Result Details

Fault Tolerant Field Programmable Neural Networks

KRČMA, M.; KOTÁSEK, Z.; KAŠTIL, J. Fault Tolerant Field Programmable Neural Networks. In 1st IEEE Nordic Circuits and Systems (NORCAS) Conference. Oslo: IEEE Computer Society, 2015. p. 1-4. ISBN: 978-1-4673-6575-8.
Type
conference paper
Language
English
Authors
Krčma Martin, Ing., Ph.D., DCSY (FIT)
Kotásek Zdeněk, doc. Ing., CSc., DCSY (FIT), UTKO (FEEC)
Kaštil Jan, Ing., Ph.D.
Abstract

The paper deals with fault tolerant FPNNS. It introduces a method of recovery from faults of one of the unit types without using unit level redundancy based techniques.

Keywords

FPNA, FPNN, Artificial neural networks, FPGA, Fault Toletant

Annotation

This paper describes a concept of Field Pro-
grammable Neural Networks (FPNNs) for artificial neural net-
works implementation in FPGAs, presents a model of fault tol-
erant FPNNs and different fault tolerance improving techniques
based on the model. It describes an experiment based on one of
these techniques and presents its results.

Published
2015
Pages
1–4
Proceedings
1st IEEE Nordic Circuits and Systems (NORCAS) Conference
Conference
IEEE Nordic Circuits and Systems Conference
ISBN
978-1-4673-6575-8
Publisher
IEEE Computer Society
Place
Oslo
DOI
10.1109/NORCHIP.2015.7364381
UT WoS
000380441400028
EID Scopus
2-s2.0-84963725150
BibTeX 
@inproceedings{BUT119924,
  author="Martin {Krčma} and Zdeněk {Kotásek} and Jan {Kaštil}",
  title="Fault Tolerant Field Programmable Neural Networks",
  booktitle="1st IEEE Nordic Circuits and Systems (NORCAS) Conference",
  year="2015",
  pages="1--4",
  publisher="IEEE Computer Society",
  address="Oslo",
  doi="10.1109/NORCHIP.2015.7364381",
  isbn="978-1-4673-6575-8"
}
Projects
Architektury paralelních a vestavěných počítačových systémů, BUT, Vnitřní projekty VUT, FIT-S-14-2297, start: 2014-01-01, end: 2016-12-31, completed
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Manufacturable and Dependable Multicore Architectures at Nanoscale, MŠMT, COST, COST IC1103, start: 2011-06-15, end: 2015-12-31, completed
Methodologies for Fault Tolerant Systems Design Development, Implementation and Verification, MŠMT, COST CZ (2011-2017), LD12036, start: 2012-03-01, end: 2015-11-30, completed
Research groups
Dependable Digital Systems Research Group (RG DEPSYS)
Departments
Department of Computer Systems (DCSY)
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