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Visual Exploration of Energy Use in EU 28: Dynamics, Patterns, Policies

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  • George Halkos

    (Laboratory of Operations Research, Department of Economics, School of Economics and Business, University of Thessaly, 38333 Volos, Greece)

  • Kyriaki Tsilika

    (Laboratory of Operations Research, Department of Economics, School of Economics and Business, University of Thessaly, 38333 Volos, Greece
    Department of Business Administration, School of Social Sciences, Hellenic Open University, 26335 Patras, Greece)

Abstract

The paper places emphasis on primary energy resources, their covariation, and their correlation with socioeconomic factors and aims to provide a systematic analysis of their development over time. The analysis uses evidence from European Union (EU) country-level data and is based on visual analytics techniques. Different results from the same territories show that energy consumption does not always reflect or is due to climatological or meteorological conditions. Extensive use of visualization is adopted as a means of contributing to the understanding of energy use, some involved problems and concepts, and energy consumption trends over time. We present an approach that addresses the informatics challenges based on the integration of visualization software, data integration, and cluster analysis. Our cross-sectional energy review advocates that EU energy leaders are moving towards a low-carbon economy. The correlations of energy variables with economic and pollution effects are stronger in greater levels of energy use, which means that energy use has an obvious impact on economic growth and the environment. Visual and automated methods employed for the analysis, reveal the direction, the strength, and the nature of the dependence structure, in clusters covering the range of energy use in EU 28 countries.

Suggested Citation

  • George Halkos & Kyriaki Tsilika, 2021. "Visual Exploration of Energy Use in EU 28: Dynamics, Patterns, Policies," Energies, MDPI, vol. 14(22), pages 1-24, November.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:22:p:7532-:d:676811
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    References listed on IDEAS

    as
    1. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    2. Adams, Samuel & Klobodu, Edem Kwame Mensah & Apio, Alfred, 2018. "Renewable and non-renewable energy, regime type and economic growth," Renewable Energy, Elsevier, vol. 125(C), pages 755-767.
    3. Thomas Covert & Michael Greenstone & Christopher R. Knittel, 2016. "Will We Ever Stop Using Fossil Fuels?," Journal of Economic Perspectives, American Economic Association, vol. 30(1), pages 117-138, Winter.
    4. Defeuilley, Christophe, 2019. "Energy transition and the future(s) of the electricity sector," Utilities Policy, Elsevier, vol. 57(C), pages 97-105.
    5. Bhattacharya, Mita & Paramati, Sudharshan Reddy & Ozturk, Ilhan & Bhattacharya, Sankar, 2016. "The effect of renewable energy consumption on economic growth: Evidence from top 38 countries," Applied Energy, Elsevier, vol. 162(C), pages 733-741.
    6. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    7. Oluyomi A. Osobajo & Afolabi Otitoju & Martha Ajibola Otitoju & Adekunle Oke, 2020. "The Impact of Energy Consumption and Economic Growth on Carbon Dioxide Emissions," Sustainability, MDPI, vol. 12(19), pages 1-16, September.
    8. Sanya Carley & David M. Konisky, 2020. "The justice and equity implications of the clean energy transition," Nature Energy, Nature, vol. 5(8), pages 569-577, August.
    9. I. A. Vera & L. M. Langlois & H. H. Rogner & A. I. Jalal & F. L. Toth, 2005. "Indicators for sustainable energy development: An initiative by the International Atomic Energy Agency," Natural Resources Forum, Blackwell Publishing, vol. 29(4), pages 274-283, November.
    10. Thomas Hoppe & Gerdien De Vries, 2018. "Social Innovation and the Energy Transition," Sustainability, MDPI, vol. 11(1), pages 1-13, December.
    11. Łukasz Topolewski, 2021. "Relationship between Energy Consumption and Economic Growth in European Countries: Evidence from Dynamic Panel Data Analysis," Energies, MDPI, vol. 14(12), pages 1-12, June.
    12. Mr. Christian Bogmans & Lama Kiyasseh & Mr. Akito Matsumoto & Mr. Andrea Pescatori, 2020. "Energy, Efficiency Gains and Economic Development: When Will Global Energy Demand Saturate?," IMF Working Papers 2020/253, International Monetary Fund.
    13. Bridge, Gavin & Bouzarovski, Stefan & Bradshaw, Michael & Eyre, Nick, 2013. "Geographies of energy transition: Space, place and the low-carbon economy," Energy Policy, Elsevier, vol. 53(C), pages 331-340.
    14. Solomon, Barry D. & Krishna, Karthik, 2011. "The coming sustainable energy transition: History, strategies, and outlook," Energy Policy, Elsevier, vol. 39(11), pages 7422-7431.
    15. Inglesi-Lotz, Roula, 2016. "The impact of renewable energy consumption to economic growth: A panel data application," Energy Economics, Elsevier, vol. 53(C), pages 58-63.
    16. Saint Akadiri, Seyi & Alola, Andrew Adewale & Akadiri, Ada Chigozie & Alola, Uju Violet, 2019. "Renewable energy consumption in EU-28 countries: Policy toward pollution mitigation and economic sustainability," Energy Policy, Elsevier, vol. 132(C), pages 803-810.
    17. Marques, António Cardoso & Fuinhas, José Alberto & Pereira, Diogo André, 2018. "Have fossil fuels been substituted by renewables? An empirical assessment for 10 European countries," Energy Policy, Elsevier, vol. 116(C), pages 257-265.
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