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RESEARCH PAPER · ACS Applied Electronic Materials · 2020

Recent Progress in Artificial Synapses Based on Two-Dimensional van der Waals Materials for Brain-Inspired Computing

Seunghwan Seo, Je‐Jun Lee, Hojun Lee, Hae Won Lee, Seyong Oh, Je Jun Lee, Keun Heo, Jin‐Hong Park

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Recent Progress in Artificial Synapses Based on Two-Dimensional van der Waals Materials for Brain-Inspired ComputingOriginalA 2D material-based floating gate device with linear synaptic weight update53Two-Dimensional Nanostructures for Advanced Applications18Passive Filters for Nonvolatile Storage Based on Capacitive-Coupled Memristive Effects in Nanolayered Organic–Inorganic Heterojunction Devices29An Optically Modulated Organic Schottky‐Barrier Planar‐Diode‐Based Artificial Synapse86Artificial van der Waals hybrid synapse and its application to acoustic pattern recognition238Bioelectronics‐Related 2D Materials Beyond Graphene: Fundamentals, Properties, and Applications612D WS 2 : From Vapor Phase Synthesis to Device Applications1752D Material Based Synaptic Devices for Neuromorphic Computing382Understanding the Memory Window Overestimation of 2D Materials Based Floating Gate Type Memory Devices by Measuring Floating Gate Voltage27Mimic Drug Dosage Modulation for Neuroplasticity Based on Charge‐Trap Layered Electronics20Hysteresis Modulation on Van der Waals‐Based Ferroelectric Field‐Effect Transistor by Interfacial Passivation Technique and Its Application in Optic Neural Networks60Asymmetric carrier transport in flexible interface-type memristor enables artificial synapses with sub-femtojoule energy consumption40Interface chemistry of two-dimensional heterostructures – fundamentals to applications304Recent progress in artificial synaptic devices: materials, processing and applications89Electronic synapses mimicked in bilayer organic-inorganic heterojunction based memristor29The capabilities of nanoelectronic 2-D materials for bio-inspired computing and drug delivery indicate their significance in modern drug design18Advances in magneto-ionic materials and perspectives for their application73Highly Textured Assembly of Engineered Si Nanowires for Artificial Synapses Model1Controllable potential barrier for multiple negative-differential-transconductance and its application to multi-valued logic computing38Material and Device Structure Designs for 2D Memory Devices Based on the Floating Gate Voltage Trajectory34Optogenetics‐Inspired Neuromorphic Optoelectronic Synaptic Transistors with Optically Modulated Plasticity52High-speed ionic synaptic memory based on two-dimensional titanium carbide MXene2All‐Solid‐State Oxygen Ion Electrochemical Random‐Access Memory for Neuromorphic Computing82Bio‐Inspired Artificial Vision and Neuromorphic Image Processing Devices123Synaptic Plasticity in Memristive Artificial Synapses and Their Robustness Against Noisy Inputs38Two‐Dimensional MXene Synapse for Brain‐Inspired Neuromorphic Computing53A Roadmap for Disruptive Applications and Heterogeneous Integration Using Two-Dimensional Materials: State-of-the-Art and Technological Challenges85An Optogenetics‐Inspired Flexible van der Waals Optoelectronic Synapse and its Application to a Convolutional Neural Network167Recent progress on two-dimensional neuromorphic devices and artificial neural network42Epitaxial layered Sb 2 Te 3 thin films for memory and neuromorphic applications31Biocompatible and Biodegradable Neuromorphic Device Based on Hyaluronic Acid for Implantable Bioelectronics53Ionic Sieving Through One‐Atom‐Thick 2D Material Enables Analog Nonvolatile Memory for Neuromorphic Computing57Neuromorphic computing: Devices, hardware, and system application facilitated by two-dimensional materials115Flexible artificial Si-In-Zn-O/ion gel synapse and its application to sensory-neuromorphic system for sign language translation105Plasmonically engineered light-matter interactions in Au-nanoparticle/MoS2 heterostructures for artificial optoelectronic synapse52High‐Speed Ionic Synaptic Memory Based on 2D Titanium Carbide MXene78Two-dimensional materials enabled next-generation low-energy compute and connectivity22Electroresistance in multipolar antiferroelectric Cu2Se semiconductor17Photoelectroactive artificial synapse and its application to biosignal pattern recognition53Nanostructured Materials and Architectures for Advanced Optoelectronic Synaptic Devices168Electrolyte‐Gated Vertical Synapse Array based on Van Der Waals Heterostructure for Parallel Computing56Insight into the stacking and the species-ordering dependences of interlayer bonding in SiC/GeC polar heterostructures8A pentagonal 2D layered PdSe 2 -based synaptic device with a graphene floating gate15Multifunctional MoTe2 Fe‐FET Enabled by Ferroelectric Polarization‐Assisted Charge Trapping88Triboelectric Nanogenerators as Active Tactile Stimulators for Multifunctional Sensing and Artificial Synapses40Two-dimensional materials for artificial synapses: toward a practical application122D Heterostructures for Ubiquitous Electronics and Optoelectronics: Principles, Opportunities, and Challenges708An Artificial Synapse Based on CsPbI3 Thin Film11Mixed‐Dimensional Formamidinium Bismuth Iodides Featuring In‐Situ Formed Type‐I Band Structure for Convolution Neural Networks33Constructing van der Waals heterostructures by dry-transfer assembly for novel optoelectronic device24An Artificial Spiking Afferent Neuron System Achieved by 1M1S for Neuromorphic Computing19CMOS-compatible compute-in-memory accelerators based on integrated ferroelectric synaptic arrays for convolution neural networks107Designing MoS2 channel properties for analog memory in neuromorphic applications7A minireview on 2D materials-enabled optoelectronic artificial synaptic devices41A Van Der Waals Reconfigurable Multi‐Valued Logic Device and Circuit Based on Tunable Negative‐Differential‐Resistance Phenomenon62Multi-Stimuli-Responsive Synapse Based on Vertical van der Waals Heterostructures24Atomically Thin Synapse Networks on Van Der Waals Photo‐Memtransistors48Large Memory Window of van der Waals Heterostructure Devices Based on MOCVD‐Grown 2D Layered Ge4Se939Low-power flexible organic memristor based on PEDOT:PSS/pentacene heterojunction for artificial synapse55Emulation of bio-synaptic behaviours in copper-doped zinc oxide memristors: A nanoscale scanning probe microscopic study29Graphene and Beyond: Recent Advances in Two-Dimensional Materials Synthesis, Properties, and Devices247Phase‐Controlled Artificial SiZnSnO/P(VDF‐TrFE) Synaptic Devices with a High Dynamic Range for Neuromorphic Computing11Bioinspired interactive neuromorphic devices176Single‐Transistor Neuron with Excitatory–Inhibitory Spatiotemporal Dynamics Applied for Neuronal Oscillations31Linearly potentiated synaptic weight modulation at nanoscale in a highly stable two-terminal memristor16Side chain engineering enhances the high-temperature resilience and ambient stability of organic synaptic transistors for neuromorphic applications46The first-principles study of structural and electronic properties of two-dimensional SiC/GeC lateral polar heterostructures5Highly Reproducible Heterosynaptic Plasticity Enabled by MoS2/ZrO2–x Heterostructure Memtransistor25Two-dimensional materials for bio-realistic neuronal computing networks30Artificial Intelligence and Advanced Materials118CuI: An Attractive Material for Constructing Transparent and Metal-electrode-free Optoelectronic Synapse5Artificial synapse based on 1,4-diphenylbutadiyne with femtojoule energy consumption8First principles study of 2D polar heterostructures.1Nanoscale molecular rectifiers142Advanced Optoelectronic Devices for Neuromorphic Analog Based on Low‐Dimensional Semiconductors111Synapse with versatility based on the Pt /LaMnO3/Pt heterojunction12D-Material-Based Volatile and Nonvolatile Memristive Devices for Neuromorphic Computing53Mobile Kink Solitons in a Van der Waals Charge‐Density‐Wave Layer10Weak Light‐Stimulated Synaptic Transistors Based on MoS2/Organic Semiconductor Heterojunction for Neuromorphic Computing36High-Performance Floating Gate Heterostructure With WSe2-MoS2 Diode Channel for Neural Synapse22Synaptic properties of plasma-treated SnS2/h-BN van der Waals heterostructure9Emerging Memtransistors for Neuromorphic System Applications: A Review17Topological Bi2Se3/n-GaN Hybrid Structure for Enhanced and Self-Powered UV Photodetectors26Core processing neuron‐enabled circuit motifs for neuromorphic computing4The trend of synthesized 2D materials toward artificial intelligence: Memory technology and neuromorphic computing20Flexible Neuromorphic Devices Based on Two-Dimensional Transition Metal Dichalcogenides11Graded oxide layer for high-performing nanosized synaptic emulator2Neuromorphic electronics for robotic perception, navigation and control: A survey36Improving the Synaptic Behavior with Polar Orthorhombic Phase in Hf0.5Zr0.5O2 Film5Electrochemical Wearable Biosensors and Bioelectronic Devices Based on Hydrogels: Mechanical Properties and Electrochemical Behavior76Solution-Processed 2D Transition Metal Dichalcogenide Networks for Scalable, Flexible Photosynaptic Device Arrays6Inhibitory artificial synapses based on photoelectric co-modulation of graphene/WSe2 van der Waals heterojunctions4Investigating the Role of Interfacial Layer for Resistive Switching in a Hybrid Dion-Jacobson Perovskite-Based Memristor26Artificial Intelligence Advancements in Neurocomputing for MXene-Based Artificial Synapses Devices3Nonvolatile and volatile resistive switching characteristics in MoS2 thin film for RRAM application25Voltage-Mode Ferroelectric Synapse for Neuromorphic Computing6Indium–Gallium–Zinc Oxide-Based Synaptic Charge Trap Flash for Spiking Neural Network-Restricted Boltzmann Machine31Two-dimensional materials memory devices with floating metal gate for neuromorphic applications48Unleashing the potential of gallium oxide: A paradigm shift in optoelectronic applications for image sensing and neuromorphic computing applications33Recent progress on ambipolar 2D semiconductors in emergent reconfigurable electronics and optoelectronics6LTP–LTD transformation of unipolar pulse voltage-driven zinc oxide memristors via TiO 2 thin layer incorporation9Reliable synaptic plasticity of InGaZnO transistor with TiO 2 interlayer4First Demonstration of Yttria‐Stabilized Hafnia‐Based Long‐Retention Solid‐State Electrolyte‐Gated Transistor for Human‐Like Neuromorphic Computing14Resistive Switching Properties in Memristors for Optoelectronic Synaptic Memristors: Deposition Techniques, Key Performance Parameters, and Applications93Perovskite Based Neuromorphic Devices1Unveiling cutting-edge developments: architectures and nanostructured materials for application in optoelectronic artificial synapses28Volatile Memristive Devices with Analog Resistance Switching Based on Self-Assembled Squaraine Microtubes as Synaptic Emulators12A study on pattern classifications with MoS2-based CTF synaptic device7Molecularly Reconfigurable Neuroplasticity of Layered Artificial Synapse Electronics20Towards on-receptor computing: Electronic nociceptor embedded neuromorphic functionalities at nanoscale21The Roadmap of 2D Materials and Devices Toward Chips255Spiral WSe2 with Interlayer Twist for Memristive and Neuromorphic Device Applications9Electrolyte‐Gated Transistor Array (20 × 20) with Low‐Programming Interference Based on Coplanar Gate Structure for Unsupervised Learning8Hydrogel-Gated FETs in Neuromorphic Computing to Mimic Biological Signal: A Review10Artificial synaptic devices based on biomimetic electrochemistry: A review21Demonstration of bias scheme for ferroelectric field-effect transistor (FeFET) based AND array operation2Low-Power Perovskite Neuromorphic Synapse with Enhanced Photon Efficiency for Directional Motion Perception34A synaptic transistor based on van der Waals heterojunction HfS2/HfOx/SnS2 with optical modulation properties10Multi‐Wavelength Optoelectronic Synaptic Transistors Based on Transition Metal Telluride‐Sulfide Heterostructures20Non‐Volatile and Gate‐Controlled Multistate Photovoltaic Response in WSe2/h‐BN/Graphene Semi‐Floating Gate Field‐Effect Transistors13A synapse with low power consumption based on MoTe2/SnS2 heterostructure11Reconfigurable Resistive Switching Memory for Telegraph Code Sensing and Recognizing Reservoir Computing Systems8Conformal Neuromorphic Bioelectronics for Sense Digitalization62Advances on MXene-Based Memristors for Neuromorphic Computing: A Review on Synthesis, Mechanisms, and Future Directions71Synthesis, Modulation, and Application of Two-Dimensional TMD Heterostructures164Advances and Applications of Oxidized van der Waals Transition Metal Dichalcogenides38Persistent photoconductivity and Emulating Ebbinghaus forgetting curve via characterization of excitatory synaptic transmission in a ZnO-based optoelectronic synapse with ultra-low power ( ∼ fJ) consumption21Optically Stimulated Artificial Synapse with Ferroelectric Assistance for a Neuromorphic Visual System4Solid‐State Oxide‐Ion Synaptic Transistor for Neuromorphic Computing43CuInP 2 S 6 Heterojunction Based Visible Range Optoelectronic Synapse With Femtojoule Energy Consumption10Enhanced multifunctional broadband artificial vision through integration of ReS 2 phototransistors with embedded electrodes5Neuromorphic Floating-Gate Memory Based on 2D Materials29Reconfigurable logic operations in a MoS 2 -based resistive switching device for neuromorphic computing applications9Stacking induced symmetry breaking and gap opening in Dirac half-metal MnF 33Two-dimensional materials for adaptive functionalities in soft robotics102D MoS2-based reconfigurable analog hardware23Two-Dimensional Materials for Brain-Inspired Computing Hardware94Enhancement of the Proton–Electron Coupling Effect by an Ionic Oxide-Based Proton Reservoir for High-Performance Artificial Synaptic Transistors22Multifunctional Artificial Electric Synapse of MoSe2-Based Memristor toward Neuromorphic Application23Emerging artificial synaptic devices based on triboelectric nanogenerators15Ion–Electron Interactions in 2D Nanomaterials-Based Artificial Synapses for Neuromorphic Applications32High Precision Conductance Modulation in CuCrP 2 S 6 Synaptic Devices for Enhanced Neuromorphic Computing21CMOS‐Compatible Protonic Three‐Terminal Memristor for Analog Synapse in Neuromorphic Computing1Artificial Optoelectronic Synapse Featuring Bidirectional Post‐Synaptic Current for Compact and Energy‐Efficient Neural Hardware19Enhanced bio-synaptic plasticity behaviour through controlled defect migration in nano-columnar WO3−x memristors2Reconfigurable Tin-Halide Perovskite Resistive Switching Memory for Reservoir Computing System in Braille Code Translator2Flexible Memory: Progress, Challenges, and Opportunities3Reconfigurable devices based on two-dimensional materials for logic and analog applications10Retina-inspired spike processing for neuromorphic color recognition1Molecular dynamics simulation of a nanofluidic memristor based on deoxyribonucleic acid origami deformation emulates synaptic functions1

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  50. Constructing van der Waals heterostructures by dry-transfer assembly for novel optoelectronic device

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