29 citations · 84 across the 21 of their papers we have counts for
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physics.comp-ph2019★ 29 cited
Predicting Critical Transitions in Multiscale Dynamical Systems Using Reservoir Computing
Soon Hoe Lim, Ludovico Theo Giorgini, Woosok Moon +1
We study the problem of predicting rare critical transition events for a class of slow-fast nonlinear dynamical systems. The state of the system of interest is described by a slow…
physics.data-an2019★ 9 cited
Precursors to Rare Events in Stochastic Resonance
L. T. Giorgini, S. H. Lim, W. Moon +1
In stochastic resonance, a periodically forced Brownian particle in a double-well potential jumps between minima at rare increments, the prediction of which poses a major theoretic…