Recent Progress in Multiterminal Memristors for Neuromorphic Applications

Highly-scaled and fully-integrated 3-dimensional ferroelectric transistor array for hardware implementation of neural networks

(2023) Ik-Jyae Kim et al.   Nature Communications

A Solution‐Processed All‐Perovskite Memory with Dual‐Band Light Response and Tri‐Mode Operation

(2022) Xinwei Guan et al.   ADVANCED FUNCTIONAL MATERIALS

Memtransistor Devices Based on MoS 2 Multilayers with Volatile Switching due to Ag Cation Migration

(2022) Matteo Farronato et al.   Advanced Electronic Materials

Phase-change memtransistive synapses for mixed-plasticity neural computations

(2022) Syed Ghazi Sarwat et al.   Nature Nanotechnology

Emulation of synaptic functions with low voltage organic memtransistor for hardware oriented neuromorphic computing

(2022) Srikrishna Sagar et al.   Scientific Reports

Dynamical memristors for higher-complexity neuromorphic computing

(2022) Suhas Kumar et al.   Nature Reviews Materials

CMOS-compatible compute-in-memory accelerators based on integrated ferroelectric synaptic arrays for convolution neural networks

(2022) Min-Kyu Kim et al.   Science Advances

In‐Sensor Computing: Materials, Devices, and Integration Technologies

(2022) Tianqing Wan et al.   ADVANCED MATERIALS

Atomically Thin Synapse Networks on Van Der Waals Photo‐Memtransistors

(2022) Gunho Moon et al.   ADVANCED MATERIALS

Ferroelectric coupling for dual-mode non-filamentary memristors

(2022) Zhan Gao et al.   Applied Physics Reviews

Artificial Tactile Sensing System with Photoelectric Output for High Accuracy Haptic Texture Recognition and Parallel Information Processing

(2022) Liuting Shan et al.   NANO LETTERS

An optoelectronic synapse based on α-In2Se3 with controllable temporal dynamics for multimode and multiscale reservoir computing

(2022) Keqin Liu et al.   Nature Electronics

Programmable ferroelectric bionic vision hardware with selective attention for high-precision image classification

(2022) Rengjian Yu et al.   Nature Communications

Self-powered high-sensitivity all-in-one vertical tribo-transistor device for multi-sensing-memory-computing

(2022) Yaqian Liu et al.   Nature Communications

Self-Selective Multi-Terminal Memtransistor Crossbar Array for In-Memory Computing

(2021) Xuewei Feng et al.   ACS Nano

Non-volatile optical switch of resistance in photoferroelectric tunnel junctions

(2021) Xiao Long et al.   Nature Communications

MXene‐ZnO Memristor for Multimodal In‐Sensor Computing

(2021) Yan Wang et al.   ADVANCED FUNCTIONAL MATERIALS

V₂C-Based Memristor for Applications of Low Power Electronic Synapse

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

Bioinspired multisensory neural network with crossmodal integration and recognition

(2021) Hongwei Tan et al.   Nature Communications

Copper (II) Phthalocyanine (CuPc) Based Optoelectronic Memory Device with Multilevel Resistive Switching for Neuromorphic Application

(2021) Biswajit Das et al.   Advanced Electronic Materials

Adaptive Latent Inhibition in Associatively Responsive Optoelectronic Synapse

(2021) Si En Ng et al.   ADVANCED FUNCTIONAL MATERIALS

Giant Ferroelectric Resistance Switching Controlled by a Modulatory Terminal for Low‐Power Neuromorphic In‐Memory Computing

(2021) Fei Xue et al.   ADVANCED MATERIALS

Visible light responsive optoelectronic memristor device based on CeOx/ZnO structure for artificial vision system

(2021) Zhenyu Zhou et al.   APPLIED PHYSICS LETTERS

CsFAMAPbIBr Photoelectric Memristor Based on Ion‐Migration Induced Memristive Behavior

(2021) Shaoxi Wang et al.   Advanced Electronic Materials

In-sensor reservoir computing for language learning via two-dimensional memristors

(2021) Linfeng Sun et al.   Science Advances

Humidity Effect on Resistive Switching Characteristics of the CH3NH3PbI3 Memristor

(2021) Xiaohan Zhang et al.   ACS Applied Materials & Interfaces

Artificial Visual Perception Nervous System Based on Low-Dimensional Material Photoelectric Memristors

(2021) Yifei Pei et al.   ACS Nano

Femtojoule‐Power‐Consuming Synaptic Memtransistor Based on Mott Transition of Multiphasic Vanadium Oxides

(2021) Shahid Iqbal et al.   ADVANCED FUNCTIONAL MATERIALS

HfO 2 ‐Based Memristor as an Artificial Synapse for Neuromorphic Computing with Tri‐Layer HfO 2 /BiFeO 3 /HfO 2 Design

(2021) Zehui Peng et al.   ADVANCED FUNCTIONAL MATERIALS

Low Power MoS 2 /Nb 2 O 5 Memtransistor Device with Highly Reliable Heterosynaptic Plasticity

(2021) Jae Hyeon Nam et al.   ADVANCED FUNCTIONAL MATERIALS

Grain‐Boundary Engineering of Monolayer MoS 2 for Energy‐Efficient Lateral Synaptic Devices

(2021) Xuewen Wang et al.   ADVANCED MATERIALS

Reconfigurable MoS2 Memtransistors for Continuous Learning in Spiking Neural Networks

(2021) Jiangtan Yuan et al.   NANO LETTERS

Down-Scalable and Ultra-fast Memristors with Ultra-high Density Three-Dimensional Arrays of Perovskite Quantum Wires

(2021) Swapnadeep Poddar et al.   NANO LETTERS

Light-Emitting Memristors for Optoelectronic Artificial Efferent Nerve

(2021) Yangbin Zhu et al.   NANO LETTERS

Reconfigurable 2D WSe 2 ‐Based Memtransistor for Mimicking Homosynaptic and Heterosynaptic Plasticity

(2021) Guanglong Ding et al.   Small

60 nm Pixel-size pressure piezo-memory system as ultrahigh-resolution neuromorphic tactile sensor for in-chip computing

(2021) Chengming Jiang et al.   Nano Energy

Structural Analysis and Performance in a Dual‐Mechanism Conductive Filament Memristor

(2021) Shu‐Chin Tsai et al.   Advanced Electronic Materials

Large‐Area MoS 2 via Colloidal Nanosheet Ink for Integrated Memtransistor

(2021) Duc Anh Nguyen et al.   Small Methods

High Temperature CsPbBrxI3–x Memristors Based on Hybrid Electrical and Optical Resistive Switching Effects

(2021) Zehan Liu et al.   ACS Applied Materials & Interfaces

Artificial Synapse Based on a 2D-SnO2 Memtransistor with Dynamically Tunable Analog Switching for Neuromorphic Computing

(2021) Chi-Hsin Huang et al.   ACS Applied Materials & Interfaces

Secure Electronics Enabled by Atomically Thin and Photosensitive Two-Dimensional Memtransistors

(2021) Aaryan Oberoi et al.   ACS Nano

Topochemical Synthesis of Copper Phosphide Nanoribbons for Flexible Optoelectronic Memristors

(2021) Yanxin Liu et al.   ADVANCED FUNCTIONAL MATERIALS

2D Heterostructure for High‐Order Spatiotemporal Information Processing

(2021) Yongbiao Zhai et al.   ADVANCED FUNCTIONAL MATERIALS

Progress and Challenges for Memtransistors in Neuromorphic Circuits and Systems

(2021) Xiaodong Yan et al.   ADVANCED MATERIALS

In materia reservoir computing with a fully memristive architecture based on self-organizing nanowire networks

(2021) Gianluca Milano et al.   NATURE MATERIALS

Evolution of the conductive filament system in HfO2-based memristors observed by direct atomic-scale imaging

(2021) Ying Zhang et al.   Nature Communications

Memristor-based biomimetic compound eye for real-time collision detection

(2021) Yan Wang et al.   Nature Communications

Reconfigurable Stochastic neurons based on tin oxide/MoS2 hetero-memristors for simulated annealing and the Boltzmann machine

(2021) Xiaodong Yan et al.   Nature Communications

Reconfigurable optoelectronic memristor for in-sensor computing applications

(2021) Tian-Yu Wang et al.   Nano Energy

Neuromorphic computing: Devices, hardware, and system application facilitated by two-dimensional materials

(2021) Jihong Bian et al.   Applied Physics Reviews

Optoelectronic Modulation of Interfacial Defects in Lead‐Free Perovskite Films for Resistive Switching

(2021) Jiacheng Li et al.   Advanced Electronic Materials

Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision

(2021) Xuanyu Shan et al.   Advanced Science

Electrically and Optically Controllable p–n Junction Memtransistor Based on an Al 2 O 3 Encapsulated 2D Te/ReS 2 van der Waals Heterostructure

(2021) Duc Anh Nguyen et al.   Small Methods

Artificial Synapse Based on van der Waals Heterostructures with Tunable Synaptic Functions for Neuromorphic Computing

(2020) Congli He et al.   ACS Applied Materials & Interfaces

Photoassisted Electroforming Method for Reliable Low‐Power Organic–Inorganic Perovskite Memristors

(2020) Xiaoning Zhao et al.   ADVANCED FUNCTIONAL MATERIALS

An overview of phase-change memory device physics

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

Ambipolar Resistive Switching in an Ultrathin Surface-Supported Metal–Organic Framework Vertical Heterojunction

(2020) Luiz G. S. Albano et al.   NANO LETTERS

Ultrafast machine vision with 2D material neural network image sensors

(2020) Lukas Mennel et al.   NATURE

Reliability of analog resistive switching memory for neuromorphic computing

(2020) Meiran Zhao et al.   Applied Physics Reviews

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

(2020) Yang Zhang et al.   Applied Physics Reviews

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

(2020) Haifeng Ling et al.   Applied Physics Reviews

A comprehensive review on emerging artificial neuromorphic devices

(2020) Jiadi Zhu et al.   Applied Physics Reviews

Resistive switching materials for information processing

(2020) Zhongrui Wang et al.   Nature Reviews Materials

Semiconductor Quantum Dots for Memories and Neuromorphic Computing Systems

(2020) Ziyu Lv et al.   CHEMICAL REVIEWS

Piezotronic Synapse Based on a Single GaN Microwire for Artificial Sensory Systems

(2020) Qilin Hua et al.   NANO LETTERS

A biomimetic eye with a hemispherical perovskite nanowire array retina

(2020) Leilei Gu et al.   NATURE

Memory devices and applications for in-memory computing

(2020) Abu Sebastian et al.   Nature Nanotechnology

Optoelectronic In-Ga-Zn-O Memtransistors for Artificial Vision System

(2020) Weijie Qiu et al.   ADVANCED FUNCTIONAL MATERIALS

Halide perovskite memtransistor enabled by ion migration

(2020) Farjana Haque et al.   JAPANESE JOURNAL OF APPLIED PHYSICS

Two-dimensional materials for next-generation computing technologies

(2020) Chunsen Liu et al.   Nature Nanotechnology

Self healable neuromorphic memtransistor elements for decentralized sensory signal processing in robotics

(2020) Rohit Abraham John et al.   Nature Communications

Intrinsic plasticity of silicon nanowire neurotransistors for dynamic memory and learning functions

(2020) Eunhye Baek et al.   Nature Electronics

Neuro-inspired computing chips

(2020) Wenqiang Zhang et al.   Nature Electronics

Dual‐Gated MoS 2 Memtransistor Crossbar Array

(2020) Hong‐Sub Lee et al.   ADVANCED FUNCTIONAL MATERIALS

Emerging Memristive Artificial Synapses and Neurons for Energy‐Efficient Neuromorphic Computing

(2020) Sanghyeon Choi et al.   ADVANCED MATERIALS

Wafer-scale graphene-ferroelectric HfO2/Ge–HfO2/HfO2 transistors acting as three-terminal memristors

(2020) M Dragoman et al.   NANOTECHNOLOGY

Threshold switching synaptic device with tactile memory function

(2020) Depeng Wang et al.   Nano Energy

All‐Optically Controlled Memristor for Optoelectronic Neuromorphic Computing

(2020) Lingxiang Hu et al.   ADVANCED FUNCTIONAL MATERIALS

Proton-enabled activation of peptide materials for biological bimodal memory

(2020) Min-Kyu Song et al.   Nature Communications

Flexible GaN microwire-based piezotronic sensory memory device

(2020) Qilin Hua et al.   Nano Energy

A self-powered artificial retina perception system for image preprocessing based on photovoltaic devices and memristive arrays

(2020) Xiaoyang Yang et al.   Nano Energy

Competing memristors for brain-inspired computing

(2020) Seung Ju Kim et al.   iScience

Tunable resistive switching of vertical ReSe2/graphene hetero-structure enabled by Schottky barrier height and DUV light

(2020) Shania Rehman et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Organic Memristor Utilizing Copper Phthalocyanine Nanowires with Infrared Response and Cation Regulating Properties

(2019) Ziyu Lv et al.   Advanced Electronic Materials

Bioinspired Artificial Sensory Nerve Based on Nafion Memristor

(2019) Chen Zhang et al.   ADVANCED FUNCTIONAL MATERIALS

Artificial Synapses Based on Multiterminal Memtransistors for Neuromorphic Application

(2019) Lin Wang et al.   ADVANCED FUNCTIONAL MATERIALS

Percolation Threshold Enables Optical Resistive‐Memory Switching and Light‐Tuneable Synaptic Learning in Segregated Nanocomposites

(2019) Ayoub H. Jaafar et al.   Advanced Electronic Materials

Gate‐Tunable and Multidirection‐Switchable Memristive Phenomena in a Van Der Waals Ferroelectric

(2019) Fei Xue et al.   ADVANCED MATERIALS

Computational phase-change memory: Beyond von Neumann computing

(2019) Abu Sebastian et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Optoelectronic resistive random access memory for neuromorphic vision sensors

(2019) Feichi Zhou et al.   Nature Nanotechnology

Small‐Molecule‐Based Organic Field‐Effect Transistor for Nonvolatile Memory and Artificial Synapse

(2019) Yang Yu et al.   ADVANCED FUNCTIONAL MATERIALS

Photonic Memristor for Future Computing: A Perspective

(2019) Jing‐Yu Mao et al.   Advanced Optical Materials

Electric and Light Dual-Gate Tunable MoS2 Memtransistor

(2019) Siqi Yin et al.   ACS Applied Materials & Interfaces

Self-Powered Tactile Sensor with Learning and Memory

(2019) Chaoxing Wu et al.   ACS Nano

MoS2 Memtransistors Fabricated by Localized Helium Ion Beam Irradiation

(2019) Jakub Jadwiszczak et al.   ACS Nano

Capacitive effect: An original of the resistive switching memory

(2019) Guangdong Zhou et al.   Nano Energy

Optogenetics-Inspired Tunable Synaptic Functions in Memristors

(2018) Xiaojian Zhu et al.   ACS Nano

Low-Voltage, Optoelectronic CH3 NH3 PbI3− x Cl x Memory with Integrated Sensing and Logic Operations

(2018) Feichi Zhou et al.   ADVANCED FUNCTIONAL MATERIALS

Synaptic Barristor Based on Phase-Engineered 2D Heterostructures

(2018) Woong Huh et al.   ADVANCED MATERIALS

Enhancing the Matrix Addressing of Flexible Sensory Arrays by a Highly Nonlinear Threshold Switch

(2018) Ming Wang et al.   ADVANCED MATERIALS

Oxygen Exchange Processes between Oxide Memristive Devices and Water Molecules

(2018) Thomas Heisig et al.   ADVANCED MATERIALS

Gate Controlled Three-Terminal Metal Oxide Memristor

(2018) Eric Herrmann et al.   IEEE ELECTRON DEVICE LETTERS

Photocatalytic Reduction of Graphene Oxide-TiO2 Nanocomposites for Improving Resistive-Switching Memory Behaviors

(2018) Xiaoning Zhao et al.   Small

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

(2018) Can Li et al.   Nature Communications

Electronic devices: Making multi-terminal memtransistors

(2018) Alison Stoddart   Nature Reviews Materials

All-Oxide-Based Highly Transparent Photonic Synapse for Neuromorphic Computing

(2018) Mohit Kumar et al.   ACS Applied Materials & Interfaces

Photonic Synapses Based on Inorganic Perovskite Quantum Dots for Neuromorphic Computing

(2018) Yan Wang et al.   ADVANCED MATERIALS

Multi-terminal memtransistors from polycrystalline monolayer molybdenum disulfide

(2018) Vinod K. Sangwan et al.   NATURE

When Memristance Crosses the Path with Humidity Sensing-About the Importance of Protons and Its Opportunities in Valence Change Memristors

(2018) Felix Messerschmitt et al.   Advanced Electronic Materials

Photonic Organolead Halide Perovskite Artificial Synapse Capable of Accelerated Learning at Low Power Inspired by Dopamine-Facilitated Synaptic Activity

(2018) Seonggil Ham et al.   ADVANCED FUNCTIONAL MATERIALS

Bioinspired Electronics for Artificial Sensory Systems

(2018) Yei Hwan Jung et al.   ADVANCED MATERIALS

Two-Terminal Multibit Optical Memory via van der Waals Heterostructure

(2018) Minh Dao Tran et al.   ADVANCED MATERIALS

Ionic modulation and ionic coupling effects in MoS2 devices for neuromorphic computing

(2018) Xiaojian Zhu et al.   NATURE MATERIALS

Oxygen vacancy drift controlled three-terminal ReRAM with a reduction in operating gate bias and gate leakage current

(2018) Qi Wang et al.   SOLID STATE IONICS

Three-terminal memtransistors based on two-dimensional layered gallium selenide nanosheets for potential low-power electronics applications

(2018) Yang Yang et al.   Nano Energy

Three-dimensional integration of nanotechnologies for computing and data storage on a single chip

(2017) Max M. Shulaker et al.   NATURE

Steep sub-threshold current slope (∼2mV/dec) Pt/Cu2S/Pt gated memristor with lon/Ioff>100

(2017) N.I. Mou et al.   SOLID-STATE ELECTRONICS

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

(2017) Yuchao Yang et al.   Advanced Electronic Materials

A Bamboo-Like GaN Microwire-Based Piezotronic Memristor

(2016) Haitao Liu et al.   ADVANCED FUNCTIONAL MATERIALS

Memristive Physically Evolving Networks Enabling the Emulation of Heterosynaptic Plasticity

(2015) Yuchao Yang et al.   ADVANCED MATERIALS

Silk Fibroin for Flexible Electronic Devices

(2015) Bowen Zhu et al.   ADVANCED MATERIALS

Deep learning

(2015) Yann LeCun et al.   NATURE

Gate-tunable memristive phenomena mediated by grain boundaries in single-layer MoS2

(2015) Vinod K. Sangwan et al.   Nature Nanotechnology

Spectroscopic Proof of the Correlation between Redox-State and Charge-Carrier Transport at the Interface of Resistively Switching Ti/PCMO Devices

(2014) Anja Herpers et al.   ADVANCED MATERIALS

Internet of Things for Smart Cities

(2014) Andrea Zanella et al.   IEEE Internet of Things Journal

Memristive devices for computing

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

Four-dimensional address topology for circuits with stacked multilayer crossbar arrays

(2009) D. B. Strukov et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE