Detail výsledku

Comparison of FPNNs Models Approximation Capabilities and FPGA Resources Utilization

KRČMA, M.; KOTÁSEK, Z.; LOJDA, J. Comparison of FPNNs Models Approximation Capabilities and FPGA Resources Utilization. In Proceedings of IEEE 13th International Conference on Intelligent Computer Communication and Processing. Cluj-Nappoca: IEEE Computer Society, 2017. p. 125-132. ISBN: 978-1-5386-3368-7.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Krčma Martin, Ing., Ph.D., UPSY (FIT)
Kotásek Zdeněk, doc. Ing., CSc., UPSY (FIT), UTKO (FEKT)
Lojda Jakub, Ing., Ph.D., UPSY (FIT)
Abstrakt

This paper presents the concepts of FPNA and FPNN, used for the approximation of artificial neural networks in FPGAs and introduces derived types of these concepts used by the authors. The process of transformation of a trained artificial neural network to an FPNN is  described. The diagram of the FPGA implementation is presented. The results of experiments determining the approximation capabilities of FPNNs are presented and the FPGA resources utilization are compared.

Klíčová slova

ANN, FPNN, FPGA

Rok
2017
Strany
125–132
Sborník
Proceedings of IEEE 13th International Conference on Intelligent Computer Communication and Processing
Konference
IEEE 13th International Conference on Intelligent Computer Communication and Processing
ISBN
978-1-5386-3368-7
Vydavatel
IEEE Computer Society
Místo
Cluj-Nappoca
DOI
10.1109/ICCP.2017.8116993
UT WoS
000417426600015
EID Scopus
2-s2.0-85041446591
BibTeX 
@inproceedings{BUT146266,
  author="Martin {Krčma} and Zdeněk {Kotásek} and Jakub {Lojda}",
  title="Comparison of FPNNs Models Approximation Capabilities and FPGA Resources Utilization",
  booktitle="Proceedings of  IEEE 13th International Conference on Intelligent Computer Communication and Processing",
  year="2017",
  pages="125--132",
  publisher="IEEE Computer Society",
  address="Cluj-Nappoca",
  doi="10.1109/ICCP.2017.8116993",
  isbn="978-1-5386-3368-7",
  url="https://www.fit.vut.cz/research/publication/11507/"
}
Soubory
Projekty
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, zahájení: 2016-01-01, ukončení: 2020-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina Spolehlivé číslicové systémy (VZ DEPSYS)
Pracoviště
Ústav počítačových systémů (UPSY)
Nahoru