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Wind and wave energy potential in southern Caspian Sea using uncertainty analysis

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  • Amirinia, Gholamreza
  • Kamranzad, Bahareh
  • Mafi, Somayeh

Abstract

In this paper, uncertainties in determining the offshore wind and wave energies were considered to estimate the wind and wave energy potentials in the southern Caspian Sea. For this purpose, 11 years of ECMWF data in 210 points were collected in the study area for the analysis. First, a SWAN model for wave modeling was performed and then, the wave and wind energies were calculated using conventional analysis. Next, the uncertainties in air density, wind speed, wind speed distribution parameters, wind turbine power performance, peak wave period, significant wave height in each peak wave period, and wave energy converter were considered and a Monte Carlo simulation for 1000 years was conducted for uncertainty analysis. Results showed that uncertainty analysis results in almost 9% lower average wave power density and 7.3% less exploitable energy than conventional analysis. In addition, wind power density computed by uncertainty analysis was on average about 4% higher than that obtained with the conventional analysis; however, the exploitable wind energy resulting from uncertainty analysis was 3% lower than the values computed by conventional analysis.

Suggested Citation

  • Amirinia, Gholamreza & Kamranzad, Bahareh & Mafi, Somayeh, 2017. "Wind and wave energy potential in southern Caspian Sea using uncertainty analysis," Energy, Elsevier, vol. 120(C), pages 332-345.
    • Handle: RePEc:eee:energy:v:120:y:2017:i:c:p:332-345
    DOI: 10.1016/j.energy.2016.11.088
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    as
    1. Jung, Sungmoon & Arda Vanli, O. & Kwon, Soon-Duck, 2013. "Wind energy potential assessment considering the uncertainties due to limited data," Applied Energy, Elsevier, vol. 102(C), pages 1492-1503.
    2. Kose, Ramazan & Ozgur, M. Arif & Erbas, Oguzhan & Tugcu, Abtullah, 2004. "The analysis of wind data and wind energy potential in Kutahya, Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 8(3), pages 277-288, June.
    3. Abbaspour, M. & Rahimi, R., 2011. "Iran atlas of offshore renewable energies," Renewable Energy, Elsevier, vol. 36(1), pages 388-398.
    4. Mirhosseini, M. & Sharifi, F. & Sedaghat, A., 2011. "Assessing the wind energy potential locations in province of Semnan in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 449-459, January.
    5. Keyhani, A. & Ghasemi-Varnamkhasti, M. & Khanali, M. & Abbaszadeh, R., 2010. "An assessment of wind energy potential as a power generation source in the capital of Iran, Tehran," Energy, Elsevier, vol. 35(1), pages 188-201.
    6. Hughes, Michael G. & Heap, Andrew D., 2010. "National-scale wave energy resource assessment for Australia," Renewable Energy, Elsevier, vol. 35(8), pages 1783-1791.
    7. Lotfalipour, Mohammad Reza & Falahi, Mohammad Ali & Ashena, Malihe, 2010. "Economic growth, CO2 emissions, and fossil fuels consumption in Iran," Energy, Elsevier, vol. 35(12), pages 5115-5120.
    8. Hernández-Escobedo, Q. & Saldaña-Flores, R. & Rodríguez-García, E.R. & Manzano-Agugliaro, F., 2014. "Wind energy resource in Northern Mexico," Renewable and Sustainable Energy Reviews, Elsevier, vol. 32(C), pages 890-914.
    9. Kwon, Soon-Duck, 2010. "Uncertainty analysis of wind energy potential assessment," Applied Energy, Elsevier, vol. 87(3), pages 856-865, March.
    10. Fadai, Dawud, 2007. "The feasibility of manufacturing wind turbines in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(3), pages 536-542, April.
    11. Clément, Alain & McCullen, Pat & Falcão, António & Fiorentino, Antonio & Gardner, Fred & Hammarlund, Karin & Lemonis, George & Lewis, Tony & Nielsen, Kim & Petroncini, Simona & Pontes, M. -Teresa & Sc, 2002. "Wave energy in Europe: current status and perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 6(5), pages 405-431, October.
    12. Mostafaeipour, Ali & Abarghooei, Hossein, 2008. "Harnessing wind energy at Manjil area located in north of Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(6), pages 1758-1766, August.
    13. Mostafaeipour, A. & Sedaghat, A. & Dehghan-Niri, A.A. & Kalantar, V., 2011. "Wind energy feasibility study for city of Shahrbabak in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(6), pages 2545-2556, August.
    14. Lejerskog, Erik & Boström, Cecilia & Hai, Ling & Waters, Rafael & Leijon, Mats, 2015. "Experimental results on power absorption from a wave energy converter at the Lysekil wave energy research site," Renewable Energy, Elsevier, vol. 77(C), pages 9-14.
    15. Kamranzad, Bahareh & Etemad-Shahidi, Amir & Chegini, Vahid, 2016. "Sustainability of wave energy resources in southern Caspian Sea," Energy, Elsevier, vol. 97(C), pages 549-559.
    16. Acker, Thomas L. & Williams, Susan K. & Duque, Earl P.N. & Brummels, Grant & Buechler, Jason, 2007. "Wind resource assessment in the state of Arizona: Inventory, capacity factor, and cost," Renewable Energy, Elsevier, vol. 32(9), pages 1453-1466.
    17. Astariz, S. & Iglesias, G., 2015. "The economics of wave energy: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 45(C), pages 397-408.
    18. López, Iraide & Andreu, Jon & Ceballos, Salvador & Martínez de Alegría, Iñigo & Kortabarria, Iñigo, 2013. "Review of wave energy technologies and the necessary power-equipment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 27(C), pages 413-434.
    19. Mostafaeipour, Ali & Sedaghat, Ahmad & Ghalishooyan, Morteza & Dinpashoh, Yagob & Mirhosseini, Mojtaba & Sefid, Mohammad & Pour-Rezaei, Maryam, 2013. "Evaluation of wind energy potential as a power generation source for electricity production in Binalood, Iran," Renewable Energy, Elsevier, vol. 52(C), pages 222-229.
    20. Bahrami, Mohsen & Abbaszadeh, Payam, 2013. "An overview of renewable energies in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 24(C), pages 198-208.
    21. Ghobadian, Barat & Najafi, Gholamhassan & Rahimi, Hadi & Yusaf, T.F., 2009. "Future of renewable energies in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(3), pages 689-695, April.
    22. Carta, J.A. & Ramírez, P. & Velázquez, S., 2009. "A review of wind speed probability distributions used in wind energy analysis: Case studies in the Canary Islands," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(5), pages 933-955, June.
    23. Saeidi, D. & Mirhosseini, M. & Sedaghat, A. & Mostafaeipour, A., 2011. "Feasibility study of wind energy potential in two provinces of Iran: North and South Khorasan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(8), pages 3558-3569.
    24. Esteban, M. Dolores & Diez, J. Javier & López, Jose S. & Negro, Vicente, 2011. "Why offshore wind energy?," Renewable Energy, Elsevier, vol. 36(2), pages 444-450.
    25. Hernández-Escobedo, Q. & Manzano-Agugliaro, F. & Zapata-Sierra, A., 2010. "The wind power of Mexico," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 2830-2840, December.
    26. Kim, Gunwoo & Jeong, Weon Mu & Lee, Kwang Soo & Jun, Kicheon & Lee, Myung Eun, 2011. "Offshore and nearshore wave energy assessment around the Korean Peninsula," Energy, Elsevier, vol. 36(3), pages 1460-1469.
    27. Iglesias, G. & Carballo, R., 2010. "Offshore and inshore wave energy assessment: Asturias (N Spain)," Energy, Elsevier, vol. 35(5), pages 1964-1972.
    28. Hosseini, Seyed Ehsan & Andwari, Amin Mahmoudzadeh & Wahid, Mazlan Abdul & Bagheri, Ghobad, 2013. "A review on green energy potentials in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 27(C), pages 533-545.
    29. Bilgili, Mehmet & Ozbek, Arif & Sahin, Besir & Kahraman, Ali, 2015. "An overview of renewable electric power capacity and progress in new technologies in the world," Renewable and Sustainable Energy Reviews, Elsevier, vol. 49(C), pages 323-334.
    30. Manwell, J.F. & Rogers, A.L. & McGowan, J.G. & Bailey, B.H., 2002. "An offshore wind resource assessment study for New England," Renewable Energy, Elsevier, vol. 27(2), pages 175-187.
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