Adaptive learning rule for hardware-based deep neural networks using electronic synapse devices

High-Density and Near-Linear Synaptic Device Based on a Reconfigurable Gated Schottky Diode

(2017) Jong-Ho Bae et al.   IEEE ELECTRON DEVICE LETTERS

A Hierarchical Fused Fuzzy Deep Neural Network for Data Classification

(2017) Yue Deng et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Deep Direct Reinforcement Learning for Financial Signal Representation and Trading

(2017) Yue Deng et al.   IEEE Transactions on Neural Networks and Learning Systems

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Event-Driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines

(2017) Emre O. Neftci et al.   Frontiers in Neuroscience

Li-Ion Synaptic Transistor for Low Power Analog Computing

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

Neuromemristive Systems: Boosting Efficiency through Brain-Inspired Computing

(2016) Cory Merkel et al.   COMPUTER

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

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

Optimized Programming Scheme Enabling Linear Potentiation in Filamentary HfO2 RRAM Synapse for Neuromorphic Systems

(2016) Jiyong Woo et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Acceleration of Deep Neural Network Training with Resistive Cross-Point Devices: Design Considerations

(2016) Tayfun Gokmen et al.   Frontiers in Neuroscience

Optimization of Conductance Change in Pr1–xCaxMnO3-Based Synaptic Devices for Neuromorphic Systems

(2015) Jun-Woo Jang et al.   IEEE ELECTRON DEVICE LETTERS

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

(2015) M. Prezioso et al.   NATURE

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

Bottleneck of using a single memristive device as a synapse

(2013) Farnood Merrikh Bayat et al.   NEUROCOMPUTING

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

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

Visual Pattern Extraction Using Energy-Efficient “2-PCM Synapse” Neuromorphic Architecture

(2012) Olivier Bichler et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

A ferroelectric memristor

(2012) André Chanthbouala et al.   NATURE MATERIALS

Arithmetic and Biologically-Inspired Computing Using Phase-Change Materials

(2011) C. David Wright et al.   ADVANCED MATERIALS

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

(2011) Duygu Kuzum et al.   NANO LETTERS

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

(2011) Takeo Ohno et al.   NATURE MATERIALS

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS