Perspective: A review on memristive hardware for neuromorphic computation

Three-Dimensional Memristive Hindmarsh–Rose Neuron Model with Hidden Coexisting Asymmetric Behaviors

(2018) Bocheng Bao et al.   COMPLEXITY

PCMO RRAM for Integrate-and-Fire Neuron in Spiking Neural Networks

(2018) S. Lashkare et al.   IEEE ELECTRON DEVICE LETTERS

Learning in Memristor Crossbar-Based Spiking Neural Networks Through Modulation of Weight-Dependent Spike-Timing-Dependent Plasticity

(2018) Nan Zheng et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

A Hardware Architecture for Columnar-Organized Memory Based on CMOS Neuron and Memristor Crossbar Arrays

(2018) Jafar Shamsi et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations

(2018) Shinhyun Choi et al.   NATURE MATERIALS

Neuro-Inspired Computing With Emerging Nonvolatile Memorys

(2018) Shimeng Yu   PROCEEDINGS OF THE IEEE

Neural-like computing with populations of superparamagnetic basis functions

(2018) Alice Mizrahi et al.   Nature Communications

Experimental Study of Artificial Neural Networks Using a Digital Memristor Simulator

(2018) Vasileios Ntinas et al.   IEEE Transactions on Neural Networks and Learning Systems

Bidirectional Non-Filamentary RRAM as an Analog Neuromorphic Synapse, Part I: Al/Mo/Pr0.7Ca0.3MnO3 Material Improvements and Device Measurements

(2018) Kibong Moon et al.   IEEE Journal of the Electron Devices Society

HfZrOx-Based Ferroelectric Synapse Device With 32 Levels of Conductance States for Neuromorphic Applications

(2017) Seungyeol Oh et al.   IEEE ELECTRON DEVICE LETTERS

Improving Analog Switching in HfOx-Based Resistive Memory With a Thermal Enhanced Layer

(2017) Wei Wu et al.   IEEE ELECTRON DEVICE LETTERS

A Survey of Memristive Threshold Logic Circuits

(2017) Akshay Kumar Maan et al.   IEEE Transactions on Neural Networks and Learning Systems

A 4-fJ/Spike Artificial Neuron in 65 nm CMOS Technology

(2017) Ilias Sourikopoulos et al.   Frontiers in Neuroscience

Memristive neural network for on-line learning and tracking with brain-inspired spike timing dependent plasticity

(2017) G. Pedretti et al.   Scientific Reports

Analog Synapse Device With 5-b MLC and Improved Data Retention for Neuromorphic System

(2016) Kibong Moon et al.   IEEE ELECTRON DEVICE LETTERS

Improved Synaptic Behavior Under Identical Pulses Using AlOx/HfO2Bilayer RRAM Array for Neuromorphic Systems

(2016) Jiyong Woo et al.   IEEE ELECTRON DEVICE LETTERS

TiOx-Based RRAM Synapse With 64-Levels of Conductance and Symmetric Conductance Change by Adopting a Hybrid Pulse Scheme for Neuromorphic Computing

(2016) Jaesung Park et al.   IEEE ELECTRON DEVICE LETTERS

Engineering incremental resistive switching in TaOxbased memristors for brain-inspired computing

(2016) Zongwei Wang et al.   Nanoscale

All-memristive neuromorphic computing with level-tuned neurons

(2016) Angeliki Pantazi et al.   NANOTECHNOLOGY

3D Ta/TaOx/TiO2/Ti synaptic array and linearity tuning of weight update for hardware neural network applications

(2016) I-Ting Wang et al.   NANOTECHNOLOGY

A spiking and bursting neuron circuit based on memristor

(2016) Yunus Babacan et al.   NEUROCOMPUTING

Energy consumption analysis for various memristive networks under different learning strategies

(2016) Lei Deng et al.   PHYSICS LETTERS A

Analog Memristive Synapse in Spiking Networks Implementing Unsupervised Learning

(2016) Erika Covi et al.   Frontiers in Neuroscience

Emulating the Electrical Activity of the Neuron Using a Silicon Oxide RRAM Cell

(2016) Adnan Mehonic et al.   Frontiers in Neuroscience

Modular neuron comprises of memristor-based synapse

(2015) Jafar Shamsi et al.   NEURAL COMPUTING & APPLICATIONS

The Missing Memristor has Not been Found

(2015) Sascha Vongehr 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

Memristors Empower Spiking Neurons With Stochasticity

(2015) Maruan Al-Shedivat et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Comprehensive Physical Model of Dynamic Resistive Switching in an Oxide Memristor

(2014) Sungho Kim et al.   ACS Nano

Interpretation of set and reset switching in nickel oxide thin films

(2014) In Kyeong Yoo et al.   APPLIED PHYSICS LETTERS

Ferroelectric Artificial Synapses for Recognition of a Multishaded Image

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

AgInSbTe memristor with gradual resistance tuning

(2013) J. J. Zhang et al.   APPLIED PHYSICS LETTERS

Synaptic electronics: materials, devices and applications

(2013) Duygu Kuzum et al.   NANOTECHNOLOGY

Synaptic plasticity and memory functions achieved in a WO3−x-based nanoionics device by using the principle of atomic switch operation

(2013) Rui Yang et al.   NANOTECHNOLOGY

STDP and STDP variations with memristors for spiking neuromorphic learning systems

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

Energy-Efficient Neuron, Synapse and STDP Integrated Circuits

(2012) J. M. Cruz-Albrecht et al.   IEEE Transactions on Biomedical Circuits and Systems

A scalable neuristor built with Mott memristors

(2012) Matthew D. Pickett et al.   NATURE MATERIALS

A ferroelectric memristor

(2012) André Chanthbouala et al.   NATURE MATERIALS

Charge trapping-detrapping induced resistive switching in Ba0.7Sr0.3TiO3

(2012) Xi Zou et al.   AIP Advances

Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device

(2011) Kyungah Seo et al.   NANOTECHNOLOGY

CMOS and Memristor-Based Neural Network Design for Position Detection

(2011) Idongesit E. Ebong et al.   PROCEEDINGS OF THE IEEE

Memristor Bridge Synapses

(2011) Hyongsuk Kim et al.   PROCEEDINGS OF THE IEEE

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

Interpretation of nanoscale conducting paths and their control in nickel oxide (NiO) thin films

(2008) I. K. Yoo et al.   APPLIED PHYSICS LETTERS

Compact silicon neuron circuit with spiking and bursting behaviour

(2008) Jayawan H.B. Wijekoon et al.   NEURAL NETWORKS