Neural networks for power flow: Graph neural solver

•Graph neural networks to solve AC power flow.•Our graph neural solver uses a novel graph neural network architecture.•Training is performed by minimizing the violation of physical laws.•It is robust to variations of injections, power grid topology, and line characteristics.•Experimental validation...

Full description

Saved in:
Bibliographic Details
Published in:Electric power systems research 2020-12, Vol.189, p.106547, Article 106547
Main Authors: Donon, Balthazar, Clément, Rémy, Donnot, Benjamin, Marot, Antoine, Guyon, Isabelle, Schoenauer, Marc
Format: Article
Language:English
Subjects:
Alternating current
Artificial Intelligence
Artificial neural networks
Computer architecture
Computer Science
Computing time
Electric power grids
Graph neural networks
Graph neural solver
Graphs
Neural networks
Power flow
Probability distribution
Solver
Solvers
Topology
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!