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03/17/2023
Solving Differential-Algebraic Equations in Power Systems Dynamics with Neural Networks and Spatial Decomposition
The dynamics of the power system are described by a system of differenti...
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03/15/2023
Physics-Informed Neural Networks for Time-Domain Simulations: Accuracy, Computational Cost, and Flexibility
The simulation of power system dynamics poses a computationally expensiv...
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03/14/2022
Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Deep decarbonization of the energy sector will require massive penetrati...
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06/25/2021
Transient Stability Analysis with Physics-Informed Neural Networks
Solving the ordinary differential equations that govern the power system...
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06/04/2021
Contracting Neural-Newton Solver
Recent advances in deep learning have set the focus on neural networks (...
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04/08/2020
