Analog Memristive Synapse in Spiking Networks Implementing Unsupervised Learning

Experimental study of gradual/abrupt dynamics of HfO2-based memristive devices

(2016) S. Brivio et al.   APPLIED PHYSICS LETTERS

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

Unsupervised learning in probabilistic neural networks with multi-state metal-oxide memristive synapses

(2016) Alexander Serb et al.   Nature Communications

Unsupervised Learning by Spike Timing Dependent Plasticity in Phase Change Memory (PCM) Synapses

(2016) Stefano Ambrogio et al.   Frontiers in Neuroscience

Self-Adaptive Spike-Time-Dependent Plasticity of Metal-Oxide Memristors

(2016) M. Prezioso et al.   Scientific Reports

Resistive Switching in High-Density Nanodevices Fabricated by Block Copolymer Self-Assembly

(2015) Jacopo Frascaroli et al.   ACS Nano

Role of metal-oxide interfaces in the multiple resistance switching regimes of Pt/HfO2/TiN devices

(2015) S. Brivio et al.   APPLIED PHYSICS LETTERS

A $\mu $ -Controller-Based System for Interfacing Selectorless RRAM Crossbar Arrays

(2015) Radu Berdan et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

HfO2-Based OxRAM Devices as Synapses for Convolutional Neural Networks

(2015) Daniele Garbin et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

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

Resistive switching and synaptic properties of fully atomic layer deposition grown TiN/HfO2/TiN devices

(2015) Yu. Matveyev et al.   JOURNAL OF APPLIED PHYSICS

Synaptic potentiation and depression in Al:HfO2-based memristor

(2015) E. Covi et al.   MICROELECTRONIC ENGINEERING

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

(2015) M. Prezioso et al.   NATURE

Bioinspired Programming of Memory Devices for Implementing an Inference Engine

(2015) Damien Querlioz et al.   PROCEEDINGS OF THE IEEE

Electronic system with memristive synapses for pattern recognition

(2015) Sangsu Park et al.   Scientific Reports

Supervised Learning Using Spike-Timing-Dependent Plasticity of Memristive Synapses

(2015) Yu Nishitani et al.   IEEE Transactions on Neural Networks and Learning Systems

Single pairing spike-timing dependent plasticity in BiFeO3 memristors with a time window of 25 ms to 125 μs

(2015) Nan Du et al.   Frontiers in Neuroscience

A 2-transistor/1-resistor artificial synapse capable of communication and stochastic learning in neuromorphic systems

(2015) Zhongqiang Wang et al.   Frontiers in Neuroscience

Plasticity in memristive devices for spiking neural networks

(2015) Sylvain Saïghi et al.   Frontiers in Neuroscience

Multi-level control of conductive nano-filament evolution in HfO2 ReRAM by pulse-train operations

(2014) L. Zhao et al.   Nanoscale

Formation and disruption of conductive filaments in a HfO2/TiN structure

(2014) S Brivio et al.   NANOTECHNOLOGY

Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems

(2014) Yi Li et al.   Scientific Reports

Novel synaptic memory device for neuromorphic computing

(2014) Saptarshi Mandal et al.   Scientific Reports

A compound memristive synapse model for statistical learning through STDP in spiking neural networks

(2014) Johannes Bill et al.   Frontiers in Neuroscience

Brain-like associative learning using a nanoscale non-volatile phase change synaptic device array

(2014) Sukru B. Eryilmaz et al.   Frontiers in Neuroscience

A Low Energy Oxide-Based Electronic Synaptic Device for Neuromorphic Visual Systems with Tolerance to Device Variation

(2013) Shimeng Yu et al.   ADVANCED MATERIALS

Bio-Inspired Stochastic Computing Using Binary CBRAM Synapses

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

Immunity to Device Variations in a Spiking Neural Network With Memristive Nanodevices

(2013) Damien Querlioz et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

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

STDP and STDP variations with memristors for spiking neuromorphic learning systems

(2013) T. Serrano-Gotarredona et al.   Frontiers in Neuroscience

Stochastic learning in oxide binary synaptic device for neuromorphic computing

(2013) Shimeng Yu et al.   Frontiers in Neuroscience

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

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

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

(2011) Duygu Kuzum et al.   NANO LETTERS