This concluding chapter introduces complex solitonic neural networks. Starting from the results obtained for the single X-Junction neuron, the connection between multiple units is described. The ability of these systems to achieve episodic recognition through the construction of refractive index mapping in nonlinear lithium niobate crystals is shown. The chapter concludes with an overview of the current limitations of these systems and a description of future prospects.

Solitonic Neural Network Acting as an Episodic Memory / Bile, Alessandro. - (2023), pp. 77-105. [10.1007/978-3-031-48655-5].

Solitonic Neural Network Acting as an Episodic Memory

Alessandro Bile
Primo
Investigation
2023

Abstract

This concluding chapter introduces complex solitonic neural networks. Starting from the results obtained for the single X-Junction neuron, the connection between multiple units is described. The ability of these systems to achieve episodic recognition through the construction of refractive index mapping in nonlinear lithium niobate crystals is shown. The chapter concludes with an overview of the current limitations of these systems and a description of future prospects.
2023
Solitonic Neural Networks: An Innovative Photonic Neural Network Based on Solitonic Interconnections
978-3-031-48655-5
Nonlinear optics; Memory; Episodic Memroy; photorefractive soliton; solitonic waveguide; supervised learning; unsupervised learning; Machine Learning; biological neural network; Artificial Intelligence; optical psycho-memory; optical neural network; photonics
02 Pubblicazione su volume::02a Capitolo o Articolo
Solitonic Neural Network Acting as an Episodic Memory / Bile, Alessandro. - (2023), pp. 77-105. [10.1007/978-3-031-48655-5].
File allegati a questo prodotto
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1697573
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact