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Renewable energy management in a remote area using Modified Gravitational Search Algorithm

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  • Ghavidel, Sahand
  • Aghaei, Jamshid
  • Muttaqi, Kashem M.
  • Heidari, Alireza

Abstract

In this paper, a small remote area which is located in Nigeria has been considered as a model to be tested by a managing scheme for providing both electricity and water. In this strategy, the groundwater is pumped into a water tank which can be later used for supplying required irrigation and drinking water. A PAT (Pump as Turbine) is used as a hybrid system for supplying electricity and water as well as storing water in the water tank. Also, a PV (photovoltaic plant), a package of batteries (BAT) in addition to a diesel ICE (internal combustion engine) are used and optimized along with the best size of devices and managing system, with the purpose of obtaining the maximum economical operating strategy. In this paper, two cases are considered to assess the effectiveness of the system under study. Firstly, all of the mentioned devices are used to show how internal combustion engine system dominates all the other components due to the low cost of fuel. In the second case, all renewable resources have been exploited and optimized in order to make a 100% renewable system with least possible cost. Having about 53 variables makes this problem very complicated which requires to be solved by an algorithm with more accuracy. Therefore, a MGSA (Modified Gravitational Search Algorithm) with an adapted mutation tactic is used to find the best cost and management strategy. In the first case, although the cost of diesel oil is very low, by using the PAT, about 5% of diesel oil consumption is reduced. In the second case, in order to make a 100% renewable system, the size of PV is enlarged approximately 16 times in comparison with the first case. The hybrid PV-PAT storing structure is capable to deliver the water for irrigation and domestic requirements as well as 9% of the electricity needed for the rural community.

Suggested Citation

  • Ghavidel, Sahand & Aghaei, Jamshid & Muttaqi, Kashem M. & Heidari, Alireza, 2016. "Renewable energy management in a remote area using Modified Gravitational Search Algorithm," Energy, Elsevier, vol. 97(C), pages 391-399.
  • Handle: RePEc:eee:energy:v:97:y:2016:i:c:p:391-399
    DOI: 10.1016/j.energy.2015.12.132
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    1. Kaldellis, J.K. & Meidanis, E. & Zafirakis, D., 2011. "Experimental energy analysis of a stand-alone photovoltaic-based water pumping installation," Applied Energy, Elsevier, vol. 88(12), pages 4556-4562.
    2. Rehman, Shafiqur & Al-Hadhrami, Luai M., 2010. "Study of a solar PV–diesel–battery hybrid power system for a remotely located population near Rafha, Saudi Arabia," Energy, Elsevier, vol. 35(12), pages 4986-4995.
    3. Ibrahim, H. & Younès, R. & Basbous, T. & Ilinca, A. & Dimitrova, M., 2011. "Optimization of diesel engine performances for a hybrid wind–diesel system with compressed air energy storage," Energy, Elsevier, vol. 36(5), pages 3079-3091.
    4. Bekele, Getachew & Tadesse, Getnet, 2012. "Feasibility study of small Hydro/PV/Wind hybrid system for off-grid rural electrification in Ethiopia," Applied Energy, Elsevier, vol. 97(C), pages 5-15.
    5. González, A. & McKeogh, E. & Gallachóir, B.Ó., 2004. "The role of hydrogen in high wind energy penetration electricity systems: The Irish case," Renewable Energy, Elsevier, vol. 29(4), pages 471-489.
    6. Stoppato, Anna & Cavazzini, Giovanna & Ardizzon, Guido & Rossetti, Antonio, 2014. "A PSO (particle swarm optimization)-based model for the optimal management of a small PV(Photovoltaic)-pump hydro energy storage in a rural dry area," Energy, Elsevier, vol. 76(C), pages 168-174.
    7. Kapsali, M. & Anagnostopoulos, J.S. & Kaldellis, J.K., 2012. "Wind powered pumped-hydro storage systems for remote islands: A complete sensitivity analysis based on economic perspectives," Applied Energy, Elsevier, vol. 99(C), pages 430-444.
    8. Shaaban, Mohamed & Petinrin, J.O., 2014. "Renewable energy potentials in Nigeria: Meeting rural energy needs," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 72-84.
    9. Bouzidi, B. & Haddadi, M. & Belmokhtar, O., 2009. "Assessment of a photovoltaic pumping system in the areas of the Algerian Sahara," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(4), pages 879-886, May.
    10. Sun, Hao & Luo, Xing & Wang, Jihong, 2015. "Feasibility study of a hybrid wind turbine system – Integration with compressed air energy storage," Applied Energy, Elsevier, vol. 137(C), pages 617-628.
    11. Cloutier, Michael & Rowley, Paul, 2011. "The feasibility of renewable energy sources for pumping clean water in sub-Saharan Africa: A case study for Central Nigeria," Renewable Energy, Elsevier, vol. 36(8), pages 2220-2226.
    12. Chicco, Gianfranco & Mancarella, Pierluigi, 2009. "Matrix modelling of small-scale trigeneration systems and application to operational optimization," Energy, Elsevier, vol. 34(3), pages 261-273.
    13. Chicco, Gianfranco & Mancarella, Pierluigi, 2009. "Distributed multi-generation: A comprehensive view," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(3), pages 535-551, April.
    14. Ohunakin, Olayinka S. & Adaramola, Muyiwa S. & Oyewola, Olanrewaju. M. & Fagbenle, Richard O., 2014. "Solar energy applications and development in Nigeria: Drivers and barriers," Renewable and Sustainable Energy Reviews, Elsevier, vol. 32(C), pages 294-301.
    15. Yin, Jun lian & Wang, De zhong & Kim, Yu-Taek & Lee, Young-Ho, 2014. "A hybrid energy storage system using pump compressed air and micro-hydro turbine," Renewable Energy, Elsevier, vol. 65(C), pages 117-122.
    16. Beccali, M. & Brunone, S. & Finocchiaro, P. & Galletto, J.M., 2013. "Method for size optimisation of large wind–hydrogen systems with high penetration on power grids," Applied Energy, Elsevier, vol. 102(C), pages 534-544.
    17. Hamidat, A & Benyoucef, B & Hartani, T, 2003. "Small-scale irrigation with photovoltaic water pumping system in Sahara regions," Renewable Energy, Elsevier, vol. 28(7), pages 1081-1096.
    18. Safaei, Hossein & Keith, David, 2014. "Compressed air energy storage with waste heat export: An Alberta case study," Scholarly Articles 13489207, Harvard Kennedy School of Government.
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    7. Beigvand, Soheil Derafshi & Abdi, Hamdi & La Scala, Massimo, 2017. "Hybrid Gravitational Search Algorithm-Particle Swarm Optimization with Time Varying Acceleration Coefficients for large scale CHPED problem," Energy, Elsevier, vol. 126(C), pages 841-853.
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