Publications

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2017
M. Zbakh, Bakhouya, M., et Essaaidi, M., « Cloud computing and big data: Technologies and applications », Concurrency Computation, vol. 29, 2017.
F. Lachhab, Bakhouya, M., Ouladsine, R., et Essaaidi, M., « Performance evaluation of CEP engines for stream data processing », in Proceedings of 2016 International Conference on Cloud Computing Technologies and Applications, CloudTech 2016, 2017, p. 64-69.
2018
S. Boulmrharj, NaitMalek, Y., Elmouatamid, A., Bakhouya, M., Ouladsine, R., Zine-Dine, K., Khaidar, M., et Abid, R., « Approach for dimensioning stand-alone photovoltaic systems », in Energy Procedia, 2018, vol. 153, p. 56-61.
F. Lachhab, Malek, Y. N., Bakhouya, M., Ouladsine, R., et Essaaidi, M., « A Context-Driven Approach using IoT and Big Data Technologies for Controlling HVAC Systems », in 2018 5th International Conference on Control, Decision and Information Technologies, CoDIT 2018, 2018, p. 694-699.
F. Lachhab, Ouladsine, R., Bakhouya, M., et Essaaidi, M., « An Energy-Efficient Approach for Controlling Heating and Air-Conditioning Systems », in Proceedings of 2017 International Renewable and Sustainable Energy Conference, IRSEC 2017, 2018.
S. Boulmrharj, NaitMalek, Y., Mouatamid, A. E., Ouladsine, R., Bakhouya, M., Ouldmoussa, M., Zine-Dine, K., Khaidar, M., et Abid, R., « Towards a battery characterization methodology for performance evaluation of micro-grid systems », in 2018 International Conference on Smart Energy Systems and Technologies, SEST 2018 - Proceedings, 2018.
A. Elmouatamid, NaitMalek, Y., Ouladsine, R., Bakhouya, M., Elkamoun, N., Zine-Dine, K., Khaidar, M., et Abid, R., « Towards a Demand/Response Control Approach for Micro-grid Systems », in 2018 5th International Conference on Control, Decision and Information Technologies, CoDIT 2018, 2018, p. 984-988.
H. Elkhoukhi, NaitMalek, Y., Berouine, A., Bakhouya, M., Elouadghiri, D., et Essaaidi, M., « Towards a Real-time Occupancy Detection Approach for Smart Buildings », in Procedia Computer Science, 2018, vol. 134, p. 114-120.
F. Lachhab, Bakhouya, M., Ouladsine, R., et Essaaidi, M., « Towards an Intelligent Approach for Ventilation Systems Control using IoT and Big Data Technologies », in Procedia Computer Science, 2018, vol. 130, p. 926-931.
2019
F. Lachhab, Bakhouya, M., Ouladsine, R., et Essaaidi, M., « Context-driven monitoring and control of buildings ventilation systems using big data and Internet of Things–based technologies », Proceedings of the Institution of Mechanical Engineers. Part I: Journal of Systems and Control Engineering, vol. 233, p. 276-288, 2019.
F. Lachhab, Bakhouya, M., Ouladsine, R., et Essaaidi, M., « A context-driven platform using Internet of things and data stream processing for heating, ventilation and air conditioning systems control », Proceedings of the Institution of Mechanical Engineers. Part I: Journal of Systems and Control Engineering, 2019.
2020
M. Bakhouya, Zbakh, M., Essaaidi, M., et Manneback, P., « Cloud computing, IoT, and big data: Technologies and applications », Concurrency and Computation: Practice and Experience, vol. 32, 2020.
S. Boulmrharj, Ouladsine, R., NaitMalek, Y., Bakhouya, M., Zine-Dine, K., Khaidar, M., et Siniti, M., « Online battery state-of-charge estimation methods in micro-grid systems », Journal of Energy Storage, vol. 30, 2020.
H. Elkhoukhi, NaitMalek, Y., Bakhouya, M., Berouine, A., Kharbouch, A., Lachhab, F., Hanifi, M., D. Ouadghiri, E., et Essaaidi, M., « A platform architecture for occupancy detection using stream processing and machine learning approaches », Concurrency and Computation: Practice and Experience, vol. 32, 2020.
A. Berouine, Ouladsine, R., Bakhouya, M., et Essaaidi, M., « Towards a real-time predictive management approach of indoor air quality in energy-efficient buildings », Energies, vol. 13, 2020.
2021
Y. NaitMalek, Najib, M., Bakhouya, M., et Essaaidi, M., « Embedded Real-time Battery State-of-Charge Forecasting in Micro-Grid Systems », Ecological Complexity, vol. 45, 2021.
A. Elmouatamid, NaitMalek, Y., Ouladsine, R., Bakhouya, M., N. kamoun, E., Khaidar, M., et Zine-Dine, K., « A MicroGrid System Infrastructure Implementing IoT/Big-Data Technologies for Efficient Energy Management in Buildings », Green Energy and Technology, p. 571-600, 2021.
Y. N. Malek, Najib, M., Bakhouya, M., et Essaaidi, M., « Multivariate deep learning approach for electric vehicle speed forecasting », Big Data Mining and Analytics, vol. 4, p. 56-64, 2021.
2022
Y. NaitMalek, Najib, M., Lahlou, A., Bakhouya, M., Gaber, J., et Essaaidi, M., « A Hybrid Approach for State-of-Charge Forecasting in Battery-Powered Electric Vehicles », Sustainability (Switzerland), vol. 14, 2022.
A. Kharbouch, Berouine, A., Elkhoukhi, H., Berrabah, S., Bakhouya, M., D. Ouadghiri, E., et Gaber, J., « Internet-of-Things Based Hardware-in-the-Loop Framework for Model-Predictive-Control of Smart Building Ventilation », Sensors, vol. 22, 2022.
A. Berouine, Ouladsine, R., Bakhouya, M., et Essaaidi, M., « A predictive control approach for thermal energy management in buildings », Energy Reports, vol. 8, p. 9127-9141, 2022.

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