Work

Wavelength-multiplexed Delayed Inputs for Memory Enhancement of Microring-based Reservoir Computing

Year: 2023

Type: preprint

Abstract: We numerically demonstrate a silicon add-drop microring-based reservoir computing scheme that combines parallel delayed inputs and wavelength division multiplexing. The scheme solves memory-demanding tasks like time-series prediction with good performance without requiring external optical feedback.

Source: arXiv (Cornell University)

DOI: 10.48550/arxiv.2312.04204

Authors: Castro, Bernard J. Giron, Peucheret, Christophe, Da Ros, Francesco

Institutions: Technical University of Denmark, Centre National de la Recherche Scientifique, Fonctions Optiques pour les Technologies de l’information, Université de Rennes

Language: English

Topic: Neural Networks and Reservoir Computing

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

Funders: Villum Fonden, Vetenskapsrådet

Awards: Photonic-Assisted Hardware for Reservoir Computing (BRAIN), G6574880272

OpenAlex ID: W4389501179

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