IEEE Transactions on Applied Superconductivity, volume 23, issue 3, pages 1701004
Pseudo Sigmoid Function Generator for a Superconductive Neural Network
Publication type: Journal Article
Publication date: 2013-06-01
Q2
Q3
SJR: 0.500
CiteScore: 3.5
Impact factor: 1.7
ISSN: 10518223, 15582515, 23787074
Electronic, Optical and Magnetic Materials
Condensed Matter Physics
Electrical and Electronic Engineering
Abstract
A superconductive perceptron, an artificial neural network, has been investigated using single flux quantum (SFQ) stochastic logic. A superconductive pseudo sigmoid function generator that corresponds to an artificial neuron device for the perceptron has been proposed and implemented using an SFQ current comparator and a frequency-to-current converter, which generates current that is proportional to the average input SFQ frequency. A frequency-to-current converter has been implemented using a dc-SQUID voltage driver coupled with a Josephson transmission line. We implemented and tested the pseudo sigmoid function generator using the SRL 2.5 kA/cm2 Nb process. The measured input-output characteristic agreed with the ideal sigmoid function with an average error of 0.063%.
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Yamanashi Y., Umeda K., Yoshikawa N. Pseudo Sigmoid Function Generator for a Superconductive Neural Network // IEEE Transactions on Applied Superconductivity. 2013. Vol. 23. No. 3. p. 1701004.
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Yamanashi Y., Umeda K., Yoshikawa N. Pseudo Sigmoid Function Generator for a Superconductive Neural Network // IEEE Transactions on Applied Superconductivity. 2013. Vol. 23. No. 3. p. 1701004.
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TY - JOUR
DO - 10.1109/TASC.2012.2228531
UR - https://doi.org/10.1109/TASC.2012.2228531
TI - Pseudo Sigmoid Function Generator for a Superconductive Neural Network
T2 - IEEE Transactions on Applied Superconductivity
AU - Yamanashi, Y
AU - Umeda, K.
AU - Yoshikawa, N
PY - 2013
DA - 2013/06/01
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 1701004
IS - 3
VL - 23
SN - 1051-8223
SN - 1558-2515
SN - 2378-7074
ER -
Cite this
BibTex (up to 50 authors)
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@article{2013_Yamanashi,
author = {Y Yamanashi and K. Umeda and N Yoshikawa},
title = {Pseudo Sigmoid Function Generator for a Superconductive Neural Network},
journal = {IEEE Transactions on Applied Superconductivity},
year = {2013},
volume = {23},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {jun},
url = {https://doi.org/10.1109/TASC.2012.2228531},
number = {3},
pages = {1701004},
doi = {10.1109/TASC.2012.2228531}
}
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Yamanashi, Y., et al. “Pseudo Sigmoid Function Generator for a Superconductive Neural Network.” IEEE Transactions on Applied Superconductivity, vol. 23, no. 3, Jun. 2013, p. 1701004. https://doi.org/10.1109/TASC.2012.2228531.