Authors: | D. Rontani, F. Denis-Le Coarer, A. Katumba, M. Freiberger, J. Dambre, P. Bienstman, M. Sciamanna | Title: | Reservoir Computing with Nonlinear Micro-Resonators on a Silicon Photonics Chip | Format: | International Conference Proceedings | Publication date: | 12/2017 | Journal/Conference/Book: | International Symposium on Nonlinear Theory and Its Applications
| Editor/Publisher: | NOLTA Society, IEICE, | Volume(Issue): | p.paper 5192, session A3LC | Location: | Cancun, Mexico | Citations: | Look up on Google Scholar
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Abstract
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. Related Research Topics
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