… Although soliton-based SC generation is known to yield the broadest SC spectra, SC …
L Salmela, C Lapre, JM Dudley, G Genty, "Machine learning analysis of rogue solitons in …

… ,13], allowing one to generate and study these EEs with a large … of rogue solitons in
supercontinuum generation in an optical … While we have tested other machine learning algorithms …

… Genty, “Machine learning analysis of extreme events in optical fibre modulation instability,” …
Dias, “Rogue waves and analogies in optics and oceanography,” Nature Rev. Phys., vol. 1, …

… algorithms, progressing to machine learning. The advancements of … In summary, this method
can achieve mode-locking within 90 … generate single breathing solitons with controllable …

… huge implementation of the deep learning in the study of complex … In addition, we directly
checked the soliton and caustic … phenomena of EEs, or rogue waves. The CNN architecture …

… and their applications, for example the machine learning method, to predict solutions of …
All created and analyzed during this research are included in this published manuscript. …

… Our dispersion study reveals a clear correlation between the … of the first ejected soliton
during the soliton fission process fairly … fiber optics, machine learning applications in optics, and …

… GVD are typically governed by soliton dynamics. Conversely, … Furthermore, we use our NN
model to study the evolution of … In this paper, we have successfully applied machine learning …

… supercontinuum generation, to the generation of advanced temporal waveforms, and to
solitons … or Akhmediev breather characteristics in the understanding of rogue events induced by …

… values are rare in the machine learning literature, our finding … such as “breathers,” “solitons,”
and rogue waves in a finite … step forward in the study of these machine learning systems. At …