Figure 1.

Figure 2.

Figure 3.

Figure 4.

Figure 5.

Figure 6.

Descriptive statistics for group metrics, 2022
| Group | Characteristics | X1 | X2 | X3 | X4 |
|---|---|---|---|---|---|
| I | min. | 41.60 | 10.24 | 47.93 | 50.11 |
| max. | 66.00 | 29.16 | 83.34 | 69.39 | |
| mean | 51.83 | 19.41 | 69.50 | 59.35 | |
| II | min. | 29.35 | 2.40 | 26.46 | 30.58 |
| max. | 43.32 | 10.14 | 74.67 | 65.44 | |
| mean | 34.86 | 6.59 | 50.00 | 48.55 | |
| III | min. | 19.01 | 4.08 | 10.13 | 8.59 |
| max. | 25.00 | 10.81 | 50.90 | 41.56 | |
| mean | 21.68 | 8.64 | 33.94 | 26.79 | |
| IV | min. | 13.11 | 5.51 | 15.34 | 6.30 |
| max. | 19.10 | 10.35 | 36.78 | 25.80 | |
| mean | 15.65 | 7.75 | 22.37 | 17.28 |
Coefficient of correlation between the variables in 2015 and 2022
| Year | 2015 | 2022 | ||||
|---|---|---|---|---|---|---|
| Variable | X1 | X2 | X3 | X1 | X2 | X3 |
| X2 | 0.525** | 0.590** | ||||
| X3 | 0.795*** | 0.351 | 0.742*** | 0.405* | ||
| X4 | 0.930*** | 0.369 | 0.574** | 0.859*** | 0.351 | 0.394* |
Metrics for classifying European Union member states in terms of the level of consumption of RES
| Variable | Full name |
|---|---|
| x1 | Share of renewable energy in gross final energy consumption (total) |
| x2 | Share of renewable energy in gross final energy consumption in transport |
| x3 | Share of renewable energy in gross final energy consumption in electricity |
| x4 | Share of renewable energy in gross final energy consumption in heating and cooling |
Groups of European Union member states similar in terms of the development of RES consumption in 2022
| Group | Country (acronym) |
|---|---|
| Group 1 | Sweden (SE), Finland (FI), Denmark (DK) |
| Group 2 | Latvia (LV), Austria (AT), Portugal (PT), Estonia (EE), Lithuania (LT), Croatia (HR) |
| Group 3 | Spain (ES), Slovenia (SI), Romania (RO), Germany (DE), Italy (IT), Greece (GR), France (FR), Cyprus (CY) |
| Group 4 | Bulgaria (BG), Netherlands (NL), Malta (MT), Slovakia (SK), Belgium (BE), Czechia (CZ), Poland (PL), Hungary (HU), Luxembourg (LU), Ireland (IE) |
Selected total ordering methods
| Method | Synthetic variable | Comments |
|---|---|---|
| Hellwig |
|
|
| TOPSIS |
|
|
| SSW |
|
|
| MUZ |
|
|
Values of mpq and u̅p calculated with Eqs (1) and (2)
| Method | HELLWIG | TOPSIS | SSW | MUZ | u̅p |
|---|---|---|---|---|---|
| HELLWIG | 1.000 | 0.890 | 0.945 | 0.918 | 0.918 |
| TOPSIS | 0.890 | 1.000 | 0.896 | 0.885 | 0.890 |
| SSW | 0.945 | 0.896 | 1.000 | 0.962 | 0.934 |
| MUZ | 0.918 | 0.885 | 0.962 | 1.000 | 0.921 |
