research
∙
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...
share
research
∙
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...
research
∙
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...
research
∙
06/25/2021
Transient Stability Analysis with Physics-Informed Neural Networks
Solving the ordinary differential equations that govern the power system...
research
∙
06/04/2021
Contracting Neural-Newton Solver
Recent advances in deep learning have set the focus on neural networks (...
research
∙
04/08/2020