IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v126y2018icp584-593.html

Downscaling solar irradiance using DEM-based model in young volcanic islands with rugged topography

Author

Listed:
  • Bessafi, Miloud
  • Oree, Vishwamitra
  • Khoodaruth, Abdel
  • Jumaux, Guillaume
  • Bonnardot, François
  • Jeanty, Patrick
  • Delsaut, Mathieu
  • Chabriat, Jean-Pierre
  • Dauhoo, Muhammad Zaid

Abstract

Many small island developing states are adopting solar photovoltaic technologies as a solution to curtail their overreliance on fossil fuels. Some of these islands are young and of volcanic origin, characterised by intricate topographic heterogeneity. Since they are mostly small, flat land is scarce and valuable. As a result, solar photovoltaic projects are usually developed at sites with complex terrain where frequent changes in elevation, slope and shadows cast by topographic features can significantly attenuate the amount of solar irradiance received. The existence of strong local solar radiation gradients on such islands implies that any solar resource assessment must be performed at a small enough spatial and temporal resolution in order to provide a reliable basis for investment decisions. Ground-based measurements of solar irradiance are accurate but are widely dispersed geographically. Although satellite-derived solar resource data have better spatial and temporal resolution than those recorded by radiometric stations, they are less accurate. Moreover, their spatial resolution is still too large with respect to the small size of the islands. In this work, a downscaling methodology is used to derive monthly and annual average global solar irradiance maps at a resolution of 250 m × 250 m using satellite hourly datasets, spanning over the period 1999 to 2015 and having a spatial resolution of 0.05° × 0.05°. The combined effects of horizon blocking and sky obstruction resulting from heterogeneous topography are considered by applying a binary blocking factor and sky view factor respectively. The downscaled maps are then refined by convolving them with ground-based measurements through a kriging procedure. The methodology is validated using leave-one-out kriging procedure and illustrated successfully with the case of Reunion Island, where strong local gradients of solar irradiance were easily distinguished in regions marked by uneven topographic features.

Suggested Citation

  • Bessafi, Miloud & Oree, Vishwamitra & Khoodaruth, Abdel & Jumaux, Guillaume & Bonnardot, François & Jeanty, Patrick & Delsaut, Mathieu & Chabriat, Jean-Pierre & Dauhoo, Muhammad Zaid, 2018. "Downscaling solar irradiance using DEM-based model in young volcanic islands with rugged topography," Renewable Energy, Elsevier, vol. 126(C), pages 584-593.
  • Handle: RePEc:eee:renene:v:126:y:2018:i:c:p:584-593
    DOI: 10.1016/j.renene.2018.03.071
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148118303823
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2018.03.071?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Stökler, Steffen & Schillings, Christoph & Kraas, Birk, 2016. "Solar resource assessment study for Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1184-1188.
    2. Chwieduk, Dorota A., 2009. "Recommendation on modelling of solar energy incident on a building envelope," Renewable Energy, Elsevier, vol. 34(3), pages 736-741.
    3. Bosch, J.L. & Batlles, F.J. & Zarzalejo, L.F. & López, G., 2010. "Solar resources estimation combining digital terrain models and satellite images techniques," Renewable Energy, Elsevier, vol. 35(12), pages 2853-2861.
    4. Escobar, Rodrigo A. & Cortés, Cristián & Pino, Alan & Pereira, Enio Bueno & Martins, Fernando Ramos & Cardemil, José Miguel, 2014. "Solar energy resource assessment in Chile: Satellite estimation and ground station measurements," Renewable Energy, Elsevier, vol. 71(C), pages 324-332.
    5. Pillot, Benjamin & Muselli, Marc & Poggi, Philippe & Haurant, Pierrick & Hared, Idriss, 2013. "The first disaggregated solar atlas of Djibouti: A decision-making tool for solar systems integration in the energy scheme," Renewable Energy, Elsevier, vol. 57(C), pages 57-69.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yang, Dazhi & Wang, Wenting & Gueymard, Christian A. & Hong, Tao & Kleissl, Jan & Huang, Jing & Perez, Marc J. & Perez, Richard & Bright, Jamie M. & Xia, Xiang’ao & van der Meer, Dennis & Peters, Ian , 2022. "A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    2. Bessafi, Miloud & Oree, Vishwamitra & Khoodaruth, Abdel & Chabriat, Jean-Pierre, 2020. "Impact of decomposition and kriging models on the solar irradiance downscaling accuracy in regions with complex topography," Renewable Energy, Elsevier, vol. 162(C), pages 1992-2003.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nematollahi, Omid & Kim, Kyung Chun, 2017. "A feasibility study of solar energy in South Korea," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 566-579.
    2. Bessafi, Miloud & Oree, Vishwamitra & Khoodaruth, Abdel & Chabriat, Jean-Pierre, 2020. "Impact of decomposition and kriging models on the solar irradiance downscaling accuracy in regions with complex topography," Renewable Energy, Elsevier, vol. 162(C), pages 1992-2003.
    3. Piotr Michalak, 2021. "Modelling of Solar Irradiance Incident on Building Envelopes in Polish Climatic Conditions: The Impact on Energy Performance Indicators of Residential Buildings," Energies, MDPI, vol. 14(14), pages 1-27, July.
    4. Qazi, Usama & Jahanzaib, Mirza & Ahmad, Wasim & Hussain, Salman, 2017. "An institutional framework for the development of sustainable and competitive power market in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 83-95.
    5. Amirhossein Fathi & Masoomeh Bararzadeh Ledari & Yadollah Saboohi, 2021. "Evaluation of Optimal Occasional Tilt on Photovoltaic Power Plant Energy Efficiency and Land Use Requirements, Iran," Sustainability, MDPI, vol. 13(18), pages 1-20, September.
    6. Tahir, Z.R. & Asim, Muhammad, 2018. "Surface measured solar radiation data and solar energy resource assessment of Pakistan: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2839-2861.
    7. Ramirez Camargo, Luis & Gruber, Katharina & Nitsch, Felix, 2019. "Assessing variables of regional reanalysis data sets relevant for modelling small-scale renewable energy systems," Renewable Energy, Elsevier, vol. 133(C), pages 1468-1478.
    8. Cornejo, Lorena & Martín-Pomares, Luis & Alarcon, Diego & Blanco, Julián & Polo, Jesús, 2017. "A through analysis of solar irradiation measurements in the region of Arica Parinacota, Chile," Renewable Energy, Elsevier, vol. 112(C), pages 197-208.
    9. Martínez-Rodríguez, Guillermo & Diaz-de-León, Cristobal & Baltazar, Juan-Carlos & Fuentes-Silva, Amanda L., 2025. "Maximization of solar potential use for industrial applications," Energy, Elsevier, vol. 326(C).
    10. Armando Castillejo-Cuberos & José Miguel Cardemil & Rodrigo Escobar, 2021. "Analyzing Regional and Local Changes in Irradiance during the 2019 Total Solar Eclipse in Chile, Using Field Observations and Analytical Modeling," Energies, MDPI, vol. 14(17), pages 1-23, August.
    11. Hernández-Escobedo, Q. & Fernández-García, A. & Manzano-Agugliaro, F., 2017. "Solar resource assessment for rural electrification and industrial development in the Yucatan Peninsula (Mexico)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 1550-1561.
    12. Ignacio Arias & Eduardo Zarza & Loreto Valenzuela & Manuel Pérez-García & José Alfonso Romero Ramos & Rodrigo Escobar, 2021. "Modeling and Hourly Time-Scale Characterization of the Main Energy Parameters of Parabolic-Trough Solar Thermal Power Plants Using a Simplified Quasi-Dynamic Model," Energies, MDPI, vol. 14(1), pages 1-27, January.
    13. Marzo, Aitor & Ferrada, Pablo & Beiza, Felipe & Besson, Pierre & Alonso-Montesinos, Joaquín & Ballestrín, Jesús & Román, Roberto & Portillo, Carlos & Escobar, Rodrigo & Fuentealba, Edward, 2018. "Standard or local solar spectrum? Implications for solar technologies studies in the Atacama desert," Renewable Energy, Elsevier, vol. 127(C), pages 871-882.
    14. Simsek, Yeliz & Sahin, Hasret & Lorca, Álvaro & Santika, Wayan G. & Urmee, Tania & Escobar, Rodrigo, 2020. "Comparison of energy scenario alternatives for Chile: Towards low-carbon energy transition by 2030," Energy, Elsevier, vol. 206(C).
    15. Castillejo-Cuberos, Armando & Escobar, Rodrigo, 2020. "Understanding solar resource variability: An in-depth analysis, using Chile as a case of study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 120(C).
    16. Song, Zhe & Liu, Jia & Yang, Hongxing, 2021. "Air pollution and soiling implications for solar photovoltaic power generation: A comprehensive review," Applied Energy, Elsevier, vol. 298(C).
    17. Alonso-Montesinos, J. & Martínez-Durbán, M. & del Sagrado, J. & del Águila, I.M. & Batlles, F.J., 2016. "The application of Bayesian network classifiers to cloud classification in satellite images," Renewable Energy, Elsevier, vol. 97(C), pages 155-161.
    18. Syed Ahsan Ali Shah & Gordhan Das Valasai & Asif Ali Memon & Abdul Nasir Laghari & Nabi Bux Jalbani & Jody L. Strait, 2018. "Techno-Economic Analysis of Solar PV Electricity Supply to Rural Areas of Balochistan, Pakistan," Energies, MDPI, vol. 11(7), pages 1-19, July.
    19. Choi, Kelvin, Tsz Hei & Brindley, Helen & Ekins-Daukes, N. & Escobar, Rodrigo, 2021. "Developing automated methods to estimate spectrally resolved direct normal irradiance for solar energy applications," Renewable Energy, Elsevier, vol. 173(C), pages 1070-1086.
    20. Pillot, Benjamin & Muselli, Marc & Poggi, Philippe & Haurant, Pierrick & Hared, Idriss, 2013. "The first disaggregated solar atlas of Djibouti: A decision-making tool for solar systems integration in the energy scheme," Renewable Energy, Elsevier, vol. 57(C), pages 57-69.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:126:y:2018:i:c:p:584-593. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.