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Review of mapping analysis and complementarity between solar and wind energy sources

Author

Listed:
  • Pedruzzi, Rizzieri
  • Silva, Allan Rodrigues
  • Soares dos Santos, Thalyta
  • Araujo, Allan Cavalcante
  • Cotta Weyll, Arthur Lúcide
  • Lago Kitagawa, Yasmin Kaore
  • Nunes da Silva Ramos, Diogo
  • Milani de Souza, Filipe
  • Almeida Narciso, Marcos Vinicius
  • Saraiva Araujo, Mirella Lima
  • Medrado, Ricardo Cerqueira
  • Camilo Júnior, Wland Oliveira
  • Neto, Armando Temporal
  • de Carvalho, Márcio
  • Pires Bezerra, William Ramires
  • Costa, Túlio Trajano
  • Bione de Melo Filho, José
  • Bandeira Santos, Alex Álisson
  • Moreira, Davidson Martins

Abstract

This review aims to identify the available methodologies, data, and techniques for mapping the potential of solar and wind energy and its complementarity and to provide significant research and patents regarding these issues. The review shows that the mapping methodologies vary in space and time, going from a global scale to a microscale. Studies use observed data, such as land-based monitoring stations, upper-air stations, wind towers, and satellite data. Additionally, they use meteorological modeling, such as analysis and reanalysis from global models, and mesoscale and microscale models. The complementarity analysis uses mainly correlation techniques such as Pearson's, Spearman, or Kendall's correlation. However, some studies pointed out that these techniques are unsuitable for analyzing wind and solar time series. This brings additional research and methods to assess and evaluate the complementarity between energy sources, reinforcing that there is no standard or common methodology to perform complementarity analyses. The patent survey has shown that most patents are regarding power plant components, configuration, energy storage in hybrid systems, computational fluid dynamics, and artificial intelligence techniques for improving power plant operation. A case study was established to illustrate the methodology of mapping the solar and wind potential and their complementarity.

Suggested Citation

  • Pedruzzi, Rizzieri & Silva, Allan Rodrigues & Soares dos Santos, Thalyta & Araujo, Allan Cavalcante & Cotta Weyll, Arthur Lúcide & Lago Kitagawa, Yasmin Kaore & Nunes da Silva Ramos, Diogo & Milani de, 2023. "Review of mapping analysis and complementarity between solar and wind energy sources," Energy, Elsevier, vol. 283(C).
  • Handle: RePEc:eee:energy:v:283:y:2023:i:c:s0360544223024398
    DOI: 10.1016/j.energy.2023.129045
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    1. Diana Cantor & Andrés Ochoa & Oscar Mesa, 2022. "Total Variation-Based Metrics for Assessing Complementarity in Energy Resources Time Series," Sustainability, MDPI, vol. 14(14), pages 1-15, July.
    2. François, B. & Borga, M. & Creutin, J.D. & Hingray, B. & Raynaud, D. & Sauterleute, J.F., 2016. "Complementarity between solar and hydro power: Sensitivity study to climate characteristics in Northern-Italy," Renewable Energy, Elsevier, vol. 86(C), pages 543-553.
    3. Viviescas, Cindy & Lima, Lucas & Diuana, Fabio A. & Vasquez, Eveline & Ludovique, Camila & Silva, Gabriela N. & Huback, Vanessa & Magalar, Leticia & Szklo, Alexandre & Lucena, André F.P. & Schaeffer, , 2019. "Contribution of Variable Renewable Energy to increase energy security in Latin America: Complementarity and climate change impacts on wind and solar resources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 113(C), pages 1-1.
    4. de Oliveira Santos, Maíra & Stosic, Tatijana & Stosic, Borko D., 2012. "Long-term correlations in hourly wind speed records in Pernambuco, Brazil," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(4), pages 1546-1552.
    5. Garrido-Perez, Jose M. & Ordóñez, Carlos & Barriopedro, David & García-Herrera, Ricardo & Paredes, Daniel, 2020. "Impact of weather regimes on wind power variability in western Europe," Applied Energy, Elsevier, vol. 264(C).
    6. Ferraz de Andrade Santos, José Alexandre & de Jong, Pieter & Alves da Costa, Caiuby & Torres, Ednildo Andrade, 2020. "Combining wind and solar energy sources: Potential for hybrid power generation in Brazil," Utilities Policy, Elsevier, vol. 67(C).
    7. González-Alonso de Linaje, N. & Mattar, C. & Borvarán, D., 2019. "Quantifying the wind energy potential differences using different WRF initial conditions on Mediterranean coast of Chile," Energy, Elsevier, vol. 188(C).
    8. Olauson, Jon, 2018. "ERA5: The new champion of wind power modelling?," Renewable Energy, Elsevier, vol. 126(C), pages 322-331.
    9. Pennock, Shona & Coles, Daniel & Angeloudis, Athanasios & Bhattacharya, Saptarshi & Jeffrey, Henry, 2022. "Temporal complementarity of marine renewables with wind and solar generation: Implications for GB system benefits," Applied Energy, Elsevier, vol. 319(C).
    10. Wang, Hejia & Xiao, Weihua & Wang, Yicheng & Zhao, Yong & Lu, Fan & Yang, Mingzhi & Hou, Baodeng & Yang, Heng, 2019. "Assessment of the impact of climate change on hydropower potential in the Nanliujiang River basin of China," Energy, Elsevier, vol. 167(C), pages 950-959.
    11. Ren, Guorui & Wan, Jie & Liu, Jinfu & Yu, Daren, 2019. "Spatial and temporal assessments of complementarity for renewable energy resources in China," Energy, Elsevier, vol. 177(C), pages 262-275.
    12. Mentis, Dimitrios & Hermann, Sebastian & Howells, Mark & Welsch, Manuel & Siyal, Shahid Hussain, 2015. "Assessing the technical wind energy potential in Africa a GIS-based approach," Renewable Energy, Elsevier, vol. 83(C), pages 110-125.
    13. de Jong, P. & Sánchez, A.S. & Esquerre, K. & Kalid, R.A. & Torres, E.A., 2013. "Solar and wind energy production in relation to the electricity load curve and hydroelectricity in the northeast region of Brazil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 23(C), pages 526-535.
    14. Ortega, Alberto & Escobar, Rodrigo & Colle, Sergio & de Abreu, Samuel Luna, 2010. "The state of solar energy resource assessment in Chile," Renewable Energy, Elsevier, vol. 35(11), pages 2514-2524.
    15. Mauricio E. Arias & Fabio Farinosi & Eunjee Lee & Angela Livino & John Briscoe & Paul R. Moorcroft, 2020. "Impacts of climate change and deforestation on hydropower planning in the Brazilian Amazon," Nature Sustainability, Nature, vol. 3(6), pages 430-436, June.
    16. Canales, Fausto A. & Jurasz, Jakub & Beluco, Alexandre & Kies, Alexander, 2020. "Assessing temporal complementarity between three variable energy sources through correlation and compromise programming," Energy, Elsevier, vol. 192(C).
    17. Rafael Peña Gallardo & Adalberto Ospino Castro & Aurelio Medina Ríos, 2020. "An Image Processing-Based Method to Assess the Monthly Energetic Complementarity of Solar and Wind Energy in Colombia," Energies, MDPI, vol. 13(5), pages 1-17, February.
    18. Huang, Kangdi & Luo, Peng & Liu, Pan & KIM, Jong Suk & Wang, Yintang & Xu, Weifeng & Li, He & Gong, Yu, 2022. "Improving complementarity of a hybrid renewable energy system to meet load demand by using hydropower regulation ability," Energy, Elsevier, vol. 248(C).
    19. Shao, Meng & Han, Zhixin & Sun, Jinwei & Xiao, Chengsi & Zhang, Shulei & Zhao, Yuanxu, 2020. "A review of multi-criteria decision making applications for renewable energy site selection," Renewable Energy, Elsevier, vol. 157(C), pages 377-403.
    20. Beluco, Alexandre & de Souza, Paulo Kroeff & Krenzinger, Arno, 2008. "A dimensionless index evaluating the time complementarity between solar and hydraulic energies," Renewable Energy, Elsevier, vol. 33(10), pages 2157-2165.
    21. Kougias, Ioannis & Szabó, Sándor & Monforti-Ferrario, Fabio & Huld, Thomas & Bódis, Katalin, 2016. "A methodology for optimization of the complementarity between small-hydropower plants and solar PV systems," Renewable Energy, Elsevier, vol. 87(P2), pages 1023-1030.
    22. Monforti, F. & Huld, T. & Bódis, K. & Vitali, L. & D'Isidoro, M. & Lacal-Arántegui, R., 2014. "Assessing complementarity of wind and solar resources for energy production in Italy. A Monte Carlo approach," Renewable Energy, Elsevier, vol. 63(C), pages 576-586.
    23. António Couto & Ana Estanqueiro, 2020. "Exploring Wind and Solar PV Generation Complementarity to Meet Electricity Demand," Energies, MDPI, vol. 13(16), pages 1-21, August.
    24. Mourtadha Sarhan Sachit & Helmi Zulhaidi Mohd Shafri & Ahmad Fikri Abdullah & Azmin Shakrine Mohd Rafie, 2021. "Combining Re-Analyzed Climate Data and Landcover Products to Assess the Temporal Complementarity of Wind and Solar Resources in Iraq," Sustainability, MDPI, vol. 14(1), pages 1-20, December.
    25. D’Isidoro, Massimo & Briganti, Gino & Vitali, Lina & Righini, Gaia & Adani, Mario & Guarnieri, Guido & Moretti, Lorenzo & Raliselo, Muso & Mahahabisa, Mabafokeng & Ciancarella, Luisella & Zanini, Gabr, 2020. "Estimation of solar and wind energy resources over Lesotho and their complementarity by means of WRF yearly simulation at high resolution," Renewable Energy, Elsevier, vol. 158(C), pages 114-129.
    26. Bett, Philip E. & Thornton, Hazel E., 2016. "The climatological relationships between wind and solar energy supply in Britain," Renewable Energy, Elsevier, vol. 87(P1), pages 96-110.
    27. Ampratwum, David B. & Dorvlo, Atsu S. S., 1999. "Estimation of solar radiation from the number of sunshine hours," Applied Energy, Elsevier, vol. 63(3), pages 161-167, July.
    28. Sliz-Szkliniarz, Beata & Vogt, Joachim, 2011. "GIS-based approach for the evaluation of wind energy potential: A case study for the Kujawsko-Pomorskie Voivodeship," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1696-1707, April.
    29. Solomon, A.A. & Kammen, Daniel M. & Callaway, D., 2016. "Investigating the impact of wind–solar complementarities on energy storage requirement and the corresponding supply reliability criteria," Applied Energy, Elsevier, vol. 168(C), pages 130-145.
    30. Jurasz, Jakub & Dąbek, Paweł B. & Kaźmierczak, Bartosz & Kies, Alexander & Wdowikowski, Marcin, 2018. "Large scale complementary solar and wind energy sources coupled with pumped-storage hydroelectricity for Lower Silesia (Poland)," Energy, Elsevier, vol. 161(C), pages 183-192.
    31. Prósper, Miguel A. & Otero-Casal, Carlos & Fernández, Felipe Canoura & Miguez-Macho, Gonzalo, 2019. "Wind power forecasting for a real onshore wind farm on complex terrain using WRF high resolution simulations," Renewable Energy, Elsevier, vol. 135(C), pages 674-686.
    32. Kim, Choong-Ki & Jang, Seonju & Kim, Tae Yun, 2018. "Site selection for offshore wind farms in the southwest coast of South Korea," Renewable Energy, Elsevier, vol. 120(C), pages 151-162.
    33. Bilgili, Mehmet & Bilirgen, Harun & Ozbek, Arif & Ekinci, Firat & Demirdelen, Tugce, 2018. "The role of hydropower installations for sustainable energy development in Turkey and the world," Renewable Energy, Elsevier, vol. 126(C), pages 755-764.
    34. Luz, Thiago & Moura, Pedro, 2019. "100% Renewable energy planning with complementarity and flexibility based on a multi-objective assessment," Applied Energy, Elsevier, vol. 255(C).
    35. Yan Ren & Linmao Ren & Kai Zhang & Dong Liu & Xianhe Yao & Huawei Li, 2022. "Research on the Operational Strategy of the Hybrid Wind/PV/Small-Hydropower/Facility-Agriculture System Based on a Microgrid," Energies, MDPI, vol. 15(7), pages 1-15, March.
    36. Wang, Qiang & Luo, Kun & Yuan, Renyu & Wang, Shuai & Fan, Jianren & Cen, Kefa, 2020. "A multiscale numerical framework coupled with control strategies for simulating a wind farm in complex terrain," Energy, Elsevier, vol. 203(C).
    37. Perini de Souza, Noéle Bissoli & Cardoso dos Santos, José Vicente & Sperandio Nascimento, Erick Giovani & Bandeira Santos, Alex Alisson & Moreira, Davidson Martins, 2022. "Long-range correlations of the wind speed in a northeast region of Brazil," Energy, Elsevier, vol. 243(C).
    38. Rose, Stephen & Apt, Jay, 2015. "What can reanalysis data tell us about wind power?," Renewable Energy, Elsevier, vol. 83(C), pages 963-969.
    39. Martins, Fernando Ramos & Pereira, Enio Bueno, 2011. "Enhancing information for solar and wind energy technology deployment in Brazil," Energy Policy, Elsevier, vol. 39(7), pages 4378-4390, July.
    40. Han, Shuang & Zhang, Lu-na & Liu, Yong-qian & Zhang, Hao & Yan, Jie & Li, Li & Lei, Xiao-hui & Wang, Xu, 2019. "Quantitative evaluation method for the complementarity of wind–solar–hydro power and optimization of wind–solar ratio," Applied Energy, Elsevier, vol. 236(C), pages 973-984.
    41. Carvalho, D. & Rocha, A. & Gómez-Gesteira, M. & Silva Santos, C., 2014. "Sensitivity of the WRF model wind simulation and wind energy production estimates to planetary boundary layer parameterizations for onshore and offshore areas in the Iberian Peninsula," Applied Energy, Elsevier, vol. 135(C), pages 234-246.
    42. Denault, Michel & Dupuis, Debbie & Couture-Cardinal, Sébastien, 2009. "Complementarity of hydro and wind power: Improving the risk profile of energy inflows," Energy Policy, Elsevier, vol. 37(12), pages 5376-5384, December.
    43. Cheng, Qian & Liu, Pan & Xia, Jun & Ming, Bo & Cheng, Lei & Chen, Jie & Xie, Kang & Liu, Zheyuan & Li, Xiao, 2022. "Contribution of complementary operation in adapting to climate change impacts on a large-scale wind–solar–hydro system: A case study in the Yalong River Basin, China," Applied Energy, Elsevier, vol. 325(C).
    44. Kariuki, Boniface Wainaina & Sato, Tomonori, 2018. "Interannual and spatial variability of solar radiation energy potential in Kenya using Meteosat satellite," Renewable Energy, Elsevier, vol. 116(PA), pages 88-96.
    45. Bahel, V. & Bakhsh, H. & Srinivasan, R., 1987. "A correlation for estimation of global solar radiation," Energy, Elsevier, vol. 12(2), pages 131-135.
    46. Vassoler, R.T. & Zebende, G.F., 2012. "DCCA cross-correlation coefficient apply in time series of air temperature and air relative humidity," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(7), pages 2438-2443.
    47. André Quites Ordovás Santos & Adriel Rodrigues da Silva & Jorge Javier Gimenez Ledesma & Adriano Batista de Almeida & Marco Roberto Cavallari & Oswaldo Hideo Ando Junior, 2021. "Electricity Market in Brazil: A Critical Review on the Ongoing Reform," Energies, MDPI, vol. 14(10), pages 1-23, May.
    48. Carvalho, D. & Rocha, A. & Gómez-Gesteira, M. & Silva Santos, C., 2014. "WRF wind simulation and wind energy production estimates forced by different reanalyses: Comparison with observed data for Portugal," Applied Energy, Elsevier, vol. 117(C), pages 116-126.
    49. Neto, Pedro Bezerra Leite & Saavedra, Osvaldo R. & Oliveira, Denisson Q., 2020. "The effect of complementarity between solar, wind and tidal energy in isolated hybrid microgrids," Renewable Energy, Elsevier, vol. 147(P1), pages 339-355.
    50. Cantão, Mauricio P. & Bessa, Marcelo R. & Bettega, Renê & Detzel, Daniel H.M. & Lima, João M., 2017. "Evaluation of hydro-wind complementarity in the Brazilian territory by means of correlation maps," Renewable Energy, Elsevier, vol. 101(C), pages 1215-1225.
    51. Henao, Felipe & Viteri, Juan P. & Rodríguez, Yeny & Gómez, Juan & Dyner, Isaac, 2020. "Annual and interannual complementarities of renewable energy sources in Colombia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    52. Tercan, Emre & Eymen, Abdurrahman & Urfalı, Tuğrul & Saracoglu, Burak Omer, 2021. "A sustainable framework for spatial planning of photovoltaic solar farms using GIS and multi-criteria assessment approach in Central Anatolia, Turkey," Land Use Policy, Elsevier, vol. 102(C).
    53. Alfonso Risso & Alexandre Beluco & Rita De Cássia Marques Alves, 2018. "Complementarity Roses Evaluating Spatial Complementarity in Time between Energy Resources," Energies, MDPI, vol. 11(7), pages 1-14, July.
    54. Teotónio, Carla & Fortes, Patrícia & Roebeling, Peter & Rodriguez, Miguel & Robaina-Alves, Margarita, 2017. "Assessing the impacts of climate change on hydropower generation and the power sector in Portugal: A partial equilibrium approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 788-799.
    55. Nezhad, M. Majidi & Neshat, M. & Groppi, D. & Marzialetti, P. & Heydari, A. & Sylaios, G. & Garcia, D. Astiaso, 2021. "A primary offshore wind farm site assessment using reanalysis data: a case study for Samothraki island," Renewable Energy, Elsevier, vol. 172(C), pages 667-679.
    56. François, B. & Hingray, B. & Raynaud, D. & Borga, M. & Creutin, J.D., 2016. "Increasing climate-related-energy penetration by integrating run-of-the river hydropower to wind/solar mix," Renewable Energy, Elsevier, vol. 87(P1), pages 686-696.
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