A superconducting adiabatic neuron in a quantum regime
M. V. Bastrakova, D. S. Pashin, Dmitriy A Rybin, Andrey E. Schegolev, N. V. Klenov, I. I. Soloviev, Anastasiya A Gorchavkina, A. M. Satanin
Abstract
We explore the dynamics of an adiabatic neural cell of a perceptron artificial neural network in a quantum regime. This mode of cell operation is assumed for a hybrid system of a classical neural network whose configuration is dynamically adjusted by a quantum co-processor. Analytical and numerical studies take into account non-adiabatic processes as well as dissipation, which leads to smoothing of quantum coherent oscillations. The obtained results indicate the conditions under which the neuron possesses the required sigmoid activation function.
Topics & Concepts
Adiabatic processSigmoid functionQuantumArtificial neural networkPhysicsDissipationSmoothingStatistical physicsQuantum computerQuantum fluctuationSuperconductivityAdiabatic quantum computationQuantum mechanicsComputer scienceArtificial intelligenceComputer visionNeural Networks and ApplicationsQuantum Computing Algorithms and ArchitectureNeural Networks and Reservoir Computing