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Johanna Vorwerk

Technical University of Denmark

Lyngby

Denmark

  • Technical University of Denmark

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Physics-Informed Machine Learning for Power System Dynamics: A Framework Incorporating Trustworthiness

Number of pages: 27 Posted: 18 Dec 2024
Petros Ellinas, Ioannis Karampinis, Ignasi Ventura Nadal, Rahul Nellikkath, Johanna Vorwerk and Spyros Chatzivasileiadis
Technical University of Denmark, Technical University of Denmark, Technical University of Denmark, Technical University of Denmark, Technical University of Denmark and Technical University of Denmark
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Abstract:

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Physics-informed machine learning, power system dynamics, Neural Networks, trustworthiness, transparency, interpretability, correctness verification, Kolmogorov-Arnold Networks (KANs), PINNSim, safety-critical applications