Reservoir Computing with Nonlinear Micro-Resonators on a Silicon Photonics Chip
Damien Rontani, Florian Denis Le Coarer, Andrew Katumba, Matthias Freiberger, Joni Dambre, Peter Bientsman, Marc Sciamanna · Ghent University Academic Bibliography (Ghent University) · 2017
We present here recent advances in the use of a small network of nonlinear micro-resonators integrated on a Silicon chip as a reservoir computer.We provide numerical evidence that this novel photonic integrated circuit can perform binary-type tasks (e.g.: the XOR task or multi-bit header recognition task) at bitrate of 20 Gb/s with a performance level adequate for telecom applications.We analyze the impact of key operational parameters (e.g.: optical power injected) and topological properties of the network on the level of performance of the proposed architecture.Finally, we will compare the performance between this new chip with a previous generation of passive reservoir [1] realized with splitters and combiners without any internal nonlinearity.