48 citations · 78 across the 8 of their papers we have counts for
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physics.flu-dyn2019★ 3 cited
A physics-aware machine to predict extreme events in turbulence
Nguyen Anh Khoa Doan, Wolfgang Polifke, Luca Magri
We propose a physics-aware machine learning method to time-accurately predict extreme events in a turbulent flow. The method combines two radically different approaches: empirical…
physics.soc-ph2019★ 22 cited
Physics-Informed Echo State Networks for Chaotic Systems Forecasting
Nguyen Anh Khoa Doan, Wolfgang Polifke, Luca Magri
We propose a physics-informed Echo State Network (ESN) to predict the evolution of chaotic systems. Compared to conventional ESNs, the physics-informed ESNs are trained to solve su…