most citedPredicting the onset of period-doubling bifurcations via dominant eigenvalue extracted from autocorrelation

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physics.data-an2024

Learning from the past: predicting critical transitions with machine learning trained on surrogates of historical data

Zhiqin Ma, Chunhua Zeng, Yi-Cheng Zhang +1

Complex systems can undergo critical transitions, where slowly changing environmental conditions trigger a sudden shift to a new, potentially catastrophic state. Early warning sign…