Detecting hard synapses faults in artificial neural networks

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F19%3APU134147" target="_blank" >RIV/00216305:26230/19:PU134147 - isvavai.cz</a>
Result on the web
<a href="https://www.fit.vut.cz/research/publication/11876/" target="_blank" >https://www.fit.vut.cz/research/publication/11876/</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/LATW.2019.8704637" target="_blank" >10.1109/LATW.2019.8704637</a>

Result language
angličtina
Original language name
Detecting hard synapses faults in artificial neural networks
Original language description
This paper presents the concepts of detecting hard faults in artificial neural network synapses using the modification of the neural network settings. The core of this work is based on weights values modification and inserting the chosen testing data when comparing the neural network output to the known valid results. The paper also discuss the problem of neural network output saturation and provide experiments on influence of the neural network settings to the problem in this regard.
Czech name
—
Czech description
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Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
20th IEEE Latin American Test Symposium (LATS 2019)
ISBN
978-1-7281-1756-0
ISSN
—
e-ISSN
—
Number of pages
6
Pages from-to
1-6
Publisher name
IEEE Computer Society
Place of publication
Santiago de Chile
Event location
Hotel Fundador, Santiago de Chile
Event date
Mar 11, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000469850000035

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