Progress and Challenges for Memtransistors in Neuromorphic Circuits and Systems

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

(2021) Xuewei Feng et al.   ACS Nano

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

(2021) Fei Xue et al.   ADVANCED MATERIALS

Optoelectronic intelligence

(2021) Jeffrey M. Shainline   APPLIED PHYSICS LETTERS

Atomically sharp interface enabled ultrahigh-speed non-volatile memory devices

(2021) Liangmei Wu et al.   Nature Nanotechnology

Theory of nonvolatile resistive switching in monolayer molybdenum disulfide with passive electrodes

(2021) Sanchali Mitra et al.   npj 2D Materials and Applications

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

(2021) Shahid Iqbal 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

Reconfigurable MoS2 Memtransistors for Continuous Learning in Spiking Neural Networks

(2021) Jiangtan Yuan et al.   NANO LETTERS

Ultrafast non-volatile flash memory based on van der Waals heterostructures

(2021) Lan Liu et al.   Nature Nanotechnology

Architectures of neuronal circuits

(2021) Liqun Luo   SCIENCE

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

(2021) Guanglong Ding et al.   Small

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

(2021) Duc Anh Nguyen et al.   Small Methods

Printed Memtransistor Utilizing a Hybrid Perovskite/Organic Heterojunction Channel

(2021) Chun Ma et al.   ACS Applied Materials & Interfaces

Visualizing Thermally Activated Memristive Switching in Percolating Networks of Solution‐Processed 2D Semiconductors

(2021) Vinod K. Sangwan et al.   ADVANCED FUNCTIONAL MATERIALS

Polymer Thin Film Memtransistors Based on Ion-Carrier Exchange Heterojunction

(2021) Jia-Ling Wu et al.   IEEE ELECTRON DEVICE LETTERS

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

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

Engineering of defects in resistive random access memory devices

(2020) Writam Banerjee et al.   JOURNAL OF APPLIED PHYSICS

Neuromorphic nanoelectronic materials

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

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

Memory devices and applications for in-memory computing

(2020) Abu Sebastian et al.   Nature Nanotechnology

Spiking neurons from tunable Gaussian heterojunction transistors

(2020) Megan E. Beck et al.   Nature Communications

A van der Waals Synaptic Transistor Based on Ferroelectric Hf 0.5 Zr 0.5 O 2 and 2D Tungsten Disulfide

(2020) Li Chen et al.   Advanced Electronic Materials

Dual‐Gated MoS 2 Transistors for Synaptic and Programmable Logic Functions

(2020) Jian‐yu Du et al.   Advanced Electronic Materials

Multiscale computational understanding and growth of 2D materials: a review

(2020) Kasra Momeni et al.   npj Computational Materials

Double-Gate MoS2 Field-Effect Transistor with a Multilayer Graphene Floating Gate: A Versatile Device for Logic, Memory, and Synaptic Applications

(2020) Michael A. Rodder et al.   ACS Applied Materials & Interfaces

Capping Layers to Improve the Electrical Stress Stability of MoS2 Transistors

(2020) James L. Doherty et al.   ACS Applied Materials & Interfaces

Growth and Grain Boundaries in 2D Materials

(2020) Wenqian Yao et al.   ACS Nano

Halide perovskite memtransistor enabled by ion migration

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

Emulating synaptic response in n- and p-channel MoS2 transistors by utilizing charge trapping dynamics

(2020) Shubhadeep Bhattacharjee et al.   Scientific Reports

Machine Learning-Enabled Design of Point Defects in 2D Materials for Quantum and Neuromorphic Information Processing

(2020) Nathan C. Frey et al.   ACS Nano

Dual‐Gated MoS 2 Memtransistor Crossbar Array

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

Third-order nanocircuit elements for neuromorphic engineering

(2020) Suhas Kumar et al.   NATURE

Transition from trap-mediated to band-like transport in polycrystalline monolayer molybdenum disulfide memtransistors

(2020) Panpan Zhang et al.   APPLIED PHYSICS LETTERS

Unconventional ferroelectricity in moiré heterostructures

(2020) Zhiren Zheng et al.   NATURE

Effect of Hydrogen Doping on the Gate‐Tunable Memristive Behavior of Zinc Oxide Films with and without F or N Doping

(2020) Ki-Hoon Son et al.   PHYSICA STATUS SOLIDI A-APPLICATIONS AND MATERIALS SCIENCE

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

New Floating Gate Memory with Excellent Retention Characteristics

(2019) Shuopei Wang et al.   Advanced Electronic Materials

Reconfigurable Artificial Synapses between Excitatory and Inhibitory Modes Based on Single-Gate Graphene Transistors

(2019) Yao Yao et al.   Advanced Electronic Materials

Engineering Oxygen Migration for Homogeneous Volume Resistive Switching in 3‐Terminal Devices

(2019) Juan Carlos Gonzalez‐Rosillo et al.   Advanced Electronic Materials

Memristive crossbar arrays for brain-inspired computing

(2019) Qiangfei Xia et al.   NATURE MATERIALS

Ferroelectric Analog Synaptic Transistors

(2019) Min-Kyu Kim et al.   NANO LETTERS

Low Frequency Carrier Kinetics in Perovskite Solar Cells

(2019) Vinod K. Sangwan et al.   ACS Applied Materials & Interfaces

Artificial Synapses Based on Multiterminal Memtransistors for Neuromorphic Application

(2019) Lin Wang et al.   ADVANCED FUNCTIONAL MATERIALS

Effects of Hexagonal Boron Nitride Encapsulation on the Electronic Structure of Few-Layer MoS2

(2019) Xu Han et al.   Journal of Physical Chemistry C

Subthreshold firing in Mott nanodevices

(2019) Javier del Valle et al.   NATURE

Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing

(2019) Elliot J. Fuller et al.   SCIENCE

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

(2019) Fei Xue et al.   ADVANCED MATERIALS

Recent Advances in Transistor‐Based Artificial Synapses

(2019) Shilei Dai et al.   ADVANCED FUNCTIONAL MATERIALS

Time‐Tailoring van der Waals Heterostructures for Human Memory System Programming

(2019) Huawei Chen et al.   Advanced Science

Ferroelectric materials for neuromorphic computing

(2019) S. Oh et al.   APL Materials

Dual-Gated MoS2 Neuristor for Neuromorphic Computing

(2019) Lin Bao et al.   ACS Applied Materials & Interfaces

Electric and Light Dual-Gate Tunable MoS2 Memtransistor

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

Revealing the Grain Boundary Formation Mechanism and Kinetics during Polycrystalline MoS2 Growth

(2019) Shuai Chen et al.   ACS Applied Materials & Interfaces

Low Power, CMOS-MoS2 Memtransistor based Neuromorphic Hybrid Architecture for Wake-Up Systems

(2019) Sarthak Gupta et al.   Scientific Reports

Selective UV‐Gating Organic Memtransistors with Modulable Levels of Synaptic Plasticity

(2019) Ya‐Nan Zhong et al.   Advanced Electronic Materials

Memtransistors: Programmable Multilevel Memtransistors Based on van der Waals Heterostructures (Adv. Electron. Mater. 10/2019)

(2019) Hyunik Park et al.   Advanced Electronic Materials

MoS2 Memtransistors Fabricated by Localized Helium Ion Beam Irradiation

(2019) Jakub Jadwiszczak et al.   ACS Nano

Improvement of analogue switching characteristics of MoS2 memristors through plasma treatment

(2019) Da Li et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Neuromemristive Circuits for Edge Computing: A Review

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

2D Layered Materials for Memristive and Neuromorphic Applications

(2019) Chen‐Yu Wang et al.   Advanced Electronic Materials

Nano-“Squeegee” for the Creation of Clean 2D Material Interfaces

(2018) Matthew R. Rosenberger et al.   ACS Applied Materials & Interfaces

Aligned Carbon Nanotube Synaptic Transistors for Large-Scale Neuromorphic Computing

(2018) Ivan Sanchez Esqueda et al.   ACS Nano

Synergistic Gating of Electro-Iono-Photoactive 2D Chalcogenide Neuristors: Coexistence of Hebbian and Homeostatic Synaptic Metaplasticity

(2018) Rohit Abraham John et al.   ADVANCED MATERIALS

Synaptic Barristor Based on Phase-Engineered 2D Heterostructures

(2018) Woong Huh et al.   ADVANCED MATERIALS

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

(2018) Jiadi Zhu et al.   ADVANCED MATERIALS

Chemical Vapor Deposition Growth and Applications of Two-Dimensional Materials and Their Heterostructures

(2018) Zhengyang Cai et al.   CHEMICAL REVIEWS

Contact engineering for 2D materials and devices

(2018) Daniel S. Schulman et al.   CHEMICAL SOCIETY REVIEWS

Gate Controlled Three-Terminal Metal Oxide Memristor

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

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

Self-Aligned van der Waals Heterojunction Diodes and Transistors

(2018) Vinod K. Sangwan et al.   NANO LETTERS

Approaching the Schottky–Mott limit in van der Waals metal–semiconductor junctions

(2018) Yuan Liu et al.   NATURE

A semi-floating gate memory based on van der Waals heterostructures for quasi-non-volatile applications

(2018) Chunsen Liu et al.   Nature Nanotechnology

Organic electrochemical transistors

(2018) Jonathan Rivnay et al.   Nature Reviews Materials

A Survey on Deep Learning

(2018) Samira Pouyanfar et al.   ACM COMPUTING SURVEYS

Defect Dynamics in 2-D MoS2 Probed by Using Machine Learning, Atomistic Simulations, and High-Resolution Microscopy

(2018) Tarak K. Patra et al.   ACS Nano

MoS2 Memristors Exhibiting Variable Switching Characteristics toward Biorealistic Synaptic Emulation

(2018) Da Li et al.   ACS Nano

Multi-terminal memtransistors from polycrystalline monolayer molybdenum disulfide

(2018) Vinod K. Sangwan et al.   NATURE

Bidirectionally-trigged 2D MoS2 synapse through coplanar-gate electric-double-layer polymer coupling for neuromorphic complementary spatiotemporal learning

(2018) Dingdong Xie et al.   ORGANIC ELECTRONICS

Capacitive neural network with neuro-transistors

(2018) Zhongrui Wang et al.   Nature Communications

Defect Engineering in Single-Layer MoS2 Using Heavy Ion Irradiation

(2018) Zuyun He et al.   ACS Applied Materials & Interfaces

Truly Concomitant and Independently Expressed Short- and Long-Term Plasticity in a Bi2 O2 Se-Based Three-Terminal Memristor

(2018) Ziyang Zhang et al.   ADVANCED MATERIALS

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

(2018) Xiaojian Zhu et al.   NATURE MATERIALS

Deep learning in spiking neural networks

(2018) Amirhossein Tavanaei et al.   NEURAL NETWORKS

The Next Generation of Deep Learning Hardware: Analog Computing

(2018) Wilfried Haensch et al.   PROCEEDINGS OF THE IEEE

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

Cleaning interfaces in layered materials heterostructures

(2018) D. G. Purdie et al.   Nature Communications

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

(2018) Yang Yang et al.   Nano Energy

Atomristor: Nonvolatile Resistance Switching in Atomic Sheets of Transition Metal Dichalcogenides

(2017) Ruijing Ge et al.   NANO LETTERS

Experimental Demonstration of Feature Extraction and Dimensionality Reduction Using Memristor Networks

(2017) Shinhyun Choi et al.   NANO LETTERS

Lattice-Matched Epitaxial Graphene Grown on Boron Nitride

(2017) Andrew Davies et al.   NANO LETTERS

Recent Advances on Neuromorphic Systems Using Phase-Change Materials

(2017) Lei Wang et al.   Nanoscale Research Letters

Structural phase transition in monolayer MoTe2 driven by electrostatic doping

(2017) Ying Wang et al.   NATURE

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

(2017) Max M. Shulaker et al.   NATURE

Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing

(2017) Suhas Kumar et al.   NATURE

2D MoS2 Neuromorphic Devices for Brain-Like Computational Systems

(2017) Jie Jiang et al.   Small

Direct Growth of High Mobility and Low-Noise Lateral MoS2 -Graphene Heterostructure Electronics

(2017) Amirhossein Behranginia et al.   Small

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

Neuromorphic device architectures with global connectivity through electrolyte gating

(2017) Paschalis Gkoupidenis et al.   Nature Communications

Recent Advances on Neuromorphic Systems Using Phase-Change Materials

(2017) Lei Wang et al.   Nanoscale Research Letters

Charge Mediated Reversible Metal–Insulator Transition in Monolayer MoTe2 and WxMo1–xTe2 Alloy

(2016) Chenxi Zhang et al.   ACS Nano

Atomically Thin Ohmic Edge Contacts Between Two-Dimensional Materials

(2016) Marcos H. D. Guimarães et al.   ACS Nano

Contacts between Two- and Three-Dimensional Materials: Ohmic, Schottky, and p–n Heterojunctions

(2016) Yang Xu et al.   ACS Nano

Li-Ion Synaptic Transistor for Low Power Analog Computing

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

High Mobility MoS2Transistor with Low Schottky Barrier Contact by Using Atomic Thick h-BN as a Tunneling Layer

(2016) Jingli Wang et al.   ADVANCED MATERIALS

Silicon-Based Floating-Body Synaptic Transistor With Frequency-Dependent Short- and Long-Term Memories

(2016) Hyungjin Kim et al.   IEEE ELECTRON DEVICE LETTERS

Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

(2016) Zhongrui Wang et al.   NATURE MATERIALS

Mixed-dimensional van der Waals heterostructures

(2016) Deep Jariwala et al.   NATURE MATERIALS

Structural semiconductor-to-semimetal phase transition in two-dimensional materials induced by electrostatic gating

(2016) Yao Li et al.   Nature Communications

Two-terminal floating-gate memory with van der Waals heterostructures for ultrahigh on/off ratio

(2016) Quoc An Vu et al.   Nature Communications

Interfacial Properties of Monolayer and Bilayer MoS2 Contacts with Metals: Beyond the Energy Band Calculations

(2016) Hongxia Zhong et al.   Scientific Reports

Orientation selectivity in a multi-gated organic electrochemical transistor

(2016) Paschalis Gkoupidenis et al.   Scientific Reports

Carbon Nanotube Synaptic Transistor Network for Pattern Recognition

(2015) Sungho Kim et al.   ACS Applied Materials & Interfaces

Nonvolatile Ferroelectric Memory Circuit Using Black Phosphorus Nanosheet-Based Field-Effect Transistors with P(VDF-TrFE) Polymer

(2015) Young Tack Lee et al.   ACS Nano

Van der Waals Epitaxy of Two-Dimensional MoS2–Graphene Heterostructures in Ultrahigh Vacuum

(2015) Jill A. Miwa et al.   ACS Nano

Ultra-Low Voltage and Ultra-Low Power Consumption Nonvolatile Operation of a Three-Terminal Atomic Switch

(2015) Qi Wang et al.   ADVANCED MATERIALS

Memristive Physically Evolving Networks Enabling the Emulation of Heterosynaptic Plasticity

(2015) Yuchao Yang et al.   ADVANCED MATERIALS

Kinetic Nature of Grain Boundary Formation in As-Grown MoS2Monolayers

(2015) Jingxin Cheng et al.   ADVANCED MATERIALS

Statistical Study on the Schottky Barrier Reduction of Tunneling Contacts to CVD Synthesized MoS2

(2015) Seunghyun Lee et al.   NANO LETTERS

Graphene Dynamic Synapse with Modulatable Plasticity

(2015) He Tian et al.   NANO LETTERS

Memristive Behavior and Ideal Memristor of 1T Phase MoS2 Nanosheets

(2015) Peifu Cheng et al.   NANO LETTERS

Deep learning

(2015) Yann LeCun et al.   NATURE

Electrical contacts to two-dimensional semiconductors

(2015) Adrien Allain et al.   NATURE MATERIALS

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

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

Multi-terminal transport measurements of MoS2 using a van der Waals heterostructure device platform

(2015) Xu Cui et al.   Nature Nanotechnology

Hybrid dual gate ferroelectric memory for multilevel information storage

(2015) M.A. Khan et al.   ORGANIC ELECTRONICS

Mott Memory and Neuromorphic Devices

(2015) You Zhou et al.   PROCEEDINGS OF THE IEEE

Epitaxial growth of a monolayer WSe2-MoS2 lateral p-n junction with an atomically sharp interface

(2015) M.-Y. Li et al.   SCIENCE

Modeling of a quantized current and gate field-effect in gated three-terminal Cu2-αS electrochemical memristors

(2015) Y. Zhang et al.   AIP Advances

Tunable Charge-Trap Memory Based on Few-Layer MoS2

(2014) Enze Zhang et al.   ACS Nano

Ferroelectric Artificial Synapses for Recognition of a Multishaded Image

(2014) Yukihiro Kaneko et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Memfractance: A Mathematical Paradigm for Circuit Elements with Memory

(2014) Mohammed-Salah Abdelouahab et al.   INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS

Nanoscale Integration of Two-Dimensional Materials by Lateral Heteroepitaxy

(2014) Peter Sutter 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

Heteroepitaxial Growth of Two-Dimensional Hexagonal Boron Nitride Templated by Graphene Edges

(2014) L. Liu et al.   SCIENCE

If it’s pinched it’s a memristor

(2014) Leon Chua   SEMICONDUCTOR SCIENCE AND TECHNOLOGY

Nonvolatile three-terminal operation based on oxygen vacancy drift in a Pt/Ta2O5−x/Pt, Pt structure

(2013) Qi Wang et al.   APPLIED PHYSICS LETTERS

Toward Single-Layer Uniform Hexagonal Boron Nitride–Graphene Patchworks with Zigzag Linking Edges

(2013) Yabo Gao et al.   NANO LETTERS

Synthesis of Patched or Stacked Graphene and hBN Flakes: A Route to Hybrid Structure Discovery

(2013) Soo Min Kim et al.   NANO LETTERS

Order–disorder transition in a two-dimensional boron–carbon–nitride alloy

(2013) Jiong Lu et al.   Nature Communications

Memristive operation mode of floating gate transistors: A two-terminal MemFlash-cell

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

Overview of the SpiNNaker System Architecture

(2012) Steve B. Furber et al.   IEEE TRANSACTIONS ON COMPUTERS

Memristor-based memory: The sneak paths problem and solutions

(2012) Mohammed Affan Zidan et al.   MICROELECTRONICS JOURNAL

Memristive devices for computing

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

Graphene Barristor, a Triode Device with a Gate-Controlled Schottky Barrier

(2012) H. Yang et al.   SCIENCE

Two- and Three-Terminal Resistive Switches: Nanometer-Scale Memristors and Memistors

(2011) Qiangfei Xia et al.   ADVANCED FUNCTIONAL MATERIALS

Resistance switching memories are memristors

(2011) Leon Chua   APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING

Fifty Years of Moore's Law

(2011) Chris A. Mack   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Intrinsic Mechanisms of Memristive Switching

(2011) Kazuki Nagashima et al.   NANO LETTERS

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

(2011) Takeo Ohno et al.   NATURE MATERIALS

Volatile/Nonvolatile Dual-Functional Atom Transistor

(2010) Tsuyoshi Hasegawa et al.   Applied Physics Express

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

An Organic Nanoparticle Transistor Behaving as a Biological Spiking Synapse

(2009) Fabien Alibart et al.   ADVANCED FUNCTIONAL MATERIALS

Gate-controlled nonvolatile graphene-ferroelectric memory

(2009) Yi Zheng et al.   APPLIED PHYSICS LETTERS

Circuit Elements With Memory: Memristors, Memcapacitors, and Meminductors

(2009) Massimiliano Di Ventra et al.   PROCEEDINGS OF THE IEEE

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

Phenomenological models of synaptic plasticity based on spike timing

(2008) Abigail Morrison et al.   BIOLOGICAL CYBERNETICS

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE

Metaplasticity: tuning synapses and networks for plasticity

(2008) Wickliffe C. Abraham   NATURE REVIEWS NEUROSCIENCE