Department of Computer Systems

Conference paper

KRČMA Martin, KAŠTIL Jan and KOTÁSEK Zdeněk. Mapping trained neural networks to FPNNs. In: IEEE 18th International Symposium on Design and Diagnostics of Electronic Circuits and Systems. Belgrade: IEEE Computer Society, 2015, pp. 157-160. ISBN 978-1-4799-6779-7.
Publication language:english
Original title:Mapping trained neural networks to FPNNs
Title (cs):Mapování naučených neuronových sítí na FPNN
Pages:157-160
Proceedings:IEEE 18th International Symposium on Design and Diagnostics of Electronic Circuits and Systems
Conference:IEEE International Symposium on Design and Diagnostics of Electronic Circuits and Systems 2015
Place:Belgrade, RS
Year:2015
ISBN:978-1-4799-6779-7
Publisher:IEEE Computer Society
Keywords
FPNA, FPNN, Artificial neural networks, FPGA
Annotation
This paper introduces a set of methods for mapping
the trained neural networks into the lighted grid structured
Field Programmable Neural Networks without the use of a
training data set. These methods use information obtained from
original neural networks such as a network structure, connection
weights and biases. The principles of these mapping methods are
described and the used grid FPNNs are explained. The results of
experiments are presented and summarized.
BibTeX:
@INPROCEEDINGS{
   author = {Martin Kr{\v{c}}ma and Jan Ka{\v{s}}til and Zden{\v{e}}k
	Kot{\'{a}}sek},
   title = {Mapping trained neural networks to FPNNs},
   pages = {157--160},
   booktitle = {IEEE 18th International Symposium on Design and Diagnostics
	of Electronic Circuits and Systems},
   year = {2015},
   location = {Belgrade, RS},
   publisher = {IEEE Computer Society},
   ISBN = {978-1-4799-6779-7},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php.en.iso-8859-2?id=10918}
}

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