Search Results for author: Bryan Chu

Found 2 papers, 1 papers with code

Model-assisted deep learning of rare extreme events from partial observations

1 code implementation4 Nov 2021 Anna Asch, Ethan Brady, Hugo Gallardo, John Hood, Bryan Chu, Mohammad Farazmand

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.

Data-driven prediction of multistable systems from sparse measurements

no code implementations28 Oct 2020 Bryan Chu, Mohammad Farazmand

Our method predicts the asymptotic behavior of an observed state by quantifying its proximity to the states in a precomputed library of data.

Metric Learning

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