output
20092026
most citedWeak Form of Stokes-Dirac Structures and Geometric Discretization of Port-Hamiltonian Systems

72 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing cs.LGShow all

3 papers · 1 filter

cs.LG2025

Temporal Graph Neural Networks for Early Anomaly Detection and Performance Prediction via PV System Monitoring Data

Srijani Mukherjee, Laurent Vuillon, Liliane Bou Nassif +4

The rapid growth of solar photovoltaic (PV) systems necessitates advanced methods for performance monitoring and anomaly detection to ensure optimal operation. In this study, we pr…

cs.LG2023★ 5 cited

Eagle: Large-Scale Learning of Turbulent Fluid Dynamics with Mesh Transformers

Steeven Janny, Aurélien Béneteau, Madiha Nadri +3

Estimating fluid dynamics is classically done through the simulation and integration of numerical models solving the Navier-Stokes equations, which is computationally complex and t…

cs.LG2021★ 6 cited

Deep KKL: Data-driven Output Prediction for Non-Linear Systems

Steeven Janny, Vincent Andrieu, Madiha Nadri +1

We address the problem of output prediction, ie. designing a model for autonomous nonlinear systems capable of forecasting their future observations. We first define a general fram…