Institute of Electrical and Electronics Engineers (IEEE)

IEEE Transactions on Applied Superconductivity

, том 23 , издание 3 , страницы 1701004

Pseudo Sigmoid Function Generator for a Superconductive Neural Network

Тип публикации: Journal Article

Дата публикации: 2013-06-01

Institute of Electrical and Electronics Engineers (IEEE)

IEEE Transactions on Applied Superconductivity

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БС2

SJR: 0.508

CiteScore: 3.4

Impact factor: 1.8

ISSN: 10518223, 15582515, 23787074

DOI: 10.1109/TASC.2012.2228531

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Electronic, Optical and Magnetic Materials

Condensed Matter Physics

Electrical and Electronic Engineering

Краткое описание

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 -

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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.