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Experimental reservoir computing with diffractively coupled VCSELs

Authors :
Pflüger, Moritz
Brunner, Daniel
Heuser, Tobias
Lott, James A.
Reitzenstein, Stephan
Fischer, Ingo
Source :
Optics Letters 49, 2285 (2024)
Publication Year :
2024

Abstract

We present experiments on reservoir computing (RC) using a network of vertical-cavity surface-emitting lasers (VCSELs) that we diffractively couple via an external cavity. Our optical reservoir computer consists of 24 physical VCSEL nodes. We evaluate the system's memory and solve the 2-bit XOR task and the 3-bit header recognition (HR) task with bit error ratios (BERs) below 1\,\% and the 2-bit digital-to-analog conversion (DAC) task with a root-mean-square error (RMSE) of 0.067.

Details

Database :
arXiv
Journal :
Optics Letters 49, 2285 (2024)
Publication Type :
Report
Accession number :
edsarx.2412.03206
Document Type :
Working Paper
Full Text :
https://doi.org/10.1364/OL.518946