Profil

Toubeau Jean-François

ORCID
0000-0001-9853-2694

Main Referenced Co-authors
VALLEE, François  (90)
DE GREVE, Zacharie  (65)
Lobry, Jacques  (19)
Bottieau, Jérémie  (18)
Klonari, Vasiliki  (13)
Main Referenced Keywords
Electrical and Electronic Engineering (4); Energy Engineering and Power Technology (4); Power (3); Deep learning (2); Forecasting (2);
Main Referenced Disciplines
Electrical & electronics engineering (88)
Energy (6)
Computer science (4)
General & internal medicine (3)
Mathematics (2)

Publications (total 96)

The most downloaded
50 downloads
Arrigo, A., Ordoudis, C., Kazempour, J., De Grève, Z., Toubeau, J.-F., & Vallée, F. (01 January 2022). Wasserstein Distributionally Robust Chance-Constrained Optimization for Energy and Reserve Dispatch : An Exact and Physically-Bounded Formulation. European Journal of Operational Research, 296 (1), 304-322. https://hdl.handle.net/20.500.12907/34403
The most cited
124 citations (Scopus®)
Toubeau, J.-F., Bottieau, J., Vallée, F., & De Grève, Z. (20 February 2019). Deep Learning-based Multivariate Probabilistic Forecasting for Short-Term Scheduling in Power Markets. IEEE Transactions on Power Systems, 34 (2), 1203-1215. doi:10.1109/TPWRS.2018.2870041 https://hdl.handle.net/20.500.12907/31296

Book chapters or contributions to a collective book as author or co-author

Hupez, M., Toubeau, J.-F., De Grève, Z., & Vallée, F. (2017). SARMA Time Series for Microscopic Electrical Load Modeling. In Contribution to Statistics - Advances in Time Series Analysis & Forecasting (pp. 133-145). Editions Springer.

Klonari, V., Toubeau, J.-F., Lobry, J., & Vallée, F. (2016). Estimating the Photovoltaic Hosting Capacity of a Low Voltage Feeder Using Smart Meters Measurements. In Smart Metering Technology and Services - Inspirations for Energy Utilities (pp. 131-158). INTECH Publishing.

Toubeau, J.-F., Klonari, V., Lobry, J., De Grève, Z., & Vallée, F. (2016). Planning Tools for the Integration of Renewable Energy Sources into Low and Medium Voltage Distribution Grids. In Renewable Energy- Utilisation and System Integration (pp. 227-260). Intech.

Articles accepted in reviewed journal

Toubeau, J.-F., Teng, F., Morstyn, T., Krannichfeldt, L. V., & Wang, Y. (January 2023). Privacy-Preserving Probabilistic Voltage Forecasting in Local Energy Communities. IEEE Transactions on Smart Grid, 14 (1), 798-809. doi:10.1109/TSG.2022.3187557
Peer Reviewed verified by ORBi

Gobert, M., Gmys, J., Toubeau, J.-F., Melab, N., Tuyttens, D., & Vallée, F. (26 November 2022). Batch Acquisition for Parallel Bayesian Optimization— Application to Hydro-Energy Storage Systems Scheduling. Algorithms, 15 (12), 446. doi:10.3390/a15120446
Peer Reviewed verified by ORBi

Bottieau, J., De Grève, Z., Piraux, T., Dubois, A., Vallée, F., & Toubeau, J.-F. (November 2022). A cross-learning approach for cold-start forecasting of residential photovoltaic generation. Electric Power Systems Research, 212, 108415. doi:10.1016/j.epsr.2022.108415
Peer Reviewed verified by ORBi

Nguyen, T.-H., Toubeau, J.-F., De Jaeger, E., & Vallée, F. (October 2022). Adequacy assessment using data-driven models to account for aerodynamic losses in offshore wind generation. Electric Power Systems Research, 211, 108599. doi:10.1016/j.epsr.2022.108599
Peer Reviewed verified by ORBi

Hupez, M., Toubeau, J.-F., Atzeni, I., De Grève, Z., & Vallée, F. (2022). Pricing Electricity in Residential Communities Using Game-Theoretical Billings. IEEE Transactions on Smart Grid, 1-1. doi:10.1109/tsg.2022.3206912
Peer Reviewed verified by ORBi

Bakhshideh Zad, B., Toubeau, J.-F., Bruninx, K., Vatandoust, B., De Grève, Z., & Vallée, F. (August 2022). Supervised learning-assisted modeling of flow-based domains in European resource adequacy assessments. Applied Energy, 325, 119875. doi:10.1016/j.apenergy.2022.119875
Peer Reviewed verified by ORBi

Toubeau, J.-F., Bottieau, J., Wang, Y., & Vallée, F. (23 April 2022). Interpretable Probabilistic Forecasting of Imbalances in Renewable-Dominated Electricity Systems. IEEE Transactions on Sustainable Energy, 13 (2), 1267-1277.
Peer Reviewed verified by ORBi

Khaloie, H., Toubeau, J.-F., Vallée, F., Lai Chun Sing, & Lai Loi Lei. (April 2022). An Innovative Coalitional Trading Model for a Biomass Power Plant Paired With Green Energy Resources. IEEE Transactions on Sustainable Energy, 13 (2), 892-904. doi:10.1109/TSTE.2021.3138777
Peer Reviewed verified by ORBi

Khaloie, H., Anvari-Moghaddam, A., Contreras, J., Toubeau, J.-F., Siano, P., & Vallée, F. (01 March 2022). Offering and Bidding for a Wind Producer Paired With Battery and CAES Units Considering Battery Degradation. International Journal of Electrical Power and Energy Systems, 136, 107685.
Peer Reviewed verified by ORBi

Hosseiniqarehtapeh, S., Toubeau, J.-F., De Grève, Z., Wang, Y., Amjady, N., & Vallée, F. (2022). Data-Driven Multi-Resolution Probabilistic Energy and Reserve Scheduling of Wind Power. IEEE Transactions on Power Systems.
Peer Reviewed verified by ORBi

Liefferinckx, C., Bottieau, J., Toubeau, J.-F., Thomas, D., Rahier, J.-F., Louis, E., Baert, F., Dewint, P., Pouillon, L., Lambrecht, G., Vallée, F., Vermeire, S., Bossuyt, P., & Franchimont, D. (10 February 2022). Collecting New Peak and Intermediate Infliximab Levels to Predict Remission in Inflammatory Bowel Diseases. Inflammatory Bowel Diseases, 28 (2), 208-217.
Peer Reviewed verified by ORBi

Khaloie, H., Vallée, F., Lai, C. S., Toubeau, J.-F., & Hatziargyriou, N. (01 January 2022). Day-Ahead and Intraday Dispatch of an Integrated Biomass-Concentrated Solar System: A Multi-Objective Risk-Controlling Approach. IEEE Transactions on Power Systems, 37 (1), 701-714.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Pardoen, L., Hubert, L., Marenne, N., Sprooten, J., De Grève, Z., & Vallée, F. (01 January 2022). Machine-Learning Assisted Outage Planning for Maintenance Activities in Power Systems with Renewables. Energy, 238 (Part C), 121993.
Peer Reviewed verified by ORBi

Arrigo, A., Ordoudis, C., Kazempour, J., De Grève, Z., Toubeau, J.-F., & Vallée, F. (01 January 2022). Wasserstein Distributionally Robust Chance-Constrained Optimization for Energy and Reserve Dispatch : An Exact and Physically-Bounded Formulation. European Journal of Operational Research, 296 (1), 304-322.
Peer Reviewed verified by ORBi

Khaloie, H., Toubeau, J.-F., Vallée, F., Lai, C. S., & Lai, L. L. (01 January 2022). An Innovative Coalitional Trading Model for a Biomass Power Plant Paired with Green Energy Resources. IEEE Transactions on Sustainable Energy, 13 (2), 892-904.
Peer Reviewed verified by ORBi

Arrigo, A., Kazempour, J., De Grève, Z., Toubeau, J.-F., & Vallée, F. (2022). Embedding Dependencies Between Wind Farms in Distributionally Robust Optimal Power Flow. IEEE Transactions on Power Systems, 1-14. doi:10.1109/TPWRS.2022.3221348
Peer Reviewed verified by ORBi

Bottieau, J., Wang, Y., De Grève, Z., Vallée, F., & Toubeau, J.-F. (2022). Interpretable Transformer Model for Capturing Regime Switching Effects of Real-Time Electricity prices. IEEE Transactions on Power Systems, 1-14. doi:10.1109/TPWRS.2022.3195970
Peer Reviewed verified by ORBi

Toubeau, J.-F., Nguyen, T.-H., Khaloie, H., Wang, Y., & Vallée, F. (2022). Forecast-Driven Stochastic Scheduling of a Virtual Power Plant in Energy and Reserve Markets. IEEE Systems Journal, 16 (4), 5212-5223. doi:10.1109/JSYST.2021.3114445
Peer Reviewed verified by ORBi

Khaloie, H., Vallée, F., C. S. Lai, Toubeau, J.-F., & N. D. Hatziargyriou. (2022). Day-Ahead and Intraday Dispatch of an Integrated Biomass-Concentrated Solar System: A Multi-Objective Risk-Controlling Approach. IEEE Transactions on Power Systems, 37 (1), 701 - 714. doi:10.1109/TPWRS.2021.3096815
Peer Reviewed verified by ORBi

Khaloie, H., Anvari-Moghaddam, A., Contreras, J., Toubeau, J.-F., Siano, P., & Vallée, F. (2022). Offering and bidding for a wind producer paired with battery and CAES units considering battery degradation. International Journal of Electrical Power and Energy Systems, 136, 107685. doi:10.1016/j.ijepes.2021.107685
Peer Reviewed verified by ORBi

Wang, Y., Von Krannichfeldt, L., Zufferey, T., & Toubeau, J.-F. (2021). Short-term nodal voltage forecasting for power distribution grids: An ensemble learning approach. Applied Energy.
Peer Reviewed verified by ORBi

Bottieau, J., Bruninx, K., Sanjab, A., De Grève, Z., Vallée, F., & Toubeau, J.-F. (11 December 2021). Automatic Risk Adjustment for Profit Maximization in Renewable Dominated Short-Term Electricity Markets. International Transactions on Electrical Energy Systems, e1352.
Peer reviewed

Toubeau, J.-F., Nguyen, T.-H., Khaloie, H., Wang, Y., & Vallée, F. (2021). Forecast-Driven Stochastic Scheduling of a Virtual Power Plant in Energy and Reserve Markets. IEEE Systems Journal.
Peer Reviewed verified by ORBi

Bakhshideh Zad, B., Toubeau, J.-F., & Vallée, F. (23 August 2021). Chance-Constrained based Voltage Control Framework To Deal with Model Uncertainties in MV Distribution Systems. Energies, 14, 5161.
Peer Reviewed verified by ORBi

Bakhshideh Zad, B., Toubeau, J.-F., Vatandoust, B., Bruninx, K., De Grève, Z., & Vallée, F. (10 August 2021). Enhanced Integration of Flow-Based Market Coupling in Short-Term Adequacy Assessment. Electric Power Systems Research, 201, 107507.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Bottieau, J., De Grève, Z., Vallée, F., & Bruninx, K. (24 June 2021). Data-Driven Scheduling of Energy Storage in Day-Ahead Energy and Reserve Markets with Probabilistic Guarantees on Real-Time Delivery. IEEE Transactions on Power Systems, 36 (4), 2815-2828.
Peer Reviewed verified by ORBi

Codjo, E., Bakhshideh Zad, B., Toubeau, J.-F., Francois, B., & Vallée, F. (12 May 2021). Machine-Learning based Classification of Electrical Low Voltage Cables Degradation. Energies, 14 (2852).
Peer Reviewed verified by ORBi

Liefferinckx, C., De Grève, Z., Toubeau, J.-F., Pérée, H., Quertinmont, E., Tafciu, V., Minsart, C., Rahmouni, S., Georges, M., Vallée, F., & Franchimont, D. (28 April 2021). New Approach To Determine the Healthy Immune Variations by Combining Clustering Methods. Scientific Reports, 11, 8917. doi:10.1038/s41598-021-88272-x
Peer reviewed

Toubeau, J.-F., Morstyn, T., Bottieau, J., Zheng, K., Apostolopoulou, D., De Grève, Z., Wang, Y., & Vallée, F. (26 April 2021). Capturing Spatio-Temporal Dependencies in the Probabilistic Forecasting of Distribution Locational Marginal Prices. IEEE Transactions on Smart Grid, 12 (3), 2663-2674.
Peer Reviewed verified by ORBi

Hupez, M., Toubeau, J.-F., De Grève, Z., & Vallée, F. (26 April 2021). A New Cooperative Framework for a Fair and Cost-Optimal Allocation of Resources within a Low Voltage Electricity Community. IEEE Transactions on Smart Grid, 12 (3), 2201-2211.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Dapoz, P.-D., Bottieau, J., Wautier, A., De Grève, Z., & Vallée, F. (01 January 2021). Recalibration of Recurrent Neural Networks for Short-Term Wind Power Forecasting. Electric Power Systems Research, 190 (January 2021), 1-7. doi:10.1016/j.epsr.2020.106639
Peer Reviewed verified by ORBi

Hosseiniqarehtapeh, S., Toubeau, J.-F., De Grève, Z., & Vallée, F. (04 October 2020). An Advanced Day-Ahead Bidding Strategy Model for Wind Power Producers Considering Confidence Level on the Real-Time Reserve Provision. Applied Energy, 280 (December 2020), 1-14.
Peer Reviewed verified by ORBi

De Grève, Z., Bottieau, J., Vangulick (ORES), D., Wautier, A., Dapoz, P.-D., Arrigo, A., Toubeau, J.-F., & Vallée, F. (18 September 2020). Machine Learning Techniques for Improving Self-Consumption in Renewable Energy Communities. Energies, 13 (18), 4892-4909.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Bakhshideh Zad, B., Hupez, M., De Grève, Z., & Vallée, F. (01 August 2020). Deep Reinforcement Learning-based Voltage Control to Deal with Model Uncertainties in Distribution Networks. Energies, 13 (15), 3928-3943.
Peer Reviewed verified by ORBi

Toubeau, J.-F., De Grève, Z., Goderniaux, P., Vallée, F., & Bruninx, K. (01 July 2020). Chance-Constrained Scheduling of Underground Pumped Hydro Energy Storage in Presence of Model Uncertainties. IEEE Transactions on Sustainable Energy, 11 (3), 1516-1527. doi:10.1109/TSTE.2019.2929687
Peer Reviewed verified by ORBi

Toubeau, J.-F., Ponsart, C., Stevens, C., De Grève, Z., & Vallée, F. (22 June 2020). Sizing of Underwater Gravity Storage with Solid Weights Participating in Electricity Markets. International Transactions on Electrical Energy Systems, 30 (10), 1-17.
Peer reviewed

Bottieau, J., Hubert, L., De Grève, Z., Vallée, F., & Toubeau, J.-F. (26 February 2020). Very Short-Term Probabilistic Forecasting for a Risk-Aware Participation in the Single Price Imbalance Settlement. IEEE Transactions on Power Systems, 35 (2), 1218-1230. doi:10.1109/TPWRS.2019.2940756
Peer Reviewed verified by ORBi

Toubeau, J.-F., Iassinovski, S., Jean, E., Parfait, J.-Y., Bottieau, J., De Grève, Z., & Vallée, F. (05 November 2019). A Nonlinear Hybrid Approach for the Scheduling of Merchant Underground Pumped Hydro Energy Storage. IET Generation, Transmission and Distribution, 13 (21), 4798-4808. doi:10.1049/iet-gtd.2019.0204
Peer Reviewed verified by ORBi

Bakhshideh Zad, B., Toubeau, J.-F., Lobry, J., & Vallée, F. (02 July 2019). A Robust Voltage Control Algorithm Incorporating Model Uncertainty Impacts. IET Generation, Transmission and Distribution, 13 (17), 3921-3931.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Bottieau, J., Vallée, F., & De Grève, Z. (20 February 2019). Deep Learning-based Multivariate Probabilistic Forecasting for Short-Term Scheduling in Power Markets. IEEE Transactions on Power Systems, 34 (2), 1203-1215. doi:10.1109/TPWRS.2018.2870041
Peer Reviewed verified by ORBi

Toubeau, J.-F., De Grève, Z., & Vallée, F. (18 February 2018). Medium-Term Multi-Market Optimization for Virtual Power Plants: A Stochastic-Based Decision Environment. IEEE Transactions on Power Systems, 33 (2), 1399-1410. doi:10.1109/TPWRS.2017.2718246
Peer Reviewed verified by ORBi

Liefferinckx, C., Minsart, C., Toubeau, J.-F., Cremer, A., Amininejad, L., Quertinmont, E., Devière, J., van Gossum, A., & Franchimont, D. (01 August 2017). Infliximab Trough Levels at Induction to Predict Treatment Failure During Maintenance. Inflammatory Bowel Diseases, 23 (8), 1371-1381. doi:10.1097/MIB.0000000000001120
Peer Reviewed verified by ORBi

Vallée, F., Moutier, F., Klonari, V., Toubeau, J.-F., Lecron, F., De Grève, Z., & Lobry, J. (11 April 2016). On the Correlation between Prosumers in Probabilistic Analysis of Low Voltage Distribution Systems. International Review of Electrical Engineering, 11 (3), 277-283.
Peer Reviewed verified by ORBi

Klonari, V., Toubeau, J.-F., De Grève, Z., Durieux, O., Lobry, J., & Vallée, F. (07 March 2016). Probabilistic Simulation Framework of the Voltage Profile in Balanced and Unbalanced Low Voltage Networks. International Journal of Electrical Power and Energy Systems, 82 (November 2016), 439-451.
Peer Reviewed verified by ORBi

Klonari, V., Toubeau, J.-F., Vandoorn, T., Meersman, B., De Grève, Z., Lobry, J., & Vallée, F. (13 December 2015). Probabilistic Framework for Evaluating Droop Control of Photovoltaic Inverters. Electric Power Systems Research, 129 (December 2015), 1-9.
Peer Reviewed verified by ORBi

Toubeau, J.-F., Vallée, F., De Grève, Z., & Lobry, J. (01 March 2015). A New Approach Based on the Experimental Design Method for the Improvement of the Operational Efficiency of Medium Voltage Distribution Networks. International Journal of Electrical Power and Energy Systems, 66 (March 2015), 116-124.
Peer Reviewed verified by ORBi

Vallée, F., Toubeau, J.-F., De Grève, Z., & Lobry, J. (28 December 2014). Consideration of Extreme Wind Geographical Correlation Scenarios in Reliability Assessment Studies Using Sequential Monte Carlo Simulation. International Review of Electrical Engineering, 9 (6), 1148-1153.
Peer Reviewed verified by ORBi

Articles accepted in conference proceedings

Gobert, M., Gmys, J., Toubeau, J.-F., Melab, N., Tuyttens, D., & Vallée, F. (2022). Parallel Bayesian Optimization for Optimal Scheduling of Underground Pumped Hydro-Energy Storage Systems. In Proceedings - 2022 IEEE 36th International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2022. Institute of Electrical and Electronics Engineers Inc. doi:10.1109/IPDPSW55747.2022.00133
Peer reviewed

Bottieau, J., De Grève, Z., Vallée, F., & Toubeau, J.-F. (2022). Interpréter les prédictions de séries temporelles obtenues à l'aide d'un modèle de type Transformer : une étude portant sur les prix de déséquilibre des marchés de l'électricité. Paper presented at 33ème Conférence Internationale Francophone sur l'Interaction Humain-Machine, IHM 2022, Namur, Belgium.

Nguyen, T.-H., Toubeau, J.-F., De Jaeger, E., & Vallée, F. (2022). Adequacy Assessment Using Data-Driven Models to Account for Aerodynamic Losses in Offshore Wind Generation. Paper presented at 22nd IEEE Power Systems Computation Conference, PSCC 2022, Porto, Portugal.

Bottieau, J., De Grève, Z., Piraux, T., Dubois, A., Vallée, F., & Toubeau, J.-F. (2022). A Cross-Learning Approach for Cold-Start Forecasting of Residential Photovoltaic Generation. Paper presented at 22nd IEEE Power Systems Computation Conference, PSCC 2022, Porto, Portugal.

Singh, N., Hosseiniqarehtapeh, S., Kayedpour, N., De Kooning, J., De Grève, Z., Toubeau, J.-F., Vallée, F., Crèvecoeur, G., & Vandevelde, L. (2022). Prediction-based Wind Turbine Control for Active Participation in the Day-Ahead and Reserve Markets. Paper presented at 2022 IEEE Power & Energy Society General Meeting, Denver, United States.

Arrigo, A., Toubeau, J.-F., Fattahi, I., De Grève, Z., & Vallée, F. (2022). Distributionally Robust Power and Gas Dispatch with Multivariate and Correlated Uncertainty. Paper presented at 2022 International Conference on Probabilistic Methods Applied to Power Systems, Manchester, United Kingdom.

Dolanyi, M., Bruninx, K., Toubeau, J.-F., & Delarue, E. (2021). Capturing Electricity Market Dynamics in the Optimal Trading of Strategic Agents using Neural Network Constrained Optimization. Paper presented at NeurIPS 2021 Workshop Tackling Climate Change with Machine Learning, .

Bakhshideh Zad, B., Vatandoust, B., De Grève, Z., Toubeau, J.-F., & Vallée, F. (2021). Advanced Clustering of Flow-Based Domains for Adequacy Study Purposes. Paper presented at IEEE PowerTech 2021 International Conference, POWERTECH 2021, Madrid, Spain.

Bottieau, J., Arrigo, A., De Grève, Z., Vallée, F., & Toubeau, J.-F. (2021). A Distributionally Robust Framework for Improving the Provision of Passive Balancing Services. Paper presented at IEEE PowerTech 2021 International Conference, POWERTECH 2021, Madrid, Spain.

Arrigo, A., Kazempour, J., De Grève, Z., Toubeau, J.-F., & Vallée, F. (2021). Enhanced Wasserstein Distributionally Robust OPF with Dependence Structure and Support Information. Paper presented at IEEE PowerTech 2021 International Conference, POWERTECH 2021, Madrid, Spain.

Nguyen, T.-H., Toubeau, J.-F., De Jaeger, E., & Vallée, F. (2021). Machine Learning Proxies Integrating Wake Effects in Offshore Wind Generation for Adequacy Studies. Paper presented at IEEE 21th International Conference on Environment & Electrical Engineering, EEIC 2021, Bari, Italy.

Khaloie, H., Toubeau, J.-F., Vallée, F., Lai, C. S., Lai, L. L., & Yan, M. (2021). Battery Storage Arbitrage Under Stochastic Dominance Constraints: A New Benchmark Selection Approach. Paper presented at IEEE 21th International Conference on Environment & Electrical Engineering, EEIC 2021, Bari, Italy.

Bakhshideh Zad, B., Toubeau, J.-F., Acclassato, O., Durieux, O., & Vallée, F. (2021). An Innovative Centralized Voltage Control Method for MV Distribution Systems Based on Deep Reinforcement Learning: Application on a Real Test Case in Benin. Paper presented at 26th International Conference & Exhibition on Electricity Distribution, CIRED 2021, Geneva, Switzerland.

Rosseel, A., Hupez, M., Toubeau, J.-F., De Grève, Z., & Vallée, F. (2021). On the Optimization of Investments in Distributed Energy Resources in a Low Voltage Energy Community. Paper presented at 26th International Conference & Exhibition on Electricity Distribution, CIRED 2021, Geneva, Switzerland.

Hosseiniqarehtapeh, S., Toubeau, J.-F., Singh, N., De Kooning, J., Kayedpour, N., Crèvecoeur, G., De Grève, Z., Vallée, F., & Vandevelde, L. (2021). Impact Of Fast Wind Fluctuations On The Profit Of A Wind Power Producer Jointly Trading In Energy And Reserve Markets. Paper presented at The 9th IET International Conference on Renewable Power Generation, RPG 2021, Dublin, Ireland.

Toubeau, J.-F., De Grève, Z., Goderniaux, P., Vallée, F., & Bruninx, K. (2019). A Chance-Constrained Tool for the Scheduling of Underground Pumped Hydro Energy Storage in Presence of Model Uncertainties. Paper presented at The 2019 INFORMS Annual Meeting, INFORMS 2019, Seattle, United States - Washington.

Arrigo, A., Ordoudis, C., Kazempour, J., De Grève, Z., Toubeau, J.-F., & Vallée, F. (2019). Distributionally Robust Chance-Constrained Energy and Reserve Dispatch : A Support-based Exact Approach. Paper presented at 15th International Conference on Stochastic Programming, ISCP XV, Trondheim, Norway.

Gobert, M., Gmys, J., Toubeau, J.-F., Vallée, F., Melab, N., & Tuyttens, D. (2019). Surrogate-Assisted Optimization for Multi-Stage Optimal Scheduling of Virtual Power Plants. Paper presented at International Conference on High Performance Computing & Simulation, Dublin, Ireland.

Bottieau, J., Vallée, F., De Grève, Z., & Toubeau, J.-F. (2018). Leveraging Provision of Frequency Regulation Services from Wind Generation by Improving Day-Ahead Predictions using LSTM Neural Networks. Paper presented at IEEE International Energy Conference, ENERGYCON 2018, Limassol, Cyprus.

Bottieau, J., De Grève, Z., Vallée, F., & Toubeau, J.-F. (2018). Fostering the Participation of Battery Storage Systems in the Real-Time Balancing of Electrical Grids. Paper presented at 9th IEEE Young Researchers Symposium in Electrical Power Engineering, YRS 2018, Brussels, Belgium.

Toubeau, J.-F., Bottieau, J., Vallée, F., & De Grève, Z. (2017). Improved Day-Ahead Predictions of Load and Renewable Generation by Optimally Exploiting Multi-Scale Dependencies. Paper presented at IEEE Conference on Innovative Smart Grids Technologies (ISGT Asia 2017), Auckland, New Zealand.

Toubeau, J.-F., De Grève, Z., & Vallée, F. (2017). Technical Impacts on Distribution Systems of Medium-Sized Storage Plants Participating in Energy and Power Reserve Markets. Paper presented at 24th International Conference & Exhibition on Electricity Distribution, CIRED 2017, Glasgow, United Kingdom.

Vallée, F., Hupez, M., Toubeau, J.-F., & De Grève, Z. (2017). Dealing with Sparse Smart Metering Data in Techno-Economic Analysis of Low Voltage Networks. Paper presented at 24th International Conference & Exhibition on Electricity Distribution, CIRED 2017, Glasgow, United Kingdom.

Toubeau, J.-F., Hupez, M., Klonari, V., De Grève, Z., & Vallée, F. (2016). Statistical Load and Generation Modelling for Long Term Studies of Low Voltage Networks in Presence of Sparse Smart Metering Data. Paper presented at 42nd Annual Conference of Industrial Electronics Society, IEEE IECON2016, Florence, Italy.

Hupez, M., Toubeau, J.-F., De Grève, Z., & Vallée, F. (2016). On the Application of SARMA Time Series to Microscopic Electrical Load Modeling. Paper presented at International Work-Conference on Time Series Analysis, ITISE 2016, Granada, Spain.

Klonari, V., Toubeau, J.-F., Lobry, J., & Vallée, F. (2016). Photovoltaic Integration in a Smart City Power Distribution: A Probabilistic PV Hosting Capacity Assessment Based on Smart Metering Data. Paper presented at 5th International Conference on Smart Cities and Green ICT Systems, SMARTGREENS 2016, Rome, Italy.

De Grève, Z., Vanstals, J., Toubeau, J.-F., Geth, F., Ramasmawy, P. C., Rapoport, S., & Vallée, F. (2016). Impact of the Geographical Correlation between Wind Speed Time Series on Reliability Indices in Power System Studies. Paper presented at IEEE International Energy Conference, ENERGYCON 2016, Leuven, Belgium.

Vallée, F., Toubeau, J.-F., De Grève, Z., & Lobry, J. (2016). Adjusted LOLE and EENS indices for the Consideration of Load Excess Transfer in Power Systems Adequacy Studies. Paper presented at XIV International Conference on Electrical, Electronics and Power Engineering, ICEEPE'16, London, United Kingdom.

Vallée, F., Moutier, F., Klonari, V., Toubeau, J.-F., Lecron, F., De Grève, Z., & Lobry, J. (2015). Clustering of Photovoltaic Generation for the Consideration of Time Changing Geographical Correlation in Probabilistic Analysis of Low Voltage Distribution Systems. Paper presented at 5th International Workshop on Integration of Solar Power into Power Systems, Brussels, Belgium.

Rousseaux, P., Toubeau, J.-F., De Grève, Z., Vallée, F., Glavic, M., & Van Cutsem, T. (2015). A New Formulation of State Estimation in Distribution Systems Including Demand and Generation States. Paper presented at IEEE PowerTech 2015 International Conference, POWERTECH 2015, Eindhoven, Netherlands.

Klonari, V., Toubeau, J.-F., De Grève, Z., Durieux, O., Lobry, J., & Vallée, F. (2015). Probabilistic Analysis Tool of the Voltage Profile in Low Voltage Grids. Paper presented at 23rd International Conference & Exhibition on Electricity Distribution, CIRED 2015, Lyon, France.

Toubeau, J.-F., Brito Gonçalves de Sà, A., De Grève, Z., Durieux, O., Vallée, F., & Lobry, J. (2015). Optimal Positioning and Pre-Sizing of Storage Devices for the Improvement of MV Distribution Grid Operation. Paper presented at 23rd International Conference & Exhibition on Electricity Distribution, CIRED 2015, Lyon, France.

Klonari, V., Toubeau, J.-F., De Grève, Z., Vandoorn, T., Meersman, B., Vallée, F., & Lobry, J. (2015). Probabilistic Assessment of PDC/Vg Droop Control of PV Inverters. Paper presented at 23rd International Conference & Exhibition on Electricity Distribution, CIRED 2015, Lyon, France.

Klonari, V., Toubeau, J.-F., De Grève, Z., Lobry, J., & Vallée, F. (2015). Probabilistic Analysis of Low Voltage Networks with Distributed Photovoltaic Generation Sources: Case Study in Belgium. Paper presented at International Workshop on Photovoltaic Cell Systems, IWPCS 2015, Saïda, Morocco.

Toubeau, J.-F., Klonari, V., De Grève, Z., Lobry, J., & Vallée, F. (2015). Probabilistic Study of the Impact on the Network Equipment of Changing Load Profiles in Modern Low Voltage Grids. Paper presented at International Conference on Renewable Energies and Power Quality, ICREPQ'15, La Coruna, Spain.

Vallée, F., Toubeau, J.-F., De Grève, Z., & Lobry, J. (2015). Impact of Wind Geographical Correlation in Reliability Assessment Studies Using Sequential Monte Carlo Simulations. Paper presented at International Conference on Renewable Energies and Power Quality, ICREPQ'15, La Coruna, Spain.

Toubeau, J.-F., Lobry, J., Vallée, F., & De Grève, Z. (2014). Optimal Allocation Process of Voltage Control Devices and Operational Management of the Voltage in Distribution Systems Using the Experimental Design Method. Paper presented at IEEE International Energy Conference (ENERGYCON 2014), Dubrovnik, Croatia.

Toubeau, J.-F., Vallée, F., De Grève, Z., & Lobry, J. (2014). A New Approach for the Voltage Regulation in Medium Voltage Networks Using the Experimental Design Method. Paper presented at 7th IEEE Young Researchers Symposium in Electrical Power Engineering, YRS 2014, Ghent, Belgium.

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