Articles with "learning modeling" as a keyword



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Machine learning modeling of metal surface energy

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Published in 2021 at "Materials Chemistry and Physics"

DOI: 10.1016/j.matchemphys.2021.124622

Abstract: Abstract We develop the Gaussian process regression model to shed light on relationships between metal surface energy and pertinent physical parameters. A total of 43 metals with surface energy ranging from 0.10 to 3.68 J… read more here.

Keywords: metal surface; learning modeling; surface energy; energy ... See more keywords
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Transfer Learning for Modeling Plasmonic Nanowire Waveguides

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Published in 2022 at "Nanomaterials"

DOI: 10.3390/nano12203624

Abstract: Retrieving waveguiding properties of plasmonic metal nanowires (MNWs) through numerical simulations is time- and computational-resource-consuming, especially for those with abrupt geometric features and broken symmetries. Deep learning provides an alternative approach but is challenging to… read more here.

Keywords: nanowire waveguides; modeling plasmonic; transfer learning; learning modeling ... See more keywords