Reservoir induced activation of a quantum neuron

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Özet

Artificial neural networks are one of the building blocks of artificial intelligence. And their quantum versions have a superior performance possibility. This work proposes an open quantum neuron as a unit structure of an open quantum network and demonstrates that it can be activated through the connected reservoir. It's been shown that the model successfully classifies the temperature data coming from distinct quantum thermal reservoirs and exhibits an activation through the reservoir parameters. Also, a possible physical version of the model operating in the microwave regime discussed to be three orders of magnitude faster than the classical classifiers.

Orijinal dilİngilizce
Makale numarası126442
DergiPhysics Letters, Section A: General, Atomic and Solid State Physics
Hacim384
Basın numarası23
DOI'lar
Yayın durumuYayınlandı - 17 Ağu 2020

Bibliyografik not

Publisher Copyright:
© 2020 Elsevier B.V.

Finansman

D. T. acknowledges the motivational support from Istanbul Technical University. This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

FinansörlerFinansör numarası
Istanbul Teknik Üniversitesi

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