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physics.comp-ph2021

Dynamical symmetry breaking through AI: The dimer self-trapping transition

G. P. Tsironis, G. D. Barmparis, D. K. Campbell

The nonlinear dimer obtained through the nonlinear Schr{ö}dinger equation has been a workhorse for the discovery the role nonlinearity plays in strongly interacting systems. While…

physics.comp-ph2021★ 7 cited

Discovering nonlinear resonances through physics-informed machine learning

G. D. Barmparis, G. P. Tsironis

For an ensemble of nonlinear systems that model, for instance, molecules or photonic systems, we propose a method that finds efficiently the configuration that has prescribed trans…