IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v81y2015icp416-429.html
   My bibliography  Save this article

An assessment of the renewable energy potential using a clustering based data mining method. Case study in Romania

Author

Listed:
  • Grigoras, Gheorghe
  • Scarlatache, Florina

Abstract

This paper presents an assessment of the renewable energy potential in Romania using a clustering based data mining method. The available data on installed capacity, level voltage, type of renewable technology and geographical location the renewable energy potential for electricity generation was mapped into representative zones using K-Means clustering algorithm. For each zone, the potential was assessed on voltage level and renewable energy generation technologies (wind, solar, hydro, biogas, biomass, and cogeneration). The zones obtained can be a useful working tool for retrofitting substations, upgrading of transmission and distribution lines and also for redesigning them at different parameters with respect to the overload. This information may enable the creation of specific programs to improve planning and development of the electric networks in Romania.

Suggested Citation

  • Grigoras, Gheorghe & Scarlatache, Florina, 2015. "An assessment of the renewable energy potential using a clustering based data mining method. Case study in Romania," Energy, Elsevier, vol. 81(C), pages 416-429.
    • Handle: RePEc:eee:energy:v:81:y:2015:i:c:p:416-429
    DOI: 10.1016/j.energy.2014.12.054
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544214014261
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2014.12.054?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Lund, Henrik, 2007. "Renewable energy strategies for sustainable development," Energy, Elsevier, vol. 32(6), pages 912-919.
    2. Calvert, K. & Pearce, J.M. & Mabee, W.E., 2013. "Toward renewable energy geo-information infrastructures: Applications of GIScience and remote sensing that build institutional capacity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 416-429.
    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. Onea, Florin & Rusu, Eugen, 2016. "The expected efficiency and coastal impact of a hybrid energy farm operating in the Portuguese nearshore," Energy, Elsevier, vol. 97(C), pages 411-423.
    2. Operacz, Agnieszka, 2017. "The term “effective hydropower potential” based on sustainable development – an initial case study of the Raba river in Poland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1453-1463.
    3. Sun, M. & Teng, F. & Konstantelos, I. & Strbac, G., 2018. "An objective-based scenario selection method for transmission network expansion planning with multivariate stochasticity in load and renewable energy sources," Energy, Elsevier, vol. 145(C), pages 871-885.
    4. Elizaveta Gavrikova & Yegor Burda & Vladimir Gavrikov & Ruslan Sharafutdinov & Irina Volkova & Marina Rubleva & Daria Polosukhina, 2019. "Clean Energy Sources: Insights from Russia," Resources, MDPI, vol. 8(2), pages 1-25, May.
    5. Năstase, Gabriel & Şerban, Alexandru & Năstase, Alina Florentina & Dragomir, George & Brezeanu, Alin Ionuţ & Iordan, Nicolae Fani, 2017. "Hydropower development in Romania. A review from its beginnings to the present," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 297-312.
    6. Năstase, Gabriel & Șerban, Alexandru & Dragomir, George & Brezeanu, Alin Ionuț & Bucur, Irina, 2018. "Photovoltaic development in Romania. Reviewing what has been done," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 523-535.
    7. Jarosław Brodny & Magdalena Tutak, 2020. "Analyzing Similarities between the European Union Countries in Terms of the Structure and Volume of Energy Production from Renewable Energy Sources," Energies, MDPI, vol. 13(4), pages 1-37, February.
    8. Izadyar, Nima & Ong, Hwai Chyuan & Chong, W.T. & Leong, K.Y., 2016. "Resource assessment of the renewable energy potential for a remote area: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 908-923.
    9. Katarzyna Chudy-Laskowska & Tomasz Pisula & Mirosław Liana & László Vasa, 2020. "Taxonomic Analysis of the Diversity in the Level of Wind Energy Development in European Union Countries," Energies, MDPI, vol. 13(17), pages 1-21, August.
    10. Chidean, Mihaela I. & Caamaño, Antonio J. & Ramiro-Bargueño, Julio & Casanova-Mateo, Carlos & Salcedo-Sanz, Sancho, 2018. "Spatio-temporal analysis of wind resource in the Iberian Peninsula with data-coupled clustering," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2684-2694.

    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. Kyriakopoulos, Grigorios L. & Arabatzis, Garyfallos & Tsialis, Panagiotis & Ioannou, Konstantinos, 2018. "Electricity consumption and RES plants in Greece: Typologies of regional units," Renewable Energy, Elsevier, vol. 127(C), pages 134-144.
    2. Piotr Siemiątkowski & Patryk Tomaszewski & Joanna Marszałek-Kawa & Janusz Gierszewski, 2020. "The Financing of Renewable Energy Sources and the Level of Sustainable Development of Poland’s Provinces in the Area of Environmental Order," Energies, MDPI, vol. 13(21), pages 1-19, October.
    3. Østergaard, P.A. & Lund, H. & Thellufsen, J.Z. & Sorknæs, P. & Mathiesen, B.V., 2022. "Review and validation of EnergyPLAN," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    4. Keun-Seob Choi & Jeong-Dong Lee & Chulwoo Baek, 2016. "Growth of De Alio and De Novo firms in the new and renewable energy industry," Industry and Innovation, Taylor & Francis Journals, vol. 23(4), pages 295-312, May.
    5. Göransson, Lisa & Goop, Joel & Unger, Thomas & Odenberger, Mikael & Johnsson, Filip, 2014. "Linkages between demand-side management and congestion in the European electricity transmission system," Energy, Elsevier, vol. 69(C), pages 860-872.
    6. Tomasz Jałowiec & Henryk Wojtaszek, 2021. "Analysis of the RES Potential in Accordance with the Energy Policy of the European Union," Energies, MDPI, vol. 14(19), pages 1-33, September.
    7. Tomislav Malvić & Uroš Barudžija & Borivoje Pašić & Josip Ivšinović, 2021. "Small Unconventional Hydrocarbon Gas Reservoirs as Challenging Energy Sources, Case Study from Northern Croatia," Energies, MDPI, vol. 14(12), pages 1-16, June.
    8. Geraili, A. & Sharma, P. & Romagnoli, J.A., 2014. "Technology analysis of integrated biorefineries through process simulation and hybrid optimization," Energy, Elsevier, vol. 73(C), pages 145-159.
    9. Jin Zhu & Dequn Zhou & Zhengning Pu & Huaping Sun, 2019. "A Study of Regional Power Generation Efficiency in China: Based on a Non-Radial Directional Distance Function Model," Sustainability, MDPI, vol. 11(3), pages 1-18, January.
    10. Wang, Yongli & Li, Jiapu & Wang, Shuo & Yang, Jiale & Qi, Chengyuan & Guo, Hongzhen & Liu, Ximei & Zhang, Hongqing, 2020. "Operational optimization of wastewater reuse integrated energy system," Energy, Elsevier, vol. 200(C).
    11. Fleck, Ann-Katrin & Anatolitis, Vasilios, 2023. "Achieving the objectives of renewable energy policy – Insights from renewable energy auction design in Europe," Energy Policy, Elsevier, vol. 173(C).
    12. Liu, Wen & Hu, Weihao & Lund, Henrik & Chen, Zhe, 2013. "Electric vehicles and large-scale integration of wind power – The case of Inner Mongolia in China," Applied Energy, Elsevier, vol. 104(C), pages 445-456.
    13. Yuan, Mei-Hua & Lo, Shang-Lien, 2020. "Developing indicators for the monitoring of the sustainability of food, energy, and water," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    14. Aleksandra Matuszewska-Janica & Dorota Żebrowska-Suchodolska & Urszula Ala-Karvia & Marta Hozer-Koćmiel, 2021. "Changes in Electricity Production from Renewable Energy Sources in the European Union Countries in 2005–2019," Energies, MDPI, vol. 14(19), pages 1-27, October.
    15. Bertolini, Marina & D'Alpaos, Chiara & Moretto, Michele, 2018. "Do Smart Grids boost investments in domestic PV plants? Evidence from the Italian electricity market," Energy, Elsevier, vol. 149(C), pages 890-902.
    16. Fusco, Francesco & Nolan, Gary & Ringwood, John V., 2010. "Variability reduction through optimal combination of wind/wave resources – An Irish case study," Energy, Elsevier, vol. 35(1), pages 314-325.
    17. Sarraf, M. & Rismanchi, B. & Saidur, R. & Ping, H.W. & Rahim, N.A., 2013. "Renewable energy policies for sustainable development in Cambodia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 223-229.
    18. Francisco García-Lillo & Eduardo Sánchez-García & Bartolomé Marco-Lajara & Pedro Seva-Larrosa, 2023. "Renewable Energies and Sustainable Development: A Bibliometric Overview," Energies, MDPI, vol. 16(3), pages 1-22, January.
    19. Peura, Pekka, 2013. "From Malthus to sustainable energy—Theoretical orientations to reforming the energy sector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 309-327.
    20. Gunnarsdottir, I. & Davidsdottir, B. & Worrell, E. & Sigurgeirsdottir, S., 2022. "Indicators for sustainable energy development: An Icelandic case study," Energy Policy, Elsevier, vol. 164(C).

    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:energy:v:81:y:2015:i:c:p:416-429. 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/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.