Solitonic Neural Network Acting as an Episodic Memory

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.