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Review of hybrid renewable energy systems with comparative analysis of off-grid hybrid system

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  • Sawle, Yashwant
  • Gupta, S.C.
  • Bohre, Aashish Kumar

Abstract

PV and wind hybrid are found to be the most lucrative solution for the diminishing traditional energy sources. Whereas these alternatives sources of the energy have many remarkable rewards like cost of energy and feasibility etc. The attributes of these sources of being cost effective and stable are possible due to their complementary nature as compared to independent energy systems. Therefore, these systems have admirable capability to meet energy crisis up to some extent. The proposed work gives the idea about various configuration, control strategy, techno-economic analysis and social effect. The findings of comprehensive review will help for further improvements in hybrid system design and control with respect to practical system implementation. This paper also presents a case study of remote area Barwani, India and results are compared using Homer and PSO. The resulting analysis reveals that configurations of hybrid system are the most techno-economical feasible solution concerning COE, renewable fraction, maximum renewable penetration, levelized cost, operating cost, mean electrical efficiency, and emission amongst various hybrid system configurations using PSO as compared to HOMER.

Suggested Citation

  • Sawle, Yashwant & Gupta, S.C. & Bohre, Aashish Kumar, 2018. "Review of hybrid renewable energy systems with comparative analysis of off-grid hybrid system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2217-2235.
  • Handle: RePEc:eee:rensus:v:81:y:2018:i:p2:p:2217-2235
    DOI: 10.1016/j.rser.2017.06.033
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    1. Borhanazad, Hanieh & Mekhilef, Saad & Gounder Ganapathy, Velappa & Modiri-Delshad, Mostafa & Mirtaheri, Ali, 2014. "Optimization of micro-grid system using MOPSO," Renewable Energy, Elsevier, vol. 71(C), pages 295-306.
    2. Zhou, Wei & Lou, Chengzhi & Li, Zhongshi & Lu, Lin & Yang, Hongxing, 2010. "Current status of research on optimum sizing of stand-alone hybrid solar-wind power generation systems," Applied Energy, Elsevier, vol. 87(2), pages 380-389, February.
    3. Al-Ashwal, A.M. & Moghram, I.S., 1997. "Proportion assessment of combined PV-wind generating systems," Renewable Energy, Elsevier, vol. 10(1), pages 43-51.
    4. Iniyan, S & Sumathy, K, 2000. "An optimal renewable energy model for various end-uses," Energy, Elsevier, vol. 25(6), pages 563-575.
    5. Bhuiyan, M.M.H. & Ali Asgar, M., 2003. "Sizing of a stand-alone photovoltaic power system at Dhaka," Renewable Energy, Elsevier, vol. 28(6), pages 929-938.
    6. Yang, H.X. & Lu, L. & Burnett, J., 2003. "Weather data and probability analysis of hybrid photovoltaic–wind power generation systems in Hong Kong," Renewable Energy, Elsevier, vol. 28(11), pages 1813-1824.
    7. Diaf, S. & Notton, G. & Belhamel, M. & Haddadi, M. & Louche, A., 2008. "Design and techno-economical optimization for hybrid PV/wind system under various meteorological conditions," Applied Energy, Elsevier, vol. 85(10), pages 968-987, October.
    8. Diaf, S. & Belhamel, M. & Haddadi, M. & Louche, A., 2008. "Technical and economic assessment of hybrid photovoltaic/wind system with battery storage in Corsica island," Energy Policy, Elsevier, vol. 36(2), pages 743-754, February.
    9. Mathew, Sathyajith & Pandey, K.P. & Kumar.V, Anil, 2002. "Analysis of wind regimes for energy estimation," Renewable Energy, Elsevier, vol. 25(3), pages 381-399.
    10. Olatomiwa, Lanre & Mekhilef, Saad & Huda, A.S.N. & Ohunakin, Olayinka S., 2015. "Economic evaluation of hybrid energy systems for rural electrification in six geo-political zones of Nigeria," Renewable Energy, Elsevier, vol. 83(C), pages 435-446.
    11. Carroquino, Javier & Dufo-López, Rodolfo & Bernal-Agustín, José L., 2015. "Sizing of off-grid renewable energy systems for drip irrigation in Mediterranean crops," Renewable Energy, Elsevier, vol. 76(C), pages 566-574.
    12. Nayar, C.V. & Thomas, F.P. & Phillips, S.J. & James, W.L., 1991. "Design considerations for appropriate wind energy systems in developing countries," Renewable Energy, Elsevier, vol. 1(5), pages 713-722.
    13. Karakoulidis, K. & Mavridis, K. & Bandekas, D.V. & Adoniadis, P. & Potolias, C. & Vordos, N., 2011. "Techno-economic analysis of a stand-alone hybrid photovoltaic-diesel–battery-fuel cell power system," Renewable Energy, Elsevier, vol. 36(8), pages 2238-2244.
    14. Hakimi, S.M. & Moghaddas-Tafreshi, S.M., 2009. "Optimal sizing of a stand-alone hybrid power system via particle swarm optimization for Kahnouj area in south-east of Iran," Renewable Energy, Elsevier, vol. 34(7), pages 1855-1862.
    15. Bernal-Agustín, José L. & Dufo-López, Rodolfo & Rivas-Ascaso, David M., 2006. "Design of isolated hybrid systems minimizing costs and pollutant emissions," Renewable Energy, Elsevier, vol. 31(14), pages 2227-2244.
    16. Kanase-Patil, A.B. & Saini, R.P. & Sharma, M.P., 2011. "Development of IREOM model based on seasonally varying load profile for hilly remote areas of Uttarakhand state in India," Energy, Elsevier, vol. 36(9), pages 5690-5702.
    17. Wichert, B., 1997. "PV-diesel hybrid energy systems for remote area power generation -- A review of current practice and future developments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 1(3), pages 209-228, September.
    18. Mahesh, Aeidapu & Sandhu, Kanwarjit Singh, 2015. "Hybrid wind/photovoltaic energy system developments: Critical review and findings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1135-1147.
    19. Notton, G. & Muselli, M. & Louche, A., 1996. "Autonomous hybrid photovoltaic power plant using a back-up generator: A case study in a Mediterranean island," Renewable Energy, Elsevier, vol. 7(4), pages 371-391.
    20. Papadopoulos, Demetrios P & Dermentzoglou, John Ch, 2002. "Economic viability analysis of planned WEC system installations for electrical power production," Renewable Energy, Elsevier, vol. 25(2), pages 199-217.
    21. Upadhyay, Subho & Sharma, M.P., 2015. "Development of hybrid energy system with cycle charging strategy using particle swarm optimization for a remote area in India," Renewable Energy, Elsevier, vol. 77(C), pages 586-598.
    22. Nfaoui, H. & Buret, J. & Sayigh, A.A.M., 1996. "Cost of electricity generated and fuel saving of an optimized wind-diesel electricity supply for village in Tangier-area (Morocco)," Renewable Energy, Elsevier, vol. 9(1), pages 831-835.
    23. Myeong Jin Ko & Yong Shik Kim & Min Hee Chung & Hung Chan Jeon, 2015. "Multi-Objective Optimization Design for a Hybrid Energy System Using the Genetic Algorithm," Energies, MDPI, Open Access Journal, vol. 8(4), pages 1-26, April.
    24. Yang, Hongxing & Wei, Zhou & Chengzhi, Lou, 2009. "Optimal design and techno-economic analysis of a hybrid solar-wind power generation system," Applied Energy, Elsevier, vol. 86(2), pages 163-169, February.
    25. Dufo-López, Rodolfo & Bernal-Agustín, José L., 2008. "Multi-objective design of PV–wind–diesel–hydrogen–battery systems," Renewable Energy, Elsevier, vol. 33(12), pages 2559-2572.
    26. Maleki, Akbar & Ameri, Mehran & Keynia, Farshid, 2015. "Scrutiny of multifarious particle swarm optimization for finding the optimal size of a PV/wind/battery hybrid system," Renewable Energy, Elsevier, vol. 80(C), pages 552-563.
    27. Kamel, Sami & Dahl, Carol, 2005. "The economics of hybrid power systems for sustainable desert agriculture in Egypt," Energy, Elsevier, vol. 30(8), pages 1271-1281.
    28. Ekren, Orhan & Ekren, Banu Y., 2010. "Size optimization of a PV/wind hybrid energy conversion system with battery storage using simulated annealing," Applied Energy, Elsevier, vol. 87(2), pages 592-598, February.
    29. Iniyan, S & Suganthi, L & Jagadeesan, T.R & Samuel, Anand A, 2000. "Reliability based socio economic optimal renewable energy model for India," Renewable Energy, Elsevier, vol. 19(1), pages 291-297.
    30. Elhadidy, M.A. & Shaahid, S.M., 2000. "Parametric study of hybrid (wind + solar + diesel) power generating systems," Renewable Energy, Elsevier, vol. 21(2), pages 129-139.
    31. Clarke, Daniel P. & Al-Abdeli, Yasir M. & Kothapalli, Ganesh, 2015. "Multi-objective optimisation of renewable hybrid energy systems with desalination," Energy, Elsevier, vol. 88(C), pages 457-468.
    32. Sinha, Sunanda & Chandel, S.S., 2015. "Review of recent trends in optimization techniques for solar photovoltaic–wind based hybrid energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 755-769.
    33. Shaahid, S.M. & Elhadidy, M.A., 2004. "Prospects of autonomous/stand-alone hybrid (photo-voltaic + diesel + battery) power systems in commercial applications in hot regions," Renewable Energy, Elsevier, vol. 29(2), pages 165-177.
    34. Tiba, C & Barbosa, E.M.de S, 2002. "Softwares for designing, simulating or providing diagnosis of photovoltaic water-pumping systems," Renewable Energy, Elsevier, vol. 25(1), pages 101-113.
    35. Ai, B. & Yang, H. & Shen, H. & Liao, X., 2003. "Computer-aided design of PV/wind hybrid system," Renewable Energy, Elsevier, vol. 28(10), pages 1491-1512.
    36. Dufo-López, Rodolfo & Bernal-Agustín, José L. & Mendoza, Franklin, 2009. "Design and economical analysis of hybrid PV-wind systems connected to the grid for the intermittent production of hydrogen," Energy Policy, Elsevier, vol. 37(8), pages 3082-3095, August.
    37. Deshmukh, M.K. & Deshmukh, S.S., 2008. "Modeling of hybrid renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(1), pages 235-249, January.
    38. Rehman, S & Halawani, T.O & Mohandes, M, 2003. "Wind power cost assessment at twenty locations in the kingdom of Saudi Arabia," Renewable Energy, Elsevier, vol. 28(4), pages 573-583.
    39. Shaahid, S.M. & Elhadidy, M.A., 2003. "Opportunities for utilization of stand-alone hybrid (photovoltaic + diesel + battery) power systems in hot climates," Renewable Energy, Elsevier, vol. 28(11), pages 1741-1753.
    40. Muselli, M & Notton, G & Poggi, P & Louche, A, 2000. "PV-hybrid power systems sizing incorporating battery storage: an analysis via simulation calculations," Renewable Energy, Elsevier, vol. 20(1), pages 1-7.
    41. Ekren, Banu Y. & Ekren, Orhan, 2009. "Simulation based size optimization of a PV/wind hybrid energy conversion system with battery storage under various load and auxiliary energy conditions," Applied Energy, Elsevier, vol. 86(9), pages 1387-1394, September.
    42. Upadhyay, Subho & Sharma, M.P., 2014. "A review on configurations, control and sizing methodologies of hybrid energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 47-63.
    43. Nema, Pragya & Nema, R.K. & Rangnekar, Saroj, 2009. "A current and future state of art development of hybrid energy system using wind and PV-solar: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(8), pages 2096-2103, October.
    44. Bhuiyan, M.M.H & Asgar, M.Ali & Mazumder, R.K & Hussain, M, 2000. "Economic evaluation of a stand-alone residential photovoltaic power system in Bangladesh," Renewable Energy, Elsevier, vol. 21(3), pages 403-410.
    45. Khalilpour, Kaveh Rajab & Vassallo, Anthony, 2016. "Technoeconomic parametric analysis of PV-battery systems," Renewable Energy, Elsevier, vol. 97(C), pages 757-768.
    46. Celik, A.N., 2003. "A simplified model for estimating the monthly performance of autonomous wind energy systems with battery storage," Renewable Energy, Elsevier, vol. 28(4), pages 561-572.
    47. Shivarama Krishna, K. & Sathish Kumar, K., 2015. "A review on hybrid renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 907-916.
    48. Sinha, Sunanda & Chandel, S.S., 2014. "Review of software tools for hybrid renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 32(C), pages 192-205.
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