336 citations · 1.5k across the 38 of their papers we have counts for
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cs.LG2021★ 13 cited
Model-assisted deep learning of rare extreme events from partial observations
Anna Asch, Ethan Brady, Hugo Gallardo +3
To predict rare extreme events using deep neural networks, one encounters the so-called small data problem because even long-term observations often contain few extreme events. Her…
math.DS2021★ 11 cited
Mitigation of rare events in multistable systems driven by correlated noise
Konstantinos Mamis, Mohammad Farazmand
We consider rare transitions induced by colored noise excitation in multistable systems. We show that undesirable transitions can be mitigated by a simple time-delay feedback contr…
math.AP2021
Evolution of nonlinear reduced-order solutions for PDEs with conserved quantities
William Anderson, Mohammad Farazmand
Reduced-order models of time-dependent partial differential equations (PDEs) where the solution is assumed as a linear combination of prescribed modes are rooted in a well-develope…