Search Results for author: Celso Grebogi

Found 4 papers, 0 papers with code

Predicting extreme events from data using deep machine learning: when and where

no code implementations31 Mar 2022 Junjie Jiang, Zi-Gang Huang, Celso Grebogi, Ying-Cheng Lai

We develop a deep convolutional neural network (DCNN) based framework for model-free prediction of the occurrence of extreme events both in time ("when") and in space ("where") in nonlinear physical systems of spatial dimension two.

BIG-bench Machine Learning

Machine learning prediction of critical transition and system collapse

no code implementations2 Dec 2020 Ling-Wei Kong, Hua-Wei Fan, Celso Grebogi, Ying-Cheng Lai

Remarkably, for a parameter drift through the critical point, the machine with the input parameter channel is able to predict not only that the system will be in a transient state, but also the average transient time before the final collapse.

BIG-bench Machine Learning

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