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 |
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Hauptverfasser: | , |
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. |
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ISSN: | 1063-7788 1562-692X |
DOI: | 10.1134/S106377882011006X |