Prediction performance of reservoir computing system based on a semiconductor laser subject to double optical feedback and optical injection

A reservoir computing (RC) system based on a semiconductor laser (SL) with double optical feedback and optical injection is proposed, and the prediction performance of such a system is numerically investigated via Santa Fe Time-Series Prediction task. The simulation results indicate that the RC syst...

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Veröffentlicht in:Optics express 2018-04, Vol.26 (8), p.10211-10219
Hauptverfasser: Hou, YuShuang, Xia, GuangQiong, Yang, WenYan, Wang, Dan, Jayaprasath, Elumalai, Jiang, ZaiFu, Hu, ChunXia, Wu, ZhengMao
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Sprache:eng
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Zusammenfassung:A reservoir computing (RC) system based on a semiconductor laser (SL) with double optical feedback and optical injection is proposed, and the prediction performance of such a system is numerically investigated via Santa Fe Time-Series Prediction task. The simulation results indicate that the RC system can yield a good prediction performance. Through optimizing some relevant operating parameters, ultra-fast information processing rates up to Gb/s level can be realized for the prediction error is below 3%.
ISSN:1094-4087
1094-4087
DOI:10.1364/oe.26.010211