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A multi-objective optimization model for sizing decisions of a grid-connected photovoltaic system

Author

Listed:
  • Attia, Ahmed M.
  • Al Hanbali, Ahmad
  • Saleh, Haitham H.
  • Alsawafy, Omar G.
  • Ghaithan, Ahmed M.
  • Mohammed, Awsan

Abstract

Greenhouse gasses are by-products of using fossil fuels to generate energy. It is known that climate change is caused by an increase in greenhouse gasses in the Earth's atmosphere. Solar energy is a renewable energy source that is an environmentally friendly resource for generating power. The photovoltaic (PV) system is a well-established technology for transforming solar energy into electric power. Sizing-decisions of a PV system is a strategic decision-making process that has a long-term impact on the project. This work proposes a multi-objective optimization (MOO) model for sizing-decisions of a grid-connected PV system. The objectives consider the economic aspect in terms of minimizing the project lifespan costs and non-economic aspects, including maximizing system reliability and reducing CO2 emissions. The sizing decisions are the number of PV panels, the amount of energy purchased from the main grid, and the amount of energy supplied to the main grid. In addition to a binary variable for an either-or decision, either purchase or supply from the grid. The model generates Pareto-optima to assist the decision-maker in assessing trade-offs between alternatives. A case study based on monthly demand for the residential area at King Fahd University of Petroleum & Minerals (KFUPM) is provided to clarify the practicality of the model. It is found that 1713 PV modules are required to meet annual demand at an annual cost of M$1.61 over 25 years.

Suggested Citation

  • Attia, Ahmed M. & Al Hanbali, Ahmad & Saleh, Haitham H. & Alsawafy, Omar G. & Ghaithan, Ahmed M. & Mohammed, Awsan, 2021. "A multi-objective optimization model for sizing decisions of a grid-connected photovoltaic system," Energy, Elsevier, vol. 229(C).
  • Handle: RePEc:eee:energy:v:229:y:2021:i:c:s0360544221009786
    DOI: 10.1016/j.energy.2021.120730
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    as
    1. Türkay, Belgin Emre & Telli, Ali Yasin, 2011. "Economic analysis of standalone and grid connected hybrid energy systems," Renewable Energy, Elsevier, vol. 36(7), pages 1931-1943.
    2. Gomez-Gonzalez, M. & Hernandez, J.C. & Vera, D. & Jurado, F., 2020. "Optimal sizing and power schedule in PV household-prosumers for improving PV self-consumption and providing frequency containment reserve," Energy, Elsevier, vol. 191(C).
    3. Ferrer-Martí, L. & Domenech, B. & García-Villoria, A. & Pastor, R., 2013. "A MILP model to design hybrid wind–photovoltaic isolated rural electrification projects in developing countries," European Journal of Operational Research, Elsevier, vol. 226(2), pages 293-300.
    4. Mavrotas, George & Florios, Kostas, 2013. "An improved version of the augmented epsilon-constraint method (AUGMECON2) for finding the exact Pareto set in Multi-Objective Integer Programming problems," MPRA Paper 105034, University Library of Munich, Germany.
    5. Abbes, Dhaker & Martinez, André & Champenois, Gérard, 2014. "Life cycle cost, embodied energy and loss of power supply probability for the optimal design of hybrid power systems," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 98(C), pages 46-62.
    6. Alam Hossain Mondal, Md. & Sadrul Islam, A.K.M., 2011. "Potential and viability of grid-connected solar PV system in Bangladesh," Renewable Energy, Elsevier, vol. 36(6), pages 1869-1874.
    7. Khalid, Anjum & Junaidi, Haroon, 2013. "Study of economic viability of photovoltaic electric power for Quetta – Pakistan," Renewable Energy, Elsevier, vol. 50(C), pages 253-258.
    8. Hernández, J.C. & Sanchez-Sutil, F. & Muñoz-Rodríguez, F.J. & Baier, C.R., 2020. "Optimal sizing and management strategy for PV household-prosumers with self-consumption/sufficiency enhancement and provision of frequency containment reserve," Applied Energy, Elsevier, vol. 277(C).
    9. EL-Shimy, M., 2009. "Viability analysis of PV power plants in Egypt," Renewable Energy, Elsevier, vol. 34(10), pages 2187-2196.
    10. Ndwali, Kasereka & Njiri, Jackson G. & Wanjiru, Evan M., 2020. "Multi-objective optimal sizing of grid connected photovoltaic batteryless system minimizing the total life cycle cost and the grid energy," Renewable Energy, Elsevier, vol. 148(C), pages 1256-1265.
    11. Hernández, J.C. & Sanchez-Sutil, F. & Muñoz-Rodríguez, F.J., 2019. "Design criteria for the optimal sizing of a hybrid energy storage system in PV household-prosumers to maximize self-consumption and self-sufficiency," Energy, Elsevier, vol. 186(C).
    12. Panwar, N.L. & Kaushik, S.C. & Kothari, Surendra, 2011. "Role of renewable energy sources in environmental protection: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1513-1524, April.
    13. Tsuanyo, David & Azoumah, Yao & Aussel, Didier & Neveu, Pierre, 2015. "Modeling and optimization of batteryless hybrid PV (photovoltaic)/Diesel systems for off-grid applications," Energy, Elsevier, vol. 86(C), pages 152-163.
    14. Firouzjah, Khalil Gorgani, 2018. "Assessment of small-scale solar PV systems in Iran: Regions priority, potentials and financial feasibility," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 267-274.
    15. Audenaert, Amaryllis & De Boeck, Liesje & De Cleyn, Sven & Lizin, Sebastien & Adam, Jean-François, 2010. "An economic evaluation of photovoltaic grid connected systems (PVGCS) in Flanders for companies: A generic model," Renewable Energy, Elsevier, vol. 35(12), pages 2674-2682.
    16. Mohammadi, Kasra & Naderi, Mahmoud & Saghafifar, Mohammad, 2018. "Economic feasibility of developing grid-connected photovoltaic plants in the southern coast of Iran," Energy, Elsevier, vol. 156(C), pages 17-31.
    17. Kaabeche, A. & Belhamel, M. & Ibtiouen, R., 2011. "Sizing optimization of grid-independent hybrid photovoltaic/wind power generation system," Energy, Elsevier, vol. 36(2), pages 1214-1222.
    18. Wu, Zhou & Tazvinga, Henerica & Xia, Xiaohua, 2015. "Demand side management of photovoltaic-battery hybrid system," Applied Energy, Elsevier, vol. 148(C), pages 294-304.
    19. Audenaert, Amaryllis & De Boeck, Liesje & De Cleyn, Sven & Lizin, Sebastien & Adam, Jean-Franois, 2010. "An economic evaluation of photovoltaic grid connected systems (PVGCS) in Flanders for companies: a generic model," Working Papers 2010/16, Hogeschool-Universiteit Brussel, Faculteit Economie en Management.
    20. González, Arnau & Riba, Jordi-Roger & Rius, Antoni & Puig, Rita, 2015. "Optimal sizing of a hybrid grid-connected photovoltaic and wind power system," Applied Energy, Elsevier, vol. 154(C), pages 752-762.
    21. Ramli, Makbul A.M. & Hiendro, Ayong & Sedraoui, Khaled & Twaha, Ssennoga, 2015. "Optimal sizing of grid-connected photovoltaic energy system in Saudi Arabia," Renewable Energy, Elsevier, vol. 75(C), pages 489-495.
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