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07/20/2023
Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks
Flow map learning (FML), in conjunction with deep neural networks (DNNs)...
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06/03/2022
Learning Fine Scale Dynamics from Coarse Observations via Inner Recurrence
Recent work has focused on data-driven learning of the evolution of unkn...
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03/07/2022
Robust Modeling of Unknown Dynamical Systems via Ensemble Averaged Learning
Recent work has focused on data-driven learning of the evolution of unkn...
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06/07/2021
Deep Neural Network Modeling of Unknown Partial Differential Equations in Nodal Space
We present a numerical framework for deep neural network (DNN) modeling ...
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07/13/2020
Synthetic Aperture Radar Image Formation with Uncertainty Quantification
Synthetic aperture radar (SAR) is a day or night any-weather imaging mod...
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05/30/2019