67 citations · 77 across the 4 of their papers we have counts for
4 papers
Self-Supervised Graph Neural Networks for Full-Scale Tertiary Voltage Control
Balthazar Donon, Geoffroy Jamgotchian, Hugo Kulesza +1
A growing portion of operators workload is dedicated to Tertiary Voltage Control (TVC), namely the regulation of voltages by means of adjusting a series of setpoints and connection…
Self-Supervised Graph Neural Networks for Optimal Substation Reconfiguration
Antoine Martinez, Balthazar Donon, Louis Wehenkel +1
Changing the transmission system topology is an efficient and costless lever to reduce congestion or increase exchange capacities. The problem of finding the optimal switch states…
Learning to run a power network challenge for training topology controllers
Antoine Marot, Benjamin Donnot, Camilo Romero +4
For power grid operations, a large body of research focuses on using generation redispatching, load shedding or demand side management flexibilities. However, a less costly and pot…
LEAP nets for power grid perturbations
Benjamin Donnot, Balthazar Donon, Isabelle Guyon +4
We propose a novel neural network embedding approach to model power transmission grids, in which high voltage lines are disconnected and reconnected with one-another from time to t…