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Assessment of hybrid, firm renewable energy-based power plants: Application in the southernmost region of Thailand

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  • Waewsak, Jompob
  • Ali, Shahid
  • Natee, Warut
  • Kongruang, Chuleerat
  • Chancham, Chana
  • Gagnon, Yves

Abstract

The objective of this paper is to evaluate appropriate sites for Small Power Producers (SPP) hybrid, firm renewable energy-based power plants and their scenario suitability, focusing in the southernmost provinces of Thailand. The siting suitability of renewable SPP hybrid, firm power plants was assessed by employing the Analytical Hierarchy Process (AHP) in a Geographic Information System (GIS) environment. Para rubberwood distribution map, 1-km resolution Global Horizontal Irradiance (GHI) map, and high resolution (50 m) wind potential map are overlaid in possible regions for site selection. The inclusion of energy storage is also assessed in order to achieve the firm output of the optimized power plant, as per the requirement of the SPP policy. In total, 14 possible combinations of renewable SPP scenarios, ranging from 10 to 50 MW, were analyzed in order to identify an optimum scenario in terms of technical power potential, environmental suitability and socio-economic viability. The cost of each renewable SPP hybrid scenario was analyzed, as well as the annual energy production (AEP) for each scenario. The cost-benefit and the levelized cost of energy (LCOE) were analyzed using the Response Surface Methodology (RSM) in the ranking of all scenarios. Results show that the optimum scenario is a 40 MW solar PV power plant, complemented with a 10 MW biomass power plant and with a substantial energy storage system (ESS). This configuration has the highest generation capacity, at over 1,200 PWh/yr, the lowest LCOE, at 11.2 US cents/kWh, and avoiding CO2eq emissions of nearly 38 ktonnes per year. The methodology developed, based on a cost-benefit analysis, levelized cost of energy and greenhouse gas emission reductions, can also be applied in other jurisdictions characterized by the availability of biomass, solar and wind resources for electricity generation.

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  • Waewsak, Jompob & Ali, Shahid & Natee, Warut & Kongruang, Chuleerat & Chancham, Chana & Gagnon, Yves, 2020. "Assessment of hybrid, firm renewable energy-based power plants: Application in the southernmost region of Thailand," Renewable and Sustainable Energy Reviews, Elsevier, vol. 130(C).
    • Handle: RePEc:eee:rensus:v:130:y:2020:i:c:s1364032120302446
    DOI: 10.1016/j.rser.2020.109953
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    as
    1. Janke, Jason R., 2010. "Multicriteria GIS modeling of wind and solar farms in Colorado," Renewable Energy, Elsevier, vol. 35(10), pages 2228-2234.
    2. Ma, Weiwu & Xue, Xinpei & Liu, Gang, 2018. "Techno-economic evaluation for hybrid renewable energy system: Application and merits," Energy, Elsevier, vol. 159(C), pages 385-409.
    3. Jahangiri, Mehdi & Ghaderi, Reza & Haghani, Ahmad & Nematollahi, Omid, 2016. "Finding the best locations for establishment of solar-wind power stations in Middle-East using GIS: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 38-52.
    4. Doorga, Jay R.S. & Rughooputh, Soonil D.D.V. & Boojhawon, Ravindra, 2019. "Multi-criteria GIS-based modelling technique for identifying potential solar farm sites: A case study in Mauritius," Renewable Energy, Elsevier, vol. 133(C), pages 1201-1219.
    5. Johansson, Bengt, 2013. "Security aspects of future renewable energy systems–A short overview," Energy, Elsevier, vol. 61(C), pages 598-605.
    6. Bruck, Maira & Sandborn, Peter & Goudarzi, Navid, 2018. "A Levelized Cost of Energy (LCOE) model for wind farms that include Power Purchase Agreements (PPAs)," Renewable Energy, Elsevier, vol. 122(C), pages 131-139.
    7. Anwarzai, Mohammad Abed & Nagasaka, Ken, 2017. "Utility-scale implementable potential of wind and solar energies for Afghanistan using GIS multi-criteria decision analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 150-160.
    8. Castro-Santos, Laura & Martins, Elson & Guedes Soares, C., 2016. "Cost assessment methodology for combined wind and wave floating offshore renewable energy systems," Renewable Energy, Elsevier, vol. 97(C), pages 866-880.
    9. O. Schmidt & A. Hawkes & A. Gambhir & I. Staffell, 2017. "The future cost of electrical energy storage based on experience rates," Nature Energy, Nature, vol. 2(8), pages 1-8, August.
    10. Jompob Waewsak & Chana Chancham & Somphol Chiwamongkhonkarn & Yves Gagnon, 2019. "Wind Resource Assessment of the Southernmost Region of Thailand Using Atmospheric and Computational Fluid Dynamics Wind Flow Modeling," Energies, MDPI, vol. 12(10), pages 1-18, May.
    11. Latinopoulos, D. & Kechagia, K., 2015. "A GIS-based multi-criteria evaluation for wind farm site selection. A regional scale application in Greece," Renewable Energy, Elsevier, vol. 78(C), pages 550-560.
    12. Waewsak, Jompob & Landry, Mathieu & Gagnon, Yves, 2015. "Offshore wind power potential of the Gulf of Thailand," Renewable Energy, Elsevier, vol. 81(C), pages 609-626.
    13. Diemuodeke, E.O. & Addo, A. & Oko, C.O.C. & Mulugetta, Y. & Ojapah, M.M., 2019. "Optimal mapping of hybrid renewable energy systems for locations using multi-criteria decision-making algorithm," Renewable Energy, Elsevier, vol. 134(C), pages 461-477.
    14. Höfer, Tim & Sunak, Yasin & Siddique, Hafiz & Madlener, Reinhard, 2016. "Wind farm siting using a spatial Analytic Hierarchy Process approach: A case study of the Städteregion Aachen," Applied Energy, Elsevier, vol. 163(C), pages 222-243.
    15. Alami Merrouni, Ahmed & Elwali Elalaoui, Fakhreddine & Mezrhab, Ahmed & Mezrhab, Abdelhamid & Ghennioui, Abdellatif, 2018. "Large scale PV sites selection by combining GIS and Analytical Hierarchy Process. Case study: Eastern Morocco," Renewable Energy, Elsevier, vol. 119(C), pages 863-873.
    16. Blechinger, P. & Cader, C. & Bertheau, P. & Huyskens, H. & Seguin, R. & Breyer, C., 2016. "Global analysis of the techno-economic potential of renewable energy hybrid systems on small islands," Energy Policy, Elsevier, vol. 98(C), pages 674-687.
    17. Pérez de Arce, Miguel & Sauma, Enzo & Contreras, Javier, 2016. "Renewable energy policy performance in reducing CO2 emissions," Energy Economics, Elsevier, vol. 54(C), pages 272-280.
    18. Juan M. Morales & Antonio J. Conejo & Henrik Madsen & Pierre Pinson & Marco Zugno, 2014. "Integrating Renewables in Electricity Markets," International Series in Operations Research and Management Science, Springer, edition 127, number 978-1-4614-9411-9, December.
    19. Brewer, Justin & Ames, Daniel P. & Solan, David & Lee, Randy & Carlisle, Juliet, 2015. "Using GIS analytics and social preference data to evaluate utility-scale solar power site suitability," Renewable Energy, Elsevier, vol. 81(C), pages 825-836.
    20. Uyan, Mevlut, 2013. "GIS-based solar farms site selection using analytic hierarchy process (AHP) in Karapinar region, Konya/Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 11-17.
    21. Guo, Shaopeng & Liu, Qibin & Sun, Jie & Jin, Hongguang, 2018. "A review on the utilization of hybrid renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 91(C), pages 1121-1147.
    22. Waewsak, Jompob & Landry, Mathieu & Gagnon, Yves, 2013. "High resolution wind atlas for Nakhon Si Thammarat and Songkhla provinces, Thailand," Renewable Energy, Elsevier, vol. 53(C), pages 101-110.
    23. Al Garni, Hassan Z. & Awasthi, Anjali, 2017. "Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia," Applied Energy, Elsevier, vol. 206(C), pages 1225-1240.
    24. Ayodele, T.R. & Ogunjuyigbe, A.S.O. & Odigie, O. & Munda, J.L., 2018. "A multi-criteria GIS based model for wind farm site selection using interval type-2 fuzzy analytic hierarchy process: The case study of Nigeria," Applied Energy, Elsevier, vol. 228(C), pages 1853-1869.
    25. Chimres, Nares & Wongwises, Somchai, 2016. "Critical review of the current status of solar energy in Thailand," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 198-207.
    26. Chingulpitak, Sakkarin & Wongwises, Somchai, 2014. "Critical review of the current status of wind energy in Thailand," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 312-318.
    27. Chancham, Chana & Waewsak, Jompob & Gagnon, Yves, 2017. "Offshore wind resource assessment and wind power plant optimization in the Gulf of Thailand," Energy, Elsevier, vol. 139(C), pages 706-731.
    28. Gigović, Ljubomir & Pamučar, Dragan & Božanić, Darko & Ljubojević, Srđan, 2017. "Application of the GIS-DANP-MABAC multi-criteria model for selecting the location of wind farms: A case study of Vojvodina, Serbia," Renewable Energy, Elsevier, vol. 103(C), pages 501-521.
    29. Bajwa, Dilpreet S. & Peterson, Tyler & Sharma, Neeta & Shojaeiarani, Jamileh & Bajwa, Sreekala G., 2018. "A review of densified solid biomass for energy production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 96(C), pages 296-305.
    30. Ahmad, Jameel & Imran, Muhammad & Khalid, Abdullah & Iqbal, Waseem & Ashraf, Syed Rehan & Adnan, Muhammad & Ali, Syed Farooq & Khokhar, Khawar Siddique, 2018. "Techno economic analysis of a wind-photovoltaic-biomass hybrid renewable energy system for rural electrification: A case study of Kallar Kahar," Energy, Elsevier, vol. 148(C), pages 208-234.
    31. Khare, Vikas & Nema, Savita & Baredar, Prashant, 2016. "Solar–wind hybrid renewable energy system: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 23-33.
    32. Ghasemi, Golara & Noorollahi, Younes & Alavi, Hamed & Marzband, Mousa & Shahbazi, Mahmoud, 2019. "Theoretical and technical potential evaluation of solar power generation in Iran," Renewable Energy, Elsevier, vol. 138(C), pages 1250-1261.
    33. Ali, Shahid & Taweekun, Juntakan & Techato, Kuaanan & Waewsak, Jompob & Gyawali, Saroj, 2019. "GIS based site suitability assessment for wind and solar farms in Songkhla, Thailand," Renewable Energy, Elsevier, vol. 132(C), pages 1360-1372.
    34. Mahdy, Mostafa & Bahaj, AbuBakr S., 2018. "Multi criteria decision analysis for offshore wind energy potential in Egypt," Renewable Energy, Elsevier, vol. 118(C), pages 278-289.
    35. Hsieh, I-Yun Lisa & Pan, Menghsuan Sam & Chiang, Yet-Ming & Green, William H., 2019. "Learning only buys you so much: Practical limits on battery price reduction," Applied Energy, Elsevier, vol. 239(C), pages 218-224.
    36. Ghiasi, Mohammad, 2019. "Detailed study, multi-objective optimization, and design of an AC-DC smart microgrid with hybrid renewable energy resources," Energy, Elsevier, vol. 169(C), pages 496-507.
    37. Villacreses, Geovanna & Gaona, Gabriel & Martínez-Gómez, Javier & Jijón, Diego Juan, 2017. "Wind farms suitability location using geographical information system (GIS), based on multi-criteria decision making (MCDM) methods: The case of continental Ecuador," Renewable Energy, Elsevier, vol. 109(C), pages 275-286.
    38. Deshmukh, Ranjit & Wu, Grace C. & Callaway, Duncan S. & Phadke, Amol, 2019. "Geospatial and techno-economic analysis of wind and solar resources in India," Renewable Energy, Elsevier, vol. 134(C), pages 947-960.
    39. Ekren, Orhan & Ekren, Banu Yetkin, 2008. "Size optimization of a PV/wind hybrid energy conversion system with battery storage using response surface methodology," Applied Energy, Elsevier, vol. 85(11), pages 1086-1101, November.
    40. Pérez-Collazo, C. & Greaves, D. & Iglesias, G., 2015. "A review of combined wave and offshore wind energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 141-153.
    41. Tran, Thomas T.D. & Smith, Amanda D., 2018. "Incorporating performance-based global sensitivity and uncertainty analysis into LCOE calculations for emerging renewable energy technologies," Applied Energy, Elsevier, vol. 216(C), pages 157-171.
    42. Baseer, M.A. & Rehman, S. & Meyer, J.P. & Alam, Md. Mahbub, 2017. "GIS-based site suitability analysis for wind farm development in Saudi Arabia," Energy, Elsevier, vol. 141(C), pages 1166-1176.
    43. Aly, Ahmed & Jensen, Steen Solvang & Pedersen, Anders Branth, 2017. "Solar power potential of Tanzania: Identifying CSP and PV hot spots through a GIS multicriteria decision making analysis," Renewable Energy, Elsevier, vol. 113(C), pages 159-175.
    44. Gonzalez, Arnau & Riba, Jordi-Roger & Esteban, Bernat & Rius, Antoni, 2018. "Environmental and cost optimal design of a biomass–Wind–PV electricity generation system," Renewable Energy, Elsevier, vol. 126(C), pages 420-430.
    45. Lee, Hsing-Chen & Chang, Ching-Ter, 2018. "Comparative analysis of MCDM methods for ranking renewable energy sources in Taiwan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 92(C), pages 883-896.
    46. 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.
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