research
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03/16/2023
Predicting discrete-time bifurcations with deep learning
Many natural and man-made systems are prone to critical transitions – ab...
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05/31/2022
Universal Early Warning Signals of Phase Transitions in Climate Systems
The potential for complex systems to exhibit tipping points in which an ...
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10/08/2020
Dynamic mode decomposition for forecasting and analysis of power grid load data
Time series forecasting remains a central challenge problem in almost al...
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03/25/2019
Dynamic mode decomposition for multiscale nonlinear physics
We present a data-driven method for separating complex, multiscale syste...
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03/25/2019