Urban Development and Sustainable Energy in EU Countries
Abstract
:1. Introduction
2. Literature Review
2.1. Smart Cities
2.2. Interactions between Sustainable Development Goals
2.3. Sustainable Cities and Sustainable Energy
3. Methods
- i—object number (i = 1, 2, …, n);
- j—diagnostic feature number (j = 1, 2, …, m);
- —the value of the j-th feature for the i-th object.
- —the value of the j-th standardized diagnostic feature for the i-th object.
- —coefficient of variation of the j-th feature for the i-th object;
- —weight of the j-th diagnostic feature.
- —j-th coordinate of Positive Ideal Solution;
- —j-th coordinate of Negative Ideal Solution.
- —Euclidean distance of the i-th object from Positive Ideal Solution;
- Euclidean distance of the i-th object from Negative Ideal Solution.
4. Results
5. Discussion
6. Conclusions
- There are more synergies than trade-offs between the SDGs.
- In 2015, the following SDGs showed the most synergies with other SDGs: SDG1, SDG3, SDG4, SDG5, SDG8, SDG9 and SDG10; and in 2021: SDG3, SDG6, SDG8, SDG9, SDG10 and SDG11.
- SDG11 has interactions with many goals, mainly synergies, with the exception of the compromise with SDG1 in 2015 and no interaction with SDG1 in 2021.
- In 2015, a weak relationship was observed between the degree of SDG7 and SDG11 implementation in EU countries. However, in the next year of the analysis—2021—the value of the Kendall rank correlation coefficient increased significantly, which proves the increased importance of clean and sustainable energy in urban development.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
SDG | Short Title | Description |
---|---|---|
1 | No poverty | End poverty in all its forms everywhere |
2 | Zero hunger | End hunger, achieve food security and better nutrition and promote sustainable agriculture |
3 | Good health and well-being | Ensure healthy lives and promote well-being for all people of all ages |
4 | Quality education | Ensure high-quality education for all and promote lifelong learning |
5 | Gender equality | Achieve gender equality and empower women and girls |
6 | Clean water and sanitation | Ensure access to water and sanitation for all people through sustainable management of water resources |
7 | Affordable and clean energy | Provide everyone with access to sources of stable, sustainable and modern energy at an affordable price |
8 | Decent work and economic growth | Promote stable, sustainable and inclusive economic growth, full and productive employment and decent work for all people |
9 | Industry, innovation, and infrastructure | Build stable infrastructure, promote sustainable industrialization and support innovation |
10 | Reduced inequalities | Reduce inequalities within and between countries |
11 | Sustainable cities and communities | Make cities and human settlements safe, stable, sustainable and socially inclusive |
12 | Responsible consumption and production | Ensure sustainable consumption and production patterns |
13 | Climate action | Take urgent action to combat climate change and its effects |
14 | Life below water | Protect and use oceans, seas and marine resources sustainably |
15 | Life on land | Protect, restore and promote the sustainable use of terrestrial ecosystems, sustainable forest management, combat desertification, stop and reverse land degradation and halt biodiversity loss |
16 | Peace, justice and strong institutions | Promote peaceful and inclusive societies, ensure access to justice for all people, and build effective, accountable and inclusive institutions at all levels |
17 | Partnerships for the goals | Strengthen implementation measures and revitalize the global partnership for sustainable development |
SDG | Kendall’s Coefficient Values between SDGs in 2015 | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 15 | 16 | 17 | |
1 | 1.000 | −0.157 | 0.436 | 0.476 | 0.271 | 0.447 | 0.020 | 0.390 | 0.328 | 0.556 | 0.345 | 0.140 | −0.100 | −0.094 | 0.396 | 0.060 |
2 | −0.157 | 1.000 | −0.288 | −0.031 | −0.100 | −0.048 | 0.242 | −0.197 | −0.111 | −0.236 | −0.003 | −0.003 | 0.179 | 0.470 | −0.202 | 0.009 |
3 | 0.436 | −0.288 | 1.000 | 0.402 | 0.356 | 0.419 | −0.077 | 0.544 | 0.447 | 0.652 | 0.419 | 0.134 | −0.083 | −0.316 | 0.573 | 0.168 |
4 | 0.476 | −0.031 | 0.402 | 1.000 | 0.453 | 0.425 | 0.123 | 0.538 | 0.373 | 0.544 | 0.493 | 0.151 | −0.077 | 0.043 | 0.453 | 0.208 |
5 | 0.271 | −0.100 | 0.356 | 0.453 | 1.000 | 0.368 | 0.031 | 0.493 | 0.385 | 0.293 | 0.333 | 0.094 | 0.242 | 0.066 | 0.316 | 0.288 |
6 | 0.447 | −0.048 | 0.419 | 0.425 | 0.368 | 1.000 | 0.105 | 0.430 | 0.425 | 0.425 | 0.453 | 0.077 | −0.071 | −0.02 | 0.595 | 0.225 |
7 | 0.020 | 0.242 | −0.077 | 0.123 | 0.031 | 0.105 | 1.000 | 0.003 | 0.077 | −0.071 | 0.094 | 0.231 | 0.208 | 0.271 | 0.134 | 0.060 |
8 | 0.390 | −0.197 | 0.544 | 0.538 | 0.493 | 0.43 | 0.003 | 1.000 | 0.550 | 0.573 | 0.521 | 0.009 | −0.094 | −0.214 | 0.470 | 0.248 |
9 | 0.328 | −0.111 | 0.447 | 0.373 | 0.385 | 0.425 | 0.077 | 0.550 | 1.000 | 0.442 | 0.390 | 0.105 | 0.037 | −0.14 | 0.510 | 0.481 |
10 | 0.556 | −0.236 | 0.652 | 0.544 | 0.293 | 0.425 | −0.071 | 0.573 | 0.442 | 1.000 | 0.390 | 0.060 | −0.145 | −0.242 | 0.533 | 0.083 |
11 | 0.345 | −0.003 | 0.419 | 0.493 | 0.333 | 0.453 | 0.094 | 0.521 | 0.390 | 0.390 | 1.000 | 0.043 | −0.048 | −0.009 | 0.425 | 0.282 |
12 | 0.140 | −0.003 | 0.134 | 0.151 | 0.094 | 0.077 | 0.231 | 0.009 | 0.105 | 0.060 | 0.043 | 1.000 | 0.054 | −0.236 | 0.162 | 0.123 |
13 | −0.100 | 0.179 | −0.083 | −0.077 | 0.242 | −0.071 | 0.208 | −0.094 | 0.037 | −0.145 | −0.048 | 0.054 | 1.000 | 0.219 | −0.054 | 0.134 |
15 | −0.094 | 0.470 | −0.316 | 0.043 | 0.066 | −0.020 | 0.271 | −0.214 | −0.140 | −0.242 | −0.009 | −0.236 | 0.219 | 1.000 | −0.219 | −0.054 |
16 | 0.396 | −0.202 | 0.573 | 0.453 | 0.316 | 0.595 | 0.134 | 0.470 | 0.510 | 0.533 | 0.425 | 0.162 | −0.054 | −0.219 | 1.000 | 0.219 |
17 | 0.060 | 0.009 | 0.168 | 0.208 | 0.288 | 0.225 | 0.060 | 0.248 | 0.481 | 0.083 | 0.282 | 0.123 | 0.134 | −0.054 | 0.219 | 1.000 |
SDG | Kendall’s Coefficient Values between SDGs in 2021 | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 15 | 16 | 17 | |
1 | 1.000 | −0.299 | 0.350 | 0.105 | 0.134 | 0.242 | −0.066 | 0.356 | 0.208 | 0.442 | 0.157 | 0.003 | −0.100 | −0.168 | 0.236 | 0.009 |
2 | −0.299 | 1.000 | −0.219 | −0.009 | −0.105 | −0.077 | 0.197 | −0.145 | −0.145 | −0.299 | −0.003 | −0.054 | −0.020 | 0.447 | −0.197 | −0.242 |
3 | 0.35 | −0.219 | 1.000 | 0.208 | 0.225 | 0.470 | 0.026 | 0.584 | 0.561 | 0.407 | 0.396 | 0.219 | −0.088 | −0.442 | 0.544 | 0.464 |
4 | 0.105 | −0.009 | 0.208 | 1.000 | 0.493 | 0.385 | 0.225 | 0.453 | 0.362 | 0.345 | 0.516 | 0.043 | −0.117 | 0.157 | 0.219 | 0.311 |
5 | 0.134 | −0.105 | 0.225 | 0.493 | 1.000 | 0.390 | 0.026 | 0.356 | 0.311 | 0.271 | 0.339 | 0.026 | 0.174 | 0.105 | 0.214 | 0.282 |
6 | 0.242 | −0.077 | 0.470 | 0.385 | 0.390 | 1.000 | 0.248 | 0.521 | 0.578 | 0.390 | 0.493 | 0.202 | 0.134 | −0.071 | 0.573 | 0.413 |
7 | −0.066 | 0.197 | 0.026 | 0.225 | 0.026 | 0.248 | 1.000 | 0.157 | 0.100 | −0.077 | 0.208 | 0.271 | 0.054 | 0.134 | 0.128 | 0.003 |
8 | 0.356 | −0.145 | 0.584 | 0.453 | 0.356 | 0.521 | 0.157 | 1.000 | 0.658 | 0.459 | 0.527 | 0.066 | −0.117 | −0.208 | 0.470 | 0.333 |
9 | 0.208 | −0.145 | 0.561 | 0.362 | 0.311 | 0.578 | 0.100 | 0.658 | 1.000 | 0.379 | 0.527 | 0.225 | 0.043 | −0.254 | 0.504 | 0.527 |
10 | 0.442 | −0.299 | 0.407 | 0.345 | 0.271 | 0.390 | −0.077 | 0.459 | 0.379 | 1.000 | 0.385 | 0.140 | −0.077 | −0.168 | 0.419 | 0.407 |
11 | 0.157 | −0.003 | 0.396 | 0.516 | 0.339 | 0.493 | 0.208 | 0.527 | 0.527 | 0.385 | 1.000 | 0.117 | −0.066 | −0.020 | 0.362 | 0.362 |
12 | 0.003 | −0.054 | 0.219 | 0.043 | 0.026 | 0.202 | 0.271 | 0.066 | 0.225 | 0.140 | 0.117 | 1.000 | 0.020 | −0.299 | 0.242 | 0.311 |
13 | −0.100 | −0.020 | −0.088 | −0.117 | 0.174 | 0.134 | 0.054 | −0.117 | 0.043 | −0.077 | −0.066 | 0.020 | 1.000 | 0.168 | −0.077 | 0.117 |
15 | −0.168 | 0.447 | −0.442 | 0.157 | 0.105 | −0.071 | 0.134 | −0.208 | −0.254 | −0.168 | −0.02 | −0.299 | 0.168 | 1.000 | −0.339 | −0.339 |
16 | 0.236 | −0.197 | 0.544 | 0.219 | 0.214 | 0.573 | 0.128 | 0.470 | 0.504 | 0.419 | 0.362 | 0.242 | −0.077 | −0.339 | 1.000 | 0.453 |
17 | 0.009 | −0.242 | 0.464 | 0.311 | 0.282 | 0.413 | 0.003 | 0.333 | 0.527 | 0.407 | 0.362 | 0.311 | 0.117 | −0.339 | 0.453 | 1.000 |
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Countries | SDG | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 15 | 16 | 17 | |
Austria | 1 | 8 | 17 | 7 | 14 | 6 | 5 | 10 | 12 | 2 | 11 | 5 | 13 | 10 | 6 | 17 |
Belgium | 13 | 24 | 5 | 18 | 2 | 10 | 23 | 5 | 8 | 9 | 9 | 14 | 15 | 25 | 10 | 5 |
Bulgaria | 25 | 12 | 20 | 27 | 9 | 24 | 25 | 18 | 24 | 25 | 26 | 26 | 12 | 8 | 24 | 25 |
Croatia | 14 | 13 | 16 | 11 | 11 | 12 | 4 | 24 | 21 | 17 | 22 | 12 | 7 | 6 | 14 | 24 |
Cyprus | 10 | 25 | 6 | 9 | 19 | 26 | 26 | 19 | 26 | 7 | 14 | 17 | 20 | 16 | 22 | 21 |
Czechia | 3 | 2 | 10 | 10 | 22 | 15 | 17 | 11 | 15 | 12 | 18 | 9 | 23 | 17 | 17 | 23 |
Denmark | 12 | 9 | 3 | 1 | 4 | 13 | 1 | 1 | 2 | 4 | 4 | 4 | 14 | 23 | 5 | 4 |
Estonia | 24 | 1 | 25 | 16 | 24 | 20 | 6 | 14 | 25 | 22 | 2 | 27 | 19 | 3 | 26 | 18 |
Finland | 9 | 11 | 8 | 3 | 3 | 5 | 20 | 4 | 5 | 10 | 1 | 24 | 4 | 1 | 7 | 12 |
France | 4 | 20 | 13 | 5 | 5 | 8 | 10 | 9 | 17 | 14 | 6 | 2 | 3 | 18 | 12 | 14 |
Germany | 15 | 16 | 4 | 15 | 10 | 11 | 14 | 8 | 6 | 6 | 13 | 7 | 2 | 24 | 4 | 13 |
Greece | 27 | 4 | 23 | 19 | 21 | 14 | 22 | 27 | 20 | 20 | 23 | 21 | 17 | 9 | 21 | 10 |
Hungary | 21 | 18 | 18 | 22 | 18 | 18 | 18 | 13 | 16 | 18 | 25 | 19 | 18 | 21 | 19 | 19 |
Ireland | 16 | 22 | 9 | 13 | 12 | 1 | 12 | 7 | 11 | 11 | 3 | 15 | 27 | 20 | 3 | 22 |
Italy | 22 | 6 | 21 | 25 | 26 | 16 | 16 | 25 | 23 | 23 | 21 | 1 | 9 | 19 | 20 | 11 |
Latvia | 23 | 7 | 27 | 20 | 17 | 25 | 7 | 22 | 9 | 21 | 20 | 8 | 11 | 4 | 27 | 7 |
Lithuania | 19 | 14 | 24 | 12 | 7 | 23 | 24 | 15 | 14 | 19 | 19 | 16 | 5 | 12 | 25 | 16 |
Luxembourg | 7 | 23 | 11 | 6 | 16 | 2 | 27 | 6 | 1 | 5 | 7 | 25 | 26 | 22 | 1 | 2 |
Malta | 5 | 27 | 7 | 24 | 27 | 21 | 21 | 16 | 13 | 3 | 16 | 20 | 22 | 27 | 15 | 26 |
Netherlands | 11 | 26 | 2 | 4 | 8 | 9 | 19 | 3 | 4 | 8 | 8 | 3 | 25 | 26 | 8 | 1 |
Poland | 20 | 19 | 19 | 14 | 23 | 19 | 11 | 21 | 27 | 16 | 24 | 10 | 21 | 15 | 9 | 27 |
Portugal | 17 | 15 | 22 | 21 | 13 | 22 | 15 | 20 | 22 | 24 | 15 | 13 | 10 | 11 | 16 | 8 |
Romania | 26 | 17 | 26 | 26 | 25 | 27 | 3 | 23 | 19 | 27 | 27 | 22 | 6 | 14 | 23 | 15 |
Slovakia | 8 | 3 | 15 | 17 | 15 | 7 | 13 | 17 | 18 | 15 | 10 | 18 | 16 | 7 | 18 | 20 |
Slovenia | 2 | 21 | 12 | 8 | 6 | 4 | 8 | 12 | 7 | 13 | 17 | 11 | 24 | 5 | 11 | 9 |
Spain | 18 | 10 | 14 | 23 | 20 | 17 | 9 | 26 | 10 | 26 | 12 | 6 | 8 | 13 | 13 | 6 |
Sweden | 6 | 5 | 1 | 2 | 1 | 3 | 2 | 2 | 3 | 1 | 5 | 23 | 1 | 2 | 2 | 3 |
Countries | SDG | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 15 | 16 | 17 | |
Austria | 3 | 15 | 11 | 10 | 13 | 7 | 6 | 10 | 9 | 3 | 7 | 8 | 9 | 11 | 4 | 16 |
Belgium | 13 | 24 | 5 | 13 | 1 | 13 | 23 | 8 | 7 | 6 | 10 | 16 | 16 | 25 | 7 | 2 |
Bulgaria | 25 | 10 | 21 | 27 | 19 | 25 | 25 | 24 | 24 | 26 | 26 | 27 | 11 | 7 | 23 | 27 |
Croatia | 6 | 12 | 18 | 11 | 10 | 10 | 8 | 18 | 19 | 17 | 22 | 12 | 6 | 5 | 18 | 25 |
Cyprus | 2 | 26 | 17 | 20 | 22 | 27 | 24 | 21 | 25 | 1 | 12 | 17 | 18 | 15 | 24 | 18 |
Czechia | 1 | 1 | 10 | 21 | 17 | 19 | 19 | 9 | 13 | 13 | 16 | 9 | 25 | 17 | 13 | 20 |
Denmark | 20 | 4 | 4 | 5 | 11 | 8 | 1 | 2 | 1 | 14 | 5 | 4 | 20 | 23 | 5 | 7 |
Estonia | 24 | 2 | 25 | 8 | 20 | 21 | 4 | 15 | 26 | 21 | 3 | 26 | 27 | 3 | 26 | 26 |
Finland | 14 | 9 | 12 | 2 | 6 | 5 | 22 | 4 | 4 | 11 | 1 | 25 | 17 | 1 | 9 | 13 |
France | 17 | 19 | 15 | 15 | 9 | 9 | 10 | 13 | 10 | 12 | 9 | 3 | 3 | 18 | 20 | 9 |
Germany | 15 | 18 | 3 | 26 | 18 | 6 | 11 | 7 | 6 | 8 | 8 | 7 | 2 | 24 | 2 | 5 |
Greece | 27 | 5 | 23 | 14 | 23 | 20 | 21 | 26 | 20 | 4 | 23 | 11 | 14 | 8 | 21 | 8 |
Hungary | 10 | 17 | 14 | 25 | 26 | 14 | 20 | 12 | 12 | 22 | 24 | 19 | 15 | 20 | 17 | 17 |
Ireland | 12 | 21 | 7 | 6 | 15 | 4 | 3 | 5 | 8 | 7 | 4 | 5 | 26 | 21 | 3 | 14 |
Italy | 21 | 7 | 19 | 23 | 27 | 15 | 12 | 27 | 21 | 25 | 20 | 2 | 13 | 19 | 10 | 11 |
Latvia | 22 | 8 | 27 | 17 | 21 | 24 | 5 | 22 | 17 | 23 | 21 | 13 | 23 | 4 | 27 | 23 |
Lithuania | 18 | 16 | 24 | 12 | 5 | 23 | 26 | 19 | 16 | 20 | 17 | 20 | 5 | 12 | 25 | 19 |
Luxembourg | 8 | 23 | 6 | 7 | 8 | 2 | 27 | 6 | 3 | 2 | 6 | 24 | 19 | 22 | 1 | 3 |
Malta | 4 | 27 | 8 | 16 | 25 | 22 | 17 | 14 | 14 | 15 | 19 | 18 | 21 | 27 | 15 | 15 |
Netherlands | 9 | 25 | 1 | 3 | 7 | 12 | 15 | 3 | 5 | 5 | 11 | 1 | 24 | 26 | 6 | 1 |
Poland | 7 | 22 | 16 | 18 | 14 | 17 | 14 | 16 | 27 | 16 | 25 | 21 | 22 | 16 | 12 | 24 |
Portugal | 19 | 11 | 22 | 9 | 4 | 18 | 13 | 20 | 23 | 19 | 15 | 14 | 10 | 10 | 11 | 12 |
Romania | 26 | 13 | 26 | 24 | 24 | 26 | 9 | 23 | 22 | 27 | 27 | 22 | 4 | 14 | 22 | 21 |
Slovakia | 11 | 3 | 13 | 22 | 12 | 11 | 18 | 17 | 18 | 18 | 18 | 15 | 12 | 9 | 16 | 22 |
Slovenia | 16 | 20 | 20 | 4 | 3 | 3 | 7 | 11 | 11 | 10 | 13 | 10 | 7 | 6 | 8 | 4 |
Spain | 23 | 14 | 9 | 19 | 16 | 16 | 16 | 25 | 15 | 24 | 14 | 6 | 8 | 13 | 19 | 10 |
Sweden | 5 | 6 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 9 | 2 | 23 | 1 | 2 | 14 | 6 |
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Bąk, I.; Sompolska-Rzechuła, A. Urban Development and Sustainable Energy in EU Countries. Sustainability 2024, 16, 6107. https://doi.org/10.3390/su16146107
Bąk I, Sompolska-Rzechuła A. Urban Development and Sustainable Energy in EU Countries. Sustainability. 2024; 16(14):6107. https://doi.org/10.3390/su16146107
Chicago/Turabian StyleBąk, Iwona, and Agnieszka Sompolska-Rzechuła. 2024. "Urban Development and Sustainable Energy in EU Countries" Sustainability 16, no. 14: 6107. https://doi.org/10.3390/su16146107
APA StyleBąk, I., & Sompolska-Rzechuła, A. (2024). Urban Development and Sustainable Energy in EU Countries. Sustainability, 16(14), 6107. https://doi.org/10.3390/su16146107