Digital Multiplier-Less Spiking Neural Network Architecture of Reinforcement Learning in a Context-Dependent Task

2020 ◽  
Vol 10 (4) ◽  
pp. 498-511
Author(s):  
Hajar Asgari ◽  
Babak Mazloom-Nezhad Maybodi ◽  
Raphaela Kreiser ◽  
Yulia Sandamirskaya
Keyword(s):  
Neural Network ◽  
Reinforcement Learning ◽  
Network Architecture ◽  
Spiking Neural Network ◽  
Neural Network Architecture ◽  
Context Dependent

A Spiking Neural Network Architecture for Object Tracking

2019 ◽  
pp. 118-132
Author(s):  
Yihao Luo ◽  
Quanzheng Yi ◽  
Tianjiang Wang ◽  
Ling Lin ◽  
Yan Xu ◽  
...  
Keyword(s):  
Neural Network ◽  
Object Tracking ◽  
Network Architecture ◽  
Spiking Neural Network ◽  
Neural Network Architecture

scholarly journals Modelling Peri-Perceptual Brain Processes in a Deep Learning Spiking Neural Network Architecture

2018 ◽  
Vol 8 (1) ◽  
Author(s):  
Zohreh Gholami Doborjeh ◽  
Nikola Kasabov ◽  
Maryam Gholami Doborjeh ◽  
Alexander Sumich
Keyword(s):  
Neural Network ◽  
Deep Learning ◽  
Network Architecture ◽  
Spiking Neural Network ◽  
Neural Network Architecture

scholarly journals A neuromorphic systems approach to in-memory computing with non-ideal memristive devices: from mitigation to exploitation

2019 ◽  
Vol 213 ◽  
pp. 487-510 ◽  
Author(s):  
Melika Payvand ◽  
Manu V. Nair ◽  
Lorenz K. Müller ◽  
Giacomo Indiveri
Keyword(s):  
Neural Network ◽  
Network Architecture ◽  
Systems Approach ◽  
Spiking Neural Network ◽  
Neural Network Architecture ◽  
Mixed Signal ◽  
Neuromorphic Systems

In this paper, we present a spiking neural network architecture that supports the use of non-ideal memristive devices as synaptic elements and propose mixed-signal analog-digital interfacing circuits to mitigate/exploit such non-idealities for neuromorphic computation.

scholarly journals Simplified spiking neural network architecture and STDP learning algorithm applied to image classification

2015 ◽  
Vol 2015 (1) ◽  
Author(s):  
Taras Iakymchuk ◽  
Alfredo Rosado-Muñoz ◽  
Juan F Guerrero-Martínez ◽  
Manuel Bataller-Mompeán ◽  
Jose V Francés-Víllora
Keyword(s):  
Neural Network ◽  
Image Classification ◽  
Network Architecture ◽  
Learning Algorithm ◽  
Spiking Neural Network ◽  
Neural Network Architecture
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