Search Results - "Donon, Balthazar"

Neural networks for power flow: Graph neural solver by Donon, Balthazar, Clément, Rémy, Donnot, Benjamin, Marot, Antoine, Guyon, Isabelle, Schoenauer, Marc

“…•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…”
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Learning to run a power network challenge for training topology controllers by Marot, Antoine, Donnot, Benjamin, Romero, Camilo, Donon, Balthazar, Lerousseau, Marvin, Veyrin-Forrer, Luca, Guyon, Isabelle

“…•it presents the L2RPN challenge, a competition in which players have to design strategies to optimize the topology of a power systems network,•it details the…”
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Topology-aware reinforcement learning for tertiary voltage control by Donon, Balthazar, Cubelier, François, Karangelos, Efthymios, Wehenkel, Louis, Crochepierre, Laure, Pache, Camille, Saludjian, Lucas, Panciatici, Patrick

“…Transmission systems have experienced an increase in the occurrence frequency and intensity of high voltage events over the past few years. Since traditional…”
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LEAP nets for system identification and application to power systems by Donon, B., Donnot, B., Guyon, I., Liu, Z., Marot, A., Panciatici, P., Schoenauer, M.

“…Using neural network modeling, we address the problem of system identification for continuous multivariate systems, whose structures vary around an operating…”
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Graph Neural Solver for Power Systems by Donon, Balthazar, Donnot, Benjamin, Guyon, Isabelle, Marot, Antoine

“…We propose a neural network architecture that emulates the behavior of a physics solver that solves electricity differential equations to compute electricity…”
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Learning to run a power network challenge for training topology controllers by Marot, Antoine, Donnot, Benjamin, Romero, Camilo, Veyrin-Forrer, Luca, Lerousseau, Marvin, Donon, Balthazar, Guyon, Isabelle

“…For power grid operations, a large body of research focuses on using generation redispatching, load shedding or demand side management flexibilities. However,…”
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LEAP nets for power grid perturbations by Donnot, Benjamin, Donon, Balthazar, Guyon, Isabelle, Liu, Zhengying, Marot, Antoine, Panciatici, Patrick, Schoenauer, Marc

“…ESANN, Apr 2019, Bruges, Belgium We propose a novel neural network embedding approach to model power transmission grids, in which high voltage lines are…”
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