Effect of the filtered feedback on the memory capacity in a photonic reservoir computer
| Autor: | Danilenko, G, Kovalev, A, Locquet, A., Rontani, D, Viktorov, E |
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| Přispěvatelé: | Centre National de la Recherche Scientifique (CNRS), Georgia Tech Lorraine [Metz], Université de Franche-Comté (UFC), Université Bourgogne Franche-Comté [COMUE] (UBFC)-Université Bourgogne Franche-Comté [COMUE] (UBFC)-Ecole Supérieure d'Electricité - SUPELEC (FRANCE)-Georgia Institute of Technology [Atlanta]-CentraleSupélec-Ecole Nationale Supérieure des Arts et Metiers Metz-Centre National de la Recherche Scientifique (CNRS), School of Electrical and Computer Engineering - Georgia Insitute of Technology (ECE GeorgiaTech), Georgia Institute of Technology [Atlanta] |
| Jazyk: | angličtina |
| Rok vydání: | 2021 |
| Předmět: | |
| Zdroj: | European Semiconductor Laser Workshop (ESLW) European Semiconductor Laser Workshop (ESLW), Sep 2021, Paris, France |
| Popis: | International audience; We study the performance of a photonic reservoir computer based on a semiconductor laser with high-and low-pass filtered optoelectronic feedback. We find that the decrease of the low-pass filter cutoff frequency while limiting the system's bandwidth increases the system's memory capacity. We analyze the eigenvalue spectrum of the system and find the correlation between the distance from the imaginary axis to the nearest eigenvalue and the memory capacity of the reservoir computer. |
| Databáze: | OpenAIRE |
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