Statistical load and generation modelling for long term studies of low voltage networks in presence of sparse smart metering data. - Jean-François Toubeau; Martin Hupez; Vasiliki Klonari; Zacharie De Grève; François Vallée (IECON, 2016)

Photovoltaic Integration in Smart City Power Distribution - A Probabilistic Photovoltaic Hosting Capacity Assessment based on Smart Metering Data. - Vasiliki Klonari; Jean-François Toubeau; Jacques Lobry; François Vallée (SMARTGREENS, 2016)

Improved day-ahead predictions of load and renewable generation by optimally exploiting multi-scale dependencies. - Jean-François Toubeau; Jérémie Bottieau; François Vallée; Zacharie De Grève (ISGT Asia, 2017)

Surrogate-Assisted Optimization for Multi-stage Optimal Scheduling of Virtual Power Plants. - Maxime Gobert 002; Jan Gmys; Jean-François Toubeau; François Vallée; Nouredine Melab; Daniel Tuyttens (HPCS, 2019)

Optimal Power Flow Under Uncertainty: An Extensive Out-of-Sample Analysis. - Adriano Arrigo; Christos Ordoudis; Jalal Kazempour; Zacharie De Grève; Jean-François Toubeau; François Vallée (ISGT Europe, 2019)

Embedding Dependencies Within Distributionally Robust Optimization of Modern Power Systems. - Adriano Arrigo; Jalal Kazempour; Zacharie De Grève; Jean-François Toubeau; François Vallée (CoRR, 2021)

A New Cooperative Framework for a Fair and Cost-Optimal Allocation of Resources Within a Low Voltage Electricity Community. - Martin Hupez; Jean-François Toubeau; Zacharie De Grève; François Vallée (IEEE Trans. Smart Grid, 2021)

Capturing Spatio-Temporal Dependencies in the Probabilistic Forecasting of Distribution Locational Marginal Prices. - Jean-François Toubeau; Thomas Morstyn; Jérémie Bottieau; Kedi Zheng; Dimitra Apostolopoulou; Zacharie De Grève; Yi Wang 022; François Vallée (IEEE Trans. Smart Grid, 2021)

Parallel Bayesian Optimization for Optimal Scheduling of Underground Pumped Hydro-Energy Storage Systems. - Maxime Gobert 002; Jan Gmys; Jean-François Toubeau; Nouredine Melab; Daniel Tuyttens; François Vallée (IPDPS Workshops, 2022)

Batch Acquisition for Parallel Bayesian Optimization - Application to Hydro-Energy Storage Systems Scheduling. - Maxime Gobert 002; Jan Gmys; Jean-François Toubeau; Nouredine Melab; Daniel Tuyttens; François Vallée (Algorithms, 2022)

Machine Learning for Improved Gas Network Models in Coordinated Energy Systems. - Adriano Arrigo; Mihály Dolányi; Kenneth Bruninx; Jean-François Toubeau (CoRR, 2022)

Wasserstein distributionally robust chance-constrained optimization for energy and reserve dispatch: An exact and physically-bounded formulation. - Adriano Arrigo; Christos Ordoudis; Jalal Kazempour; Zacharie De Grève; Jean-François Toubeau; François Vallée (Eur. J. Oper. Res., 2022)

Forecast-Driven Stochastic Scheduling of a Virtual Power Plant in Energy and Reserve Markets. - Jean-François Toubeau; Thuy-Hai Nguyen; Hooman Khaloie; Yi Wang 022; François Vallée (IEEE Syst. J., 2022)

Risk-Based Constraints for the Optimal Operation of an Energy Community. - Mihály Dolányi; Kenneth Bruninx; Jean-François Toubeau; Erik Delarue (IEEE Trans. Smart Grid, 2022)

Privacy-Preserving Probabilistic Voltage Forecasting in Local Energy Communities. - Jean-François Toubeau; Fei Teng 005; Thomas Morstyn; Leandro Von Krannichfeldt; Yi Wang 022 (IEEE Trans. Smart Grid, 2023)

Pricing Electricity in Residential Communities Using Game-Theoretical Billings. - Martin Hupez; Jean-François Toubeau; Italo Atzeni; Zacharie De Grève; François Vallée (IEEE Trans. Smart Grid, 2023)

Decision-Focused Learning for Optimized Participation of an Industrial Consumer in Energy-Only and Reserve Markets. - Chloé Dupont; Pietro Favaro; François Vallée; Bruno Francois; Jean-François Toubeau (ISGT EUROPE, 2024)

A Two-Level Coordination Strategy for Distribution Network Balancing. - Xueyuan Cui; Guangchun Ruan; François Vallée; Jean-François Toubeau; Yi Wang 022 (IEEE Trans. Smart Grid, 2024)

Decision-Focused Learning for Complex System Identification: HVAC Management System Application. - Pietro Favaro; Jean-François Toubeau; François Vallée; Yury Dvorkin (e-Energy, 2025)

Decision-Oriented Modeling of Thermal Dynamics Within Buildings. - Xueyuan Cui; Jean-François Toubeau; François Vallée; Yi Wang 022 (IEEE Trans. Smart Grid, 2025)

Decision-Focused Learning for Neural Network-Constrained Optimization: Application to HVAC Management System. - Pietro Favaro; Jean-François Toubeau; François Vallée; Yury Dvorkin (CoRR, 2025)