Search Results for author: Katarzyna Michałowska

Found 3 papers, 1 papers with code

DON-LSTM: Multi-Resolution Learning with DeepONets and Long Short-Term Memory Neural Networks

1 code implementation3 Oct 2023 Katarzyna Michałowska, Somdatta Goswami, George Em Karniadakis, Signe Riemer-Sørensen

Deep operator networks (DeepONets, DONs) offer a distinct advantage over traditional neural networks in their ability to be trained on multi-resolution data.

Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks

no code implementations3 Mar 2023 Katarzyna Michałowska, Somdatta Goswami, George Em Karniadakis, Signe Riemer-Sørensen

Deep neural networks are an attractive alternative for simulating complex dynamical systems, as in comparison to traditional scientific computing methods, they offer reduced computational costs during inference and can be trained directly from observational data.

Operator learning

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