Physics-Informed Graphical Neural Network for Parameter & State Estimations in Power Systems

12 February 2021

Papers citing "Physics-Informed Graphical Neural Network for Parameter & State Estimations in Power Systems"

18 / 18 papers shown

Title
Semi-Supervised Multi-Task Learning Based Framework for Power System Security Assessment Muhy Eddin Za'ter Amirhossein Sajadi B. Hodge 39 1 0 11 Jul 2024
Robustness Analysis of AI Models in Critical Energy Systems P. Dogoulis Matthieu Jimenez Salah Ghamizi Maxime Cordy Yves Le Traon 29 0 0 20 Jun 2024
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity Raffael Theiler Olga Fink AI4CE 26 1 0 04 Apr 2024
Mixing Artificial and Natural Intelligence: From Statistical Mechanics to AI and Back to Turbulence Michael Chertkov AI4CE 35 2 0 26 Mar 2024
PowerFlowNet: Power Flow Approximation Using Message Passing Graph Neural Networks Nan Lin Stavros Orfanoudakis Nathan Ordonez Cardenas Juan S. Giraldo Pedro P. Vergara 11 7 0 06 Nov 2023
Physics-Informed Neural Networks for Accelerating Power System State Estimation Solon Falas M. Asprou Charalambos Konstantinou Maria K. Michael 24 2 0 04 Oct 2023
Graph Neural Networks on Factor Graphs for Robust, Fast, and Scalable Linear State Estimation with PMUs O. Kundacina M. Cosovic D. Mišković D. Vukobratović 16 8 0 28 Apr 2023
Minimizing Worst-Case Violations of Neural Networks Rahul Nellikkath Spyros Chatzivasileiadis 38 3 0 21 Dec 2022
Distributed Nonlinear State Estimation in Electric Power Systems using Graph Neural Networks O. Kundacina M. Cosovic D. Mišković D. Vukobratović 18 4 0 23 Jul 2022
Robust and Fast Data-Driven Power System State Estimator Using Graph Neural Networks O. Kundacina M. Cosovic D. Vukobratović 19 1 0 06 Jun 2022
Machine Learning for Electricity Market Clearing Laurent Pagnier Robert Ferrando Y. Dvorkin Michael Chertkov 24 1 0 23 May 2022
Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems Jochen Stiasny Samuel C. Chevalier Rahul Nellikkath Brynjar Sævarsson Spyros Chatzivasileiadis 26 14 0 14 Mar 2022
Physics-Informed Graph Learning Ciyuan Peng Feng Xia Vidya Saikrishna Huan Liu PINN AI4CE 31 6 0 22 Feb 2022
Machine Learning Based Relative Orbit Transfer for Swarm Spacecraft Motion Planning Alex Sabol Kyongsik Yun Muhammad Adil Changrak Choi Ramtin Madani 19 4 0 28 Jan 2022
State Estimation in Electric Power Systems Leveraging Graph Neural Networks O. Kundacina M. Cosovic D. Vukobratović 18 23 0 11 Jan 2022
Towards Model Reduction for Power System Transients with Physics-Informed PDE Laurent Pagnier Michael Chertkov Julian Fritzsch P. Jacquod 33 6 0 26 Oct 2021
Which Neural Network to Choose for Post-Fault Localization, Dynamic State Estimation and Optimal Measurement Placement in Power Systems? A. Afonin Michael Chertkov 17 3 0 07 Apr 2021
Embedding Power Flow into Machine Learning for Parameter and State Estimation Laurent Pagnier Michael Chertkov 19 8 0 26 Mar 2021