Articles with "learning simplified" as a keyword



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Transfer learning simplified multi-task deep neural network for PDM-64QAM optical performance monitoring.

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Published in 2020 at "Optics express"

DOI: 10.1364/oe.388491

Abstract: We experimentally demonstrate a transfer learning (TL) simplified multi-task deep neural network (MT-DNN) for joint optical signal-to-noise ratio (OSNR) monitoring and modulation format identification (MFI) from directly detected PDM-64QAM signals. First, we investigate the quality… read more here.

Keywords: learning simplified; transfer learning; monitoring; performance ... See more keywords