Damien Rontani

Experimental reservoir computing using VCSEL polarization dynamics

2019 · Optics Express

, improving state-of-the-art performance. We also demonstrate experimentally, through a careful statistical analysis, the impact of the VCSEL polarization dynamics on the performance of our architecture. More specifically, we confirm recent theoretical prediction stating that …

Reservoir computing based on laser subject to optoelectronic feedback

2020

We study delay-based photonic reservoir computing using a semiconductor laser with an optoelectronic feedback. We investigate the connection between the bifurcation landscape of this system with the computational performance of the reservoir. Specifically, there are …

High-resolution consistency analysis for performance evaluation of photonic time-delay reservoir computers

2023

Time-Delayed Reservoir computing (TDRC) is an approach to implement artificial neural using a single physical dynamical system or node with a delayed feedback loop. Various photonic implementations have been proposed, most notably those using semiconductor …