Real-time reconstruction of high energy, ultrafast laser pulses using deep learning

Abstract We report a method for the phase reconstruction of an ultrashort laser pulse based on the deep learning of the nonlinear spectral changes induce by self-phase modulation. The neural networks were trained on simulated pulses with random initial phases and spectra, with pulse durations betwee...

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Bibliographic Details
Main Authors: Matthew Stanfield, Jordan Ott, Christopher Gardner, Nicholas F. Beier, Deano M. Farinella, Christopher A. Mancuso, Pierre Baldi, Franklin Dollar
Format: Article
Language:English
Published: Nature Portfolio 2022-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-09041-y