Photonic implementations of reservoir computing (RC) have been receiving considerable attention due to their excellent performance, hardware, and energy efficiency as well as their speed. Here, we study a particularly attractive all-optical system using optical information injection into a semiconductor laser with delayed feedback. We connect its injection locking, consistency, and memory properties to the RC performance in a non-linear prediction task. We find that for partial injection locking we achieve a good combination of consistency and memory. Therefore, we are able to provide a physical basis identifying operational parameters suitable for prediction.

Download full-text PDF

Source
http://dx.doi.org/10.1364/OE.25.002401DOI Listing

Publication Analysis

Top Keywords

reservoir computing
8
injection locking
8
consistency memory
8
conditions reservoir
4
computing performance
4
performance semiconductor
4
semiconductor lasers
4
lasers delayed
4
delayed optical
4
optical feedback
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!