Asia Communications and Photonics Conference/International Conference on Information Photonics and Optical Communications 2020 2020
DOI: 10.1364/acpc.2020.m4a.315
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Reservoir Computing Based on Semiconductor Lasers Using Parallel Double Optical Feedback Structure

Abstract: A structure of parallel double optical feedback for semiconductor lasers-based reservoir computing is proposed to reduce the masked input data, speed up the data processing and lower the memory length requirement for the arbitrary waveform generator. The simulation results of three benchmark tasks and memory capacity verify the improvement effects.

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“…The surge in power consumption, attributed to the escalating volume of information stored and accessed through the World Wide Web for various purposes, coupled with the imperative of locating data centers in cold climates, 29,30 stands to find respite in the low power and thermal footprint of nanolasers. The application of nanolasers in all-optical mathematics 31 and neuromorphic-based data analysis, [32][33][34] prediction, and handling [35][36][37][38][39] holds the potential for substantial reductions in power usage and thermal impact.…”
Section: Introductionmentioning
confidence: 99%
“…The surge in power consumption, attributed to the escalating volume of information stored and accessed through the World Wide Web for various purposes, coupled with the imperative of locating data centers in cold climates, 29,30 stands to find respite in the low power and thermal footprint of nanolasers. The application of nanolasers in all-optical mathematics 31 and neuromorphic-based data analysis, [32][33][34] prediction, and handling [35][36][37][38][39] holds the potential for substantial reductions in power usage and thermal impact.…”
Section: Introductionmentioning
confidence: 99%