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Model predictive control for optimal energy management of connected cluster of microgrids with net zero energy multi-greenhouses

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  • Ouammi, Ahmed

Abstract

This paper intends to present a cooperative control framework for a connected cluster of microgrids with multi-smart greenhouses creating a smart local electric grid in the framework of smart grids. Each microgrid comprises renewable generators, pumps, advanced communication and metering infrastructure, water reservoir, energy storage device, and a set of greenhouses where each one includes heating, ventilation and air conditioning (HVAC), CO2 injector, artificial lighting, sensors, local pump, and fans. The key objective is to formulate a coordinated optimization framework embedded in a model predictive control (MPC) scheme to optimally control the operation of the clustered microgrids and manage the power flows exchange ensuring a high quality of service. The microgrids are connected permitting the power exchanges to enhance the utilization of local renewable generations. Furthermore, the cluster is connected to the main grid through a power link permitting power exchange in excess/shortage case. The cooperation is achieved throughout a bidirectional communication infrastructure, where a centralized controller is responsible of managing the different control signals. A comprehensive scheduling optimization algorithm is developed and implemented to effectively control the clustered microgrids operation considering the operational constraints, where the purpose is to enhance energy efficiency, and manipulating effectively the microclimate variables defining the optimal environment for crops development in all greenhouses. An MPC-based energy management framework is implemented and applied to a case study to demonstrate its performance and effectiveness through extensive numerical simulations.

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  • Ouammi, Ahmed, 2021. "Model predictive control for optimal energy management of connected cluster of microgrids with net zero energy multi-greenhouses," Energy, Elsevier, vol. 234(C).
  • Handle: RePEc:eee:energy:v:234:y:2021:i:c:s036054422101522x
    DOI: 10.1016/j.energy.2021.121274
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    1. Li, Changsheng & Wang, Haiyu & Miao, Hong & Ye, Bin, 2017. "The economic and social performance of integrated photovoltaic and agricultural greenhouses systems: Case study in China," Applied Energy, Elsevier, vol. 190(C), pages 204-212.
    2. van Beveren, P.J.M. & Bontsema, J. & van Straten, G. & van Henten, E.J., 2015. "Optimal control of greenhouse climate using minimal energy and grower defined bounds," Applied Energy, Elsevier, vol. 159(C), pages 509-519.
    3. Saberian, Ayad & Sajadiye, Seyed Majid, 2019. "The effect of dynamic solar heat load on the greenhouse microclimate using CFD simulation," Renewable Energy, Elsevier, vol. 138(C), pages 722-737.
    4. Azaizia, Zaineb & Kooli, Sami & Hamdi, Ilhem & Elkhal, Wissem & Guizani, Amen Allah, 2020. "Experimental study of a new mixed mode solar greenhouse drying system with and without thermal energy storage for pepper," Renewable Energy, Elsevier, vol. 145(C), pages 1972-1984.
    5. Barbera, Elena & Sforza, Eleonora & Vecchiato, Luca & Bertucco, Alberto, 2017. "Energy and economic analysis of microalgae cultivation in a photovoltaic-assisted greenhouse: Scenedesmus obliquus as a case study," Energy, Elsevier, vol. 140(P1), pages 116-124.
    6. Ljungqvist, Hampus Markeby & Mattsson, Louise & Risberg, Mikael & Vesterlund, Mattias, 2021. "Data center heated greenhouses, a matter for enhanced food self-sufficiency in sub-arctic regions," Energy, Elsevier, vol. 215(PB).
    7. Farrell, Eanna & Hassan, Mohamed I. & Tufa, Ramato A. & Tuomiranta, Arttu & Avci, Ahmet H. & Politano, Antonio & Curcio, Efrem & Arafat, Hassan A., 2017. "Reverse electrodialysis powered greenhouse concept for water- and energy-self-sufficient agriculture," Applied Energy, Elsevier, vol. 187(C), pages 390-409.
    8. Lee, Chul-sung & Hoes, P. & Cóstola, D. & Hensen, J.L.M., 2019. "Assessing the performance potential of climate adaptive greenhouse shells," Energy, Elsevier, vol. 175(C), pages 534-545.
    9. Vogler–Finck, P.J.C. & Bacher, P. & Madsen, H., 2017. "Online short-term forecast of greenhouse heat load using a weather forecast service," Applied Energy, Elsevier, vol. 205(C), pages 1298-1310.
    10. Feng, Chaoqing & Zhang, Lizhuang & Wang, Rui & Yang, Hongbin & Xu, Zhao & Yan, Suying, 2021. "Greenhouse cover plate with dimming and temperature control function," Energy, Elsevier, vol. 221(C).
    11. Tataraki, Kalliopi G. & Kavvadias, Konstantinos C. & Maroulis, Zacharias B., 2019. "Combined cooling heating and power systems in greenhouses. Grassroots and retrofit design," Energy, Elsevier, vol. 189(C).
    12. Rabhy, Omar O. & Adam, I.G. & Elsayed Youssef, M. & Rashad, A.B. & Hassan, Gasser E., 2019. "Numerical and experimental analyses of a transparent solar distiller for an agricultural greenhouse," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    13. Yildizhan, Hasan, 2018. "Energy, exergy utilization and CO2 emission of strawberry production in greenhouse and open field," Energy, Elsevier, vol. 143(C), pages 417-423.
    14. Zhang, Guanshan & Ding, Xiaoming & Li, Tianhua & Pu, Wenyang & Lou, Wei & Hou, Jialin, 2020. "Dynamic energy balance model of a glass greenhouse: An experimental validation and solar energy analysis," Energy, Elsevier, vol. 198(C).
    15. Ali, Ameer & Ishaque, Kashif & Lashin, Aref & Al Arifi, Nassir, 2017. "Modeling of a liquid desiccant dehumidification system for close type greenhouse cultivation," Energy, Elsevier, vol. 118(C), pages 578-589.
    16. Oreggioni, G.D. & Luberti, M. & Tassou, S.A., 2019. "Agricultural greenhouse CO2 utilization in anaerobic-digestion-based biomethane production plants: A techno-economic and environmental assessment and comparison with CO2 geological storage," Applied Energy, Elsevier, vol. 242(C), pages 1753-1766.
    17. Azam, Mostafa M. & Eltawil, Mohamed A. & Amer, Baher M.A., 2020. "Thermal analysis of PV system and solar collector integrated with greenhouse dryer for drying tomatoes," Energy, Elsevier, vol. 212(C).
    18. Gao, Yuan & Dong, Jianfei & Isabella, Olindo & Santbergen, Rudi & Tan, Hairen & Zeman, Miro & Zhang, Guoqi, 2019. "Modeling and analyses of energy performances of photovoltaic greenhouses with sun-tracking functionality," Applied Energy, Elsevier, vol. 233, pages 424-442.
    19. Gourdo, L. & Fatnassi, H. & Tiskatine, R. & Wifaya, A. & Demrati, H. & Aharoune, A. & Bouirden, L., 2019. "Solar energy storing rock-bed to heat an agricultural greenhouse," Energy, Elsevier, vol. 169(C), pages 206-212.
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