2 papers
cs.LG2025
Dynamics-Informed Reservoir Computing with Visibility Graphs
Charlotte Geier, Rasha Shanaz, Merten Stender
Accurate prediction of complex and nonlinear time series remains a challenging problem across engineering and scientific disciplines. Reservoir computing (RC) offers a computationa…
math.DS2025
Exploring localization in nonlinear oscillator systems through network-based predictions
Charlotte Geier, Norbert Hoffmann
Localized vibrations, arising from nonlinearities or symmetry breaking, pose a challenge in engineering, as the resulting high-amplitude vibrations may result in component failure…