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1. WO2020115746 - DELTA-SIGMA MODULATION NEURONS FOR HIGH-PRECISION TRAINING OF MEMRISTIVE SYNAPSES IN DEEP NEURAL NETWORKS

Publication Number WO/2020/115746
Publication Date 11.06.2020
International Application No. PCT/IL2019/051328
International Filing Date 04.12.2019
IPC
G06N 3/06 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
G06N 3/02 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
G06N 3/04 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architecture, e.g. interconnection topology
G06N 3/08 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
08Learning methods
G06N 3/063 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
063using electronic means
G11C 11/54 2006.01
GPHYSICS
11INFORMATION STORAGE
CSTATIC STORES
11Digital stores characterised by the use of particular electric or magnetic storage elements; Storage elements therefor
54using elements simulating biological cells, e.g. neuron
Applicants
  • TECHNION RESEARCH & DEVELOPMENT FOUNDATION LIMITED [IL]/[IL]
Inventors
  • DANIAL, Loai
  • KVATINSKY, Shahar
Agents
  • KESTEN, Dov
  • GEYRA, Assaf
Priority Data
62/774,93304.12.2018US
Publication Language English (EN)
Filing Language English (EN)
Designated States
Title
(EN) DELTA-SIGMA MODULATION NEURONS FOR HIGH-PRECISION TRAINING OF MEMRISTIVE SYNAPSES IN DEEP NEURAL NETWORKS
(FR) NEURONES À MODULATION DELTA-SIGMA POUR L'ENTRAÎNEMENT DE HAUTE PRÉCISION DE SYNAPSES MEMRISTIVES DANS DES RÉSEAUX NEURONAUX PROFONDS
Abstract
(EN)
A neural network comprising: a plurality of interconnected neural network elements, each comprising: a neuron circuit comprising a delta-sigma modulator, and at least one synapse device comprising a memristor connected to an output of said neuron circuit; wherein an adjustable synaptic weighting of said at least one synapse device is set based on said output of said neuron circuit
(FR)
Selon l'invention, un réseau neuronal comprend : une pluralité d'éléments de réseau neuronal interconnectés, comprenant chacun : un circuit neuronal comprenant un modulateur delta-sigma, et au moins un dispositif synapse comprenant une memristance connectée à une sortie dudit circuit neuronal ; une pondération synaptique réglable dudit ou desdits dispositifs synapses dépendant de ladite sortie dudit circuit neuronal.
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