mechanism of Ag/SrTiO[sub 3]/Pt Memory Cells

(2010) X. B. Yan et al.   ELECTROCHEMICAL AND SOLID STATE LETTERS

Model for the Resistive Switching Effect in $ \hbox{HfO}_{2}$ MIM Structures Based on the Transmission Properties of Narrow Constrictions

(2010) Enrique A Miranda et al.   IEEE ELECTRON DEVICE LETTERS

Graphene Oxide Thin Films for Flexible Nonvolatile Memory Applications

(2010) Hu Young Jeong et al.   NANO LETTERS

Forming and switching mechanisms of a cation-migration-based oxide resistive memory

(2010) T Tsuruoka et al.   NANOTECHNOLOGY

Nanotube devices based crossbar architecture: toward neuromorphic computing

(2010) W S Zhao et al.   NANOTECHNOLOGY

Atom-by-atom spectroscopy at graphene edge

(2010) Kazu Suenaga et al.   NATURE

Nonvolatile resistive switching in graphene oxide thin films

(2009) C. L. He et al.   APPLIED PHYSICS LETTERS

Electronic two-terminal bistable graphitic memories

(2008) Yubao Li et al.   NATURE MATERIALS