Regenerative memory in time-delayed neuromorphic photonic systems
B. Romeira, R. Av\'o, Jos\'e M. L. Figueiredo, S. Barland, J., Javaloyes

TL;DR
This paper explores a regenerative memory system using a time-delayed neuromorphic photonic oscillator, linking experimental optoelectronic implementation with neural models to advance photonic neural computing.
Contribution
It introduces a novel regenerative memory based on a time-delayed neuromorphic photonic oscillator with experimental validation.
Findings
Demonstrated regenerative memory in a nanoscale optoelectronic system
Linked photonic oscillator dynamics to neural activity models
Showed potential for photonic neural computing applications
Abstract
We investigate a regenerative memory based upon a time-delayed neuromorphic photonic oscillator and discuss the link with temporal localized structures. Our experimental implementation is based upon a optoelectronic system composed of a nanoscale nonlinear resonant tunneling diode coupled to a laser that we link to the paradigm of neuronal activity, the FitzHugh-Nagumo model with delayed feedback.
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Taxonomy
TopicsNeural Networks and Reservoir Computing · Advanced Memory and Neural Computing · Photoreceptor and optogenetics research
