Kamrani, A. S., Dini, A., Dagdougui, H., & Sheshyekani, K. (2025). Multi-agent deep reinforcement learning with online and fair optimal dispatch of EV aggregators. Machine Learning with Applications, 19, 100620 (12 pages).
Directory of Experts
Dagdougui, Hanane

Directory of Experts
Dagdougui, Hanane
Directory of Experts
Publications by type
Journal article (44)
Conference paper (27)
Book (2)
Book chapter (3)
Patent
Report (2)
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Hanane Dagdougui (78)
- Journal articles (44)
- 2025
Journal article
- 2024
Journal article Taboga, V., & Dagdougui, H. (2024). A Distributed ADMM-Based Deep Learning Approach for Thermal Control in Multi-Zone Buildings Under Demand Response Events. IEEE Transactions on Automation Science and Engineering, 3435073 (15 pages).Journal article Al-Sakkari, E. G., Ragab, A., Dagdougui, H., Boffito, D. C., & Amazouz, M. (2024). Carbon capture, utilization and sequestration systems design and operation optimization: Assessment and perspectives of artificial intelligence opportunities. Science of the Total Environment, 917, 170085 (32 pages).Journal article Al-Sakkari, E. G., Ragab, A., Amer, M., Ajao, O., Benali, M., Boffito, D. C., Dagdougui, H., & Amazouz, M. (2024). Ensemble machine learning to accelerate industrial decarbonization: Prediction of Hansen solubility parameters for streamlined chemical solvent selection. Digital Chemical Engineering, 14, 100207 (26 pages).Journal article Taboga, V., Gehring, C., Le Cam, M., Dagdougui, H., & Bacon, P.-L. (2024). Neural differential equations for temperature control in buildings under demand response programs. Applied Energy, 368, 123433 (14 pages).
- 2023
Journal article Kiani, S., Sheshyekani, K., & Dagdougui, H. (2023). ADMM-Based Hierarchical Single-Loop Framework for EV Charging Scheduling Considering Power Flow Constraints. IEEE Transactions on Transportation Electrification, 12 pages.Journal article Kiani, S., Sheshyekani, K., & Dagdougui, H. (2023). An Extended State Space Model for Aggregation of Large-scale EVs Considering Fast Charging. IEEE Transactions on Transportation Electrification, 9(1), 1238-1251.Journal article Aziz, M., Dagdougui, H., & El Hallaoui, I. (2023). Game Theoretical Formulation for Residential Community Microgrid Via Mean Field Theory: Proof of Concept. IEEE Control Systems Letters, 6 pages.Journal article Rezaei, E., Dagdougui, H., & Ojand, K. (2023). Hierarchical Distributed Energy Management Framework for Multiple Greenhouses Considering Demand Response. IEEE Transactions on Sustainable Energy, 14(1), 453-464.Journal article Al-Sakkari, E. G., Ragab, A., So, T. M. Y., Shokrollahi, M., Dagdougui, H., Navarri, P., Elkamel, A., & Amazouz, M. (2023). Machine learning-assisted selection of adsorption-based carbon dioxide capture materials. Journal of Environmental Chemical Engineering, 11(5), 110732 (25 pages).Journal article Abousaid, S., Benabbou, L., Dagdougui, H., Belhaj, I., Berrado, A., & Bouzekri, H. (2023). Predicting Solar PV Output Based on Hybrid Deep Learning and Physical Models: Case Study of Morocco. Recent Advances in Electrical & Electronic Engineering, 16, 6-17.
- 2022
Journal article Aziz, M., Dagdougui, H., & El Hallaoui, I. (2022). A Decentralized Game Theoretic Approach for Virtual Storage System Aggregation in a Residential Community. IEEE Access, 10, 34846-34857.Journal article Taboga, V., Bellahsen, A., & Dagdougui, H. (2022). An Enhanced Adaptivity of Reinforcement Learning-Based Temperature Control in Buildings Using Generalized Training. IEEE Transactions on Emerging Topics in Computational Intelligence, 6(2), 255-266.Journal article Rashidirad, N., Dagdougui, H., & Sheshyekani, K. (2022). A Novel Approach for Improved Linear Power-Flow Formulation. IEEE Transactions on Power Delivery, 37(6), 5224-5233.Journal article Rezaei, E., Dagdougui, H., & Rezaei, M. (2022). Distributed Stochastic Model Predictive Control for Peak Load Limiting in Networked Microgrids with Building Thermal Dynamics. IEEE Transactions on Smart Grid, 13(3), 2038-2049.Journal article Renaud-Blondeau, P., Boisjoly, G., Dagdougui, H., & He, S. Y. (2022). Powering the transition: Public charging stations and electric vehicle adoption in Montreal, Canada. International Journal of Sustainable Transportation, 17(10), 1097-1112.Journal article Ojand, K., & Dagdougui, H. (2022). Q-Learning-Based Model Predictive Control for Energy Management in Residential Aggregator. IEEE Transactions on Automation Science and Engineering, 19(1), 70-81.Journal article Bagheri, F., Dagdougui, H., & Gendreau, M. (2022). Stochastic optimization and scenario generation for peak load shaving in Smart District microgrid: sizing and operation. Energy and Buildings, 275, 15 pages.
- 2021
Journal article Bellahsen, A., & Dagdougui, H. (2021). Aggregated short-term load forecasting for heterogeneous buildings using machine learning with peak estimation. Energy and Buildings, 237, 12 pages.Journal article Jendoubi, I., Sheshyekani, K., & Dagdougui, H. (2021). Aggregation and Optimal Management of TCLs for Frequency and Voltage Control of a Microgrid. IEEE Transactions on Power Delivery, 36(4), 2085-2096.Journal article Kiani, S., Sheshyekani, K., & Dagdougui, H. (2021). A unified state space model for aggregation and coordination of large-scale TCLs and EVs for frequency regulation. Electric Power Systems Research, 195, 9 pages.
- 2020
Journal article Ouammi, A., Achour, Y., Dagdougui, H., & Zejli, D. (2020). Optimal operation scheduling for a smart greenhouse integrated microgrid. Energy for Sustainable Development, 58, 129-137.Journal article Rezaei, E., & Dagdougui, H. (2020). Optimal Real-Time Energy Management in Apartment Building Integrating Microgrid with Multizone HVAC Control. IEEE Transactions on Industrial Informatics, 16(11), 6848-6856.Journal article Bersani, C., Dagdougui, H., Ouammi, A., & Sacile, R. (2020). Stochastic constrained linear quadratic control in a network of smart microgrids. IET Renewable Power Generation, 14(7), 1193-200.Journal article Ouammi, A., Achour, Y., Zejli, D., & Dagdougui, H. (2020). Supervisory Model Predictive Control for Optimal Energy Management of Networked Smart Greenhouses Integrated Microgrid. IEEE Transactions on Automation Science and Engineering, 17(1), 117-128.
- 2019
Journal article Bersani, C., Dagdougui, H., Roncoli, C., & Sacile, R. (2019). Distributed product flow control in a network of inventories with stochastic production and demand. IEEE Access, 7, 22486-22494.Journal article Dagdougui, H., Bagheri, F., Le, H., & Dessaint, L. (2019). Neural network model for short-term and very-short-term load forecasting in district buildings. Energy and Buildings, 203, 10 pages.Journal article Ouammi, A., Dagdougui, H., & Sacile, R. (2019). Optimal planning with technology selection for wind power plants in power distribution networks. IEEE Systems Journal, 13(3), 3059-3069.
- 2018
Journal article Dagdougui, H., Ouammi, A., & Dessaint, L. A. (2018). Peak Load Reduction in a Smart Building Integrating Microgrid and V2B-Based Demand Response Scheme. IEEE Systems Journal, 13(3), 3274-3282.
- 2017
Journal article Bersani, C., Dagdougui, H., Ouammi, A., & Sacile, R. (2017). Distributed robust control of the power flows in a team of cooperating microgrids. IEEE Transactions on Control Systems Technology, 25(4), 1473-1479.
- 2016
Journal article Dagdougui, H., Ouammi, A., Dessaint, L., & Sacile, R. (2016). Global energy management system for cooperative networked residential green buildings. IET Renewable Power Generation, 10(8), 1237-1244.
- 2015
Journal article Ouammi, A., Dagdougui, H., Dessaint, L., & Sacile, R. (2015). Coordinated model predictive-based power flows control in a cooperative network of smart microgrids. IEEE Transactions on Smart Grid, 6(5), 2233-2244.Journal article Dagdougui, H., Henshaw, M., Hubbard, E.-M., & Sacile, R. (2015). Guest editorial: Special issue on systems engineering in cooperative and competitive distributed decision making for complex dynamic systems. IEEE Systems Journal, 9(1), 209-211.Journal article Ouammi, A., Dagdougui, H., & Sacile, R. (2015). Optimal control of power flows and energy local storages in a network of microgrids modeled as a system of systems. IEEE Transactions on Control Systems Technology, 23(1), 128-138.
- 2014
Journal article Dagdougui, H., & Sacile, R. (2014). Decentralized control of the power flows in a network of smart microgrids modeled as a team of cooperative agents. IEEE Transactions on Control Systems Technology, 22(2), 510-519.Journal article Dagdougui, H., Ouammi, A., & Sacile, R. (2014). Optimal control of a network of power microgrids using the Pontryagin's minimum principle. IEEE Transactions on Control Systems Technology, 22(5), 1942-1948.
- 2012
Journal article Ouammi, A., Zejli, D., Dagdougui, H., & Benchrifa, R. (2012). Artificial neural network analysis of Moroccan solar potential. Renewable and Sustainable Energy Reviews, 16(7), 4876-4889.Journal article Dagdougui, H., Minciardi, R., Ouammi, A., Robba, M., & Sacile, R. (2012). Modeling and optimization of a hybrid system for the energy supply of a “Green” building. Energy Conversion and Management, 64, 351-363.Journal article Dagdougui, H., Ouammi, A., & Sacile, R. (2012). Modelling and control of hydrogen and energy flows in a network of green hydrogen refuelling stations powered by mixed renewable energy systems. International Journal of Hydrogen Energy, 37(6), 5360-5371.Journal article Dagdougui, H. (2012). Models, methods and approaches for the planning and design of the future hydrogen supply chain. International Journal of Hydrogen Energy, 37(6), 5318-5327.
- 2011
Journal article Zejli, D., Ouammi, A., Sacile, R., Dagdougui, H., & Elmidaoui, A. (2011). An optimization model for a mechanical vapor compression desalination plant driven by a wind/PV hybrid system. Applied Energy, 88(11), 4042-4054.Journal article Dagdougui, H., Ouammi, A., & Sacile, R. (2011). A regional decision support system for onsite renewable hydrogen production from solar and wind energy sources. International Journal of Hydrogen Energy, 36(22), 14324-14334.Journal article Dagdougui, H., Ouammi, A., Robba, M., & Sacile, R. (2011). Thermal analysis and performance optimization of a solar water heater flat plate collector: Application to Tétouan (Morocco). Renewable and Sustainable Energy Reviews, 15(1), 630-638.
- 2010
Journal article Dagdougui, H., Minciardi, R., Ouammi, A., Robba, M., & Sacile, R. (2010). A Dynamic Decision Model for the Real-Time Control of Hybrid Renewable Energy Production Systems. IEEE Systems Journal, 4(3), 323-333.
- 2025
- Conference papers (27)
- 2024
Conference paper Chafiq, M., Benabbou, L., Dagdougui, H., Belhaj, I., Djdiaa, A., Bouzekri, H., & Berrado, A. (2024, July). An Analytic Hierarchy Process based approach for assessing the performance of photovoltaic solar power plants [Paper]. 12th IFAC Symposium on Control of Power and Energy Systems (CPES 2024), Rabat, Morocco. Published in IFAC PapersOnline, 58(13).Conference paper Al-Sakkari, E. G., Ragab, A., Ali, M., Dagdougui, H., Boffito, D. C., & Amazouz, M. (2024, July). Learn-to-design : reinforcement learning-assisted chemical process optimization [Paper]. 10th International Conference on Foundations of Computer Aid Process Design (FOCAPD 2024), Breckenridge, Colorado, USA. Published in Systems & Control Transactions, 3.Conference paper Al-Sakkari, E. G., Ragab, A., Ali, M., Dagdougui, H., Boffito, D. C., & Amazouz, M. (2024, July). Learn-To-Design: Reinforcement Learning-Assisted Chemical Process Optimization [Paper]. Foundations of Computer Aided Process Design (FOCAPD 2024), Breckenridge, Colorado, USA. Published in Systems and Control Transactions, 3.Conference paper Broda-Milian, K., Dagdougui, H., & Al Mallah, R. (2024, September). The Bifurcation Method: White-Box Observation Perturbation Attacks on Reinforcement Learning Agents on a Cyber Physical System [Paper]. International Conference on Machine Learning and Cybernetics (ICMLC 2024), Miyazaki, Japan.Conference paper Chafiq, M., Benabbou, L., Dagdougui, H., Belhaj, I., Djdiaa, A., Bouzekri, H., & Berrado, A. (2024, May). Towards a framework selection for assessing the performance of photovoltaic solar power plants: criteria determination [Paper]. 4th International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET 2024), Fez, Morocco (11 pages).
- 2023
Conference paper Kamrani, A. S., & Dagdougui, H. (2023, August). A Two-Stage Optimization Framework for Electric Vehicle Fleet Day-ahead Charging Management [Paper]. 11th IEEE International Conference on Smart Energy Grid Engineering (SEGE 2023), Ottawa, ON, Canada.Conference paper Benbrahim, S., Benabbou, L., Dagdougui, H., Belhaj, I., Bouzekri, H., & Berrado, A. (2023, May). Deep Learning Approach for Solar Irradiance Forecasting: A Moroccan Case Study [Paper]. International Conference on Electrical Systems & Automation, (ICESA 2023), Al Hoceïma, Morocco. Published in Advances in Science, Technology & Innovation/Advances in science, technology & innovation.Conference paper Benbrahim, S., Benabbou, L., Dagdougui, H., Belhaj, I., Djdiaa, A., Bouzekri, H., & Berrado, A. (2023, November). Deep Learning Model for Multi-Step Ahead Prediction of Solar Irradiance: Case of Study of Morocco [Paper]. 14th International Conference on Intelligent Systems: Theories and Applications (SITA 2023), Casablanca, Morocco (8 pages).Conference paper Abousaid, S., Benabbou, L., Dagdougui, H., Belhaj, I., Bouzekri, H., & Berrado, A. (2023, May). PV Power Forecasting Using Deep Learning and Physical Models: Case Study of Morocco [Paper]. International Conference on Electrical Systems & Automation, (ICESA 2023), Al Hoceïma, Morocco. Published in Advances in Science, Technology & Innovation/Advances in science, technology & innovation.Conference paper Chiguer, S., Benabbou, L., Dagdougui, H., Belhaj, I., Djdiaa, A., Bouzekri, H., & Berrado, A. (2023, November). Towards an Effective Electrical Market Design: Identifying and Defining Key Criteria for Decision-Making [Paper]. 14th International Conference on Intelligent Systems: Theories and Applications (SITA 2023), Casablanca, Morocco (6 pages).
- 2021
Conference paper Rashidirad, N., & Dagdougui, H. (2021, October). Distribution Factor Assessment for PEVs Charging Stations with V2G Capability in Power Systems [Paper]. 47th Annual Conference of the IEEE Industrial Electronics Society (IECON 2021), Toronto, ON, Canada (5 pages).Conference paper Kiani, S., Sheshyekani, K., & Dagdougui, H. (2021, June). Real-time aggregation of large-scale EVs considering fast charging [Paper]. IEEE Transportation Electrification Conference and Expo (ITEC 2021), Chicago, IL, USA (6 pages).Conference paper Neal, C., Dagdougui, H., Lodi, A., & Fernandez, J. M. (2021, January). Reinforcement Learning Based Penetration Testing of a Microgrid Control Algorithm [Paper]. 11th IEEE Annual Computing and Communication Workshop and Conference (CCWC 2021), Nevada, USA.
- 2020
Conference paper Taboga, V., Bellahsen, A., & Dagdougui, H. (2020, August). Deep reinforcement learning for peak load reduction in aggregated residential houses [Paper]. 2020 IEEE Power and Energy Society General Meeting (PESGM 2020), Montréal, Qc, Canada (5 pages).Conference paper Kiani, S., Sheshyekani, K., & Dagdougui, H. (2020, August). State Space Model of Aggregated TCLs for Frequency Regulation with a Low Communication Requirement [Paper]. 2020 IEEE Power and Energy Society General Meeting (PESGM 2020), Montréal, Qc, Canada (5 pages).
- 2019
Conference paper Rezaei, E., & Dagdougui, H. (2019, August). A Network of BIMGs Participating in Demand Response Using EVs and HVAC Units [Paper]. 7th IEEE International Conference on Smart Energy Grid Engineering (SEGE 2019), Oshawa, ON, Canada.
- 2016
Conference paper Dagdougui, H., Dessaint, L., Gagnon, G., & Al-Haddad, K. (2016, July). Modeling and optimal operation of a university campus microgrid [Paper]. IEEE Power and Energy Society General Meeting (PESGM 2016), Boston, MA (5 pages).Conference paper Dagdougui, H., Mary, N., Beraud-Sudreau, A., & Dessaint, L. (2016, August). Power management strategy for sizing battery system for peak load limiting in a university campus [Paper]. 4th IEEE International Conference on Smart Energy Grid Engineering (SEGE 2016), Oshawa, ON.
- 2014
Conference paper Dagdougui, H., Ouammi, A., & Sacile, R. (2014, March). Distributed optimal control of a network of virtual power plants with dynamic price mechanism [Paper]. 8th IEEE International Systems Conference (SysCon 2014), Ottawa, ON (6 pages).Conference paper Dagdougui, H., Dessaint, L., & Ouammi, A. (2014, July). Optimal power exchanges in an interconnected power microgrids based on model predictive control [Paper]. IEEE Power and Energy Society General Meeting (PES General Meeting 2014), National Harbor, MD (5 pages).
- 2012
Conference paper Ouammi, A., Zejli, D., Dagdougui, H., & Sacile, R. (2012, July). Analysis of moroccan wind and solar potential using artificial neural network approach [Paper]. 7th International Conference on System of Systems Engineering (SoSE 2012), Genova, Italy (5 pages).Conference paper Dagdougui, H., Ouammi, A., Garbolino, E., & Sacile, R. (2012, March). A regional decision support system for locating future hydrogen refueling stations [Paper]. IEEE International Systems Conference (SysCon 2012), Vancouver, BC, Canada (6 pages).Conference paper Dagdougui, H., Ouammi, A., & Sacile, R. (2012, March). Optimal control strategy for the wind power exchanges in a network of microgrids [Paper]. 7th International Conference on System of Systems Engineering (SoSE 2012), Genova, Italy (6 pages).Conference paper Ouammi, A., Dagdougui, H., & Sacile, R. (2012, March). Short term forecast of wind power by an artificial neural network approach [Paper]. IEEE International Systems Conference (SysCon 2012), Vancouver, BC (5 pages).
- 2011
Conference paper Dagdougui, H., Ouammi, A., & Sacile, R. (2011, September). GIS based assessment of hydrogen production potential from renewable energy: Liguria region (Italy) [Paper]. 4th World Hydrogen Technology Convention (WHTC 2011), Glasgow, Scotland.Conference paper Dagdougui, H., Minciardi, R., Ouammi, A., & Sacile, R. (2011, April). Optimal control of a regional power microgrid network driven by wind and solar energy [Paper]. IEEE International Systems Conference (SysCon 2011), Montréal, Québec (5 pages).Conference paper Dagdougui, H., Ouammi, A., & Sacile, R. (2011, April). Optimization and control of hydrogen and energy flows in a Green Hydrogen Refuelling Stations [Paper]. IEEE International Systems Conference (SysCon 2011), Montréal, Québec (7 pages).
- 2024
- Books (2)
- 2018
Book Dagdougui, H., Sacile, R., Bersani, C., & Ouammi, A. (2018). Hydrogen infrastructure for energy applications: production, storage, distribution and safety.
- 2012
Book Ouammi, A., Sacile, R., & Dagdougui, H. (2012). DSS for renewable and sustainable energy development: modeling, optimization, management & control.
- 2018
- Book chapters (3)
- 2018
Book chapter Dagdougui, H., Sacile, R., Bersani, C., & Ouammi, A. (2018). Deployment of a Hydrogen Supply Chain. In Hydrogen Infrastructure for Energy Applications (pp. 53-93).Book chapter Dagdougui, H., Sacile, R., Bersani, C., & Ouammi, A. (2018). Network Planning of Hydrogen Supply Chain. In Hydrogen Infrastructure for Energy Applications (pp. 95-125).
- 2016
Book chapter Dagdougui, H., Ouammi, A., & Sacile, R. (2016). Towards a concept of cooperating power network for energy management and control of microgrids. In Mahmoud, M. S. (ed.), Microgrid: advanced control methods and renewable energy system integration (pp. 231-262).
- 2018
- Reports (2)
- 2023
Report Aziz, M., Dagdougui, H., & El Hallaoui, I. (2023). Computational investigation of residential users through load aggregator smart grid power optimization problem via mean field game theory. (Technical Report n° G-2023-56).
- 2018
Report Aziz, M., Dagdougui, H., & El Hallaoui, I. (2018). A game theoretic analysis for community microgrid: Architecture, formulation and optimization. (Technical Report n° G-2018-103).
- 2023