Quantum-Mechanical Model of Neural Network Elements

A model of a neural-network-like quantum-mechanical system is considered. The role of neurons is played by quantum-mechanical particles which evolve under the action of an external double-well potential. An instanton is used as a spike. Neurons are connected by the interaction potential . The connec...

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Veröffentlicht in:Physics of atomic nuclei 2020-12, Vol.83 (12), p.1667-1670
Hauptverfasser: Novoselov, A. A., Pavlovsky, O. V.
Format: Artikel
Sprache:eng
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Zusammenfassung:A model of a neural-network-like quantum-mechanical system is considered. The role of neurons is played by quantum-mechanical particles which evolve under the action of an external double-well potential. An instanton is used as a spike. Neurons are connected by the interaction potential . The connection is directional owing to asymmetry of the interaction potential. Therefore, the complete Hamiltonian of the system is . The system is investigated by the path integral Monte Carlo (PIMC) method. It is shown that with a certain choice of parameters in this system it is possible to transfer activity in long chains of neurons.
ISSN:1063-7788
1562-692X
DOI:10.1134/S106377882011006X