Articles with "performance reservoir" as a keyword



Effects of Some Operation Parameters on the Performance of a Reservoir Computing System Based on a Delay Feedback Semiconductor Laser With Information Injection by Current Modulation

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Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2938552

Abstract: Via a Santa Fe time series prediction task, the performance of a reservoir computing (RC) system based on a delay feedback semiconductor laser (SL) under current modulation is experimentally investigated and evaluated in detail. Experimental… read more here.

Keywords: system; performance; reservoir computing; performance reservoir ... See more keywords

High-Performance Reservoir Computing With Fluctuations in Linear Networks.

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Published in 2021 at "IEEE transactions on neural networks and learning systems"

DOI: 10.1109/tnnls.2021.3105695

Abstract: Reservoir computing has emerged as a powerful machine learning paradigm for harvesting nontrivial information processing out of disordered physical systems driven by sequential inputs. To this end, the system observables must become nonlinear functions of… read more here.

Keywords: reservoir; performance reservoir; reservoir computing; computing fluctuations ... See more keywords