Sustainable Energy in European Countries: Analysis of Sustainable Development Goal 7 Using the Dynamic Time Warping Method

被引:11
作者
Dmytrow, Krzysztof [1 ]
Bieszk-Stolorz, Beata [1 ]
Landmesser-Rusek, Joanna [2 ]
机构
[1] Univ Szczecin, Inst Econ & Finance, PL-71101 Szczecin, Poland
[2] Warsaw Univ Life Sci, Inst Econ & Finance, PL-02787 Warsaw, Poland
关键词
sustainable development goal 7; COPRAS method; multi-criteria decision support; Dynamic Time Warping (DTW); hierarchical clustering; RENEWABLE ENERGY; MARKETS; SDG7; SELECTION;
D O I
10.3390/en15207756
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
At a time of rapid climate change and an uncertain geopolitical situation caused by the war in Ukraine, the problem of access to energy is a serious issue. The use of renewable energy sources and ensuring the highest possible energy independence are becoming important. They are in line with the seventh Sustainable Development Goal (SDG7). The aim of our research is to compare European countries in terms of the degree of SDG7 implementation and its dynamics from 2005 to 2020. We assess the SDG7 implementation using the COPRAS method and compare its dynamics using the Dynamic Time Warping (DTW) and hierarchical clustering. In years 2005, 2009 and 2020, we present rankings of countries in terms of the SDG7 implementation. Norway, Denmark, Sweden, Croatia, and Estonia were ranked the best, and Luxembourg, Belgium, Bulgaria, Lithuania, Iceland, and Cyprus-the worst. We obtained eight clusters with respect to dynamics of the degree of SDG7 implementation. In Poland, Romania, Belgium, Luxembourg, Latvia, and Ireland, the relative dynamics was increasing, while in the Nordic and South European countries, it was decreasing. The novelty of our research is combining the COPRAS (assessment of SDG7 implementation) and DTW methods (selection of similar countries with respect to its dynamics).
引用
收藏
页数:17
相关论文
共 86 条
  • [1] Evaluation of sustainable hydrogen production options using an advanced hybrid MCDM approach: A case study
    Abdel-Basset, Mohamed
    Gamal, Abduallah
    Chakrabortty, Ripon K.
    Ryan, Michael J.
    [J]. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2021, 46 (05) : 4567 - 4591
  • [2] Time-series clustering - A decade review
    Aghabozorgi, Saeed
    Shirkhorshidi, Ali Seyed
    Teh Ying Wah
    [J]. INFORMATION SYSTEMS, 2015, 53 : 16 - 38
  • [3] The Impacts of the Russia-Ukraine Invasion on Global Markets and Commodities: A Dynamic Connectedness among G7 and BRIC Markets
    Alam, Md. Kausar
    Tabash, Mosab I.
    Billah, Mabruk
    Kumar, Sanjeev
    Anagreh, Suhaib
    [J]. JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2022, 15 (08)
  • [4] Efficient Wind Power Prediction Using Machine Learning Methods: A Comparative Study
    Alkesaiberi, Abdulelah
    Harrou, Fouzi
    Sun, Ying
    [J]. ENERGIES, 2022, 15 (07)
  • [5] Training Secondary Education Teachers through the Prism of Sustainability: The Case of the Universitat de Valencia
    Aznar, Pilar
    Calero, Maria
    Pilar Martinez-Agut, Maria
    Mayoral, Olga
    Ull, Angels
    Vazquez-Verdera, Victoria
    Vilches, Amparo
    [J]. SUSTAINABILITY, 2018, 10 (11)
  • [6] Bajpai P., 2014, Recycling and Deinking of Recovered Paper, P1, DOI [DOI 10.1016/B978-0-12-416998-2.00001-5, 10.1016/B978-0-12-416998-2.00001-5]
  • [7] Social License to Operate in Geothermal Energy
    Barich, Amel
    Stoklosa, Alicja W.
    Hildebrand, Jan
    Eliasson, Otto
    Medgyes, Tamas
    Quinonez, Gauthier
    Casillas, Ana C.
    Fernandez, Isabel
    [J]. ENERGIES, 2022, 15 (01)
  • [8] Bellman R., 1959, P IRE, V4, P1
  • [9] Impacts of the Russia-Ukraine War on Global Food Security: Towards More Sustainable and Resilient Food Systems?
    Ben Hassen, Tarek
    El Bilali, Hamid
    [J]. FOODS, 2022, 11 (15)
  • [10] Resilient solar energy island supply to support SDG7 on the Philippines: Techno-economic optimized electrification strategy for small islands
    Bertheau, Paul
    Blechinger, Philipp
    [J]. UTILITIES POLICY, 2018, 54 : 55 - 77