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

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

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2307931753

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

About this item

Full title

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

Publisher

London: Springer London

Journal title

Neural computing & applications, 2019-11, Vol.31 (11), p.8101-8116

Language

English

Formats

Publication information

Publisher

London: Springer London

More information

Scope and Contents

Contents

In this paper, we propose a learning rule based on a back-propagation (BP) algorithm that can be applied to a hardware-based deep neural network using electronic devices that exhibit discrete and limited conductance characteristics. This adaptive learning rule, which enables forward, backward propagation, as well as weight updates in hardware, is h...

Alternative Titles

Full title

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

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2307931753

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2307931753

Other Identifiers

ISSN

0941-0643

E-ISSN

1433-3058

DOI

10.1007/s00521-018-3659-y

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