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physics.comp-ph2021★ 51 cited
A feed-forward neural network as a nonlinear dynamics integrator for supercontinuum generation
Lauri Salmela, Mathilde Hary, Mehdi Mabed +3
The nonlinear propagation of ultrashort pulses in optical fiber depends sensitively on both input pulse and fiber parameters. As a result, optimizing propagation for specific appli…
physics.comp-ph2018
Machine learning for prediction of extreme statistics in modulation instability
Mikko Närhi, Lauri Salmela, Juha Toivonen +3
A central area of research in nonlinear science is the study of instabilities that drive the emergence of extreme events. Unfortunately, experimental techniques for measuring such…