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  1. Journal on Emerging Technologies in Computing Systems (JETC)
  2. ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 11
  3. Issue 4(Special Issues on Neuromorphic Computing and Emerging Many-Core Systems for Exascale Computing), April 2015
  4. On-Chip Universal Supervised Learning Methods for Neuro-Inspired Block of Memristive Nanodevices
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ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 13
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 12
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 11
Issue 4(Special Issues on Neuromorphic Computing and Emerging Many-Core Systems for Exascale Computing), April 2015
Introduction to Special Issue on Neuromorphic Computing
Toward a Sparse Self-Organizing Map for Neuromorphic Architectures
On-Chip Universal Supervised Learning Methods for Neuro-Inspired Block of Memristive Nanodevices
Fully Binary Neural Network Model and Optimized Hardware Architectures for Associative Memories
Large-Scale Spiking Neural Networks using Neuromorphic Hardware Compatible Models
Randomly Spiking Dynamic Neural Fields
A Reconfigurable Digital Neuromorphic Processor with Memristive Synaptic Crossbar for Cognitive Computing
Special Issue on Emerging Many-Core Systems for Exascale Computing
Architecture and Implementation of Dynamic Parallelism, Voltage and Frequency Scaling (PVFS) on CGRAs
Improving Performance in Sub-Block Caches with Optimized Replacement Policies
iConn: A Communication Infrastructure for Heterogeneous Computing Architectures
Analytical Reliability Analysis of 3D NoC under TSV Failure
Issue 3(Special Issue on Computational Synthetic Biology and Regular Papers), December 2014
Issue 2(Special Issue on Reversible Computation and Regular Papers), November 2014
Issue 1, September 2014
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 10
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 9
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 8
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 7
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 6
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 5
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 4
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 3
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 2
ACM Journal on Emerging Technologies in Computing Systems (JETC) : Volume 1

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On-Chip Universal Supervised Learning Methods for Neuro-Inspired Block of Memristive Nanodevices

Content Provider ACM Digital Library
Author Chabi, Djaafar Zhao, Weisheng Querlioz, Damien Klein, Jacques-Olivier
Copyright Year 2015
Abstract Scaling down beyond CMOS transistors requires the combination of new computing paradigms and novel devices. In this context, neuromorphic architecture is developed to achieve robust and ultra-low power computing systems. Memristive nanodevices are often associated with this architecture to implement efficiently synapses for ultra-high density. In this article, we investigate the design of a neuro-inspired logic block (NLB) dedicated to on-chip function learning and propose learning strategy. It is composed of an array of memristive nanodevices as synapses associated to neuronal circuits. Supervised learning methods are proposed for different type of memristive nanodevices and simulations are performed to demonstrate the ability to learn logic functions with memristive nanodevices. Benefiting from a compact implementation of neuron circuits and the optimization of learning process, this architecture requires small number of nanodevices and moderate power consumption.
Starting Page 1
Ending Page 20
Page Count 20
File Format PDF
ISSN 15504832
e-ISSN 15504840
DOI 10.1145/2629503
Journal ACM Journal on Emerging Technologies in Computing Systems (JETC)
Volume Number 11
Issue Number 4
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2015-04-01
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Memristive nanodevices Nanoscale crossbar Neural network On-chip learning Supervised learning
Content Type Text
Resource Type Article
Subject Electrical and Electronic Engineering Hardware and Architecture Nanoscience and Nanotechnology Software
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