Cross-Mapping Important Interactions between Water-Energy-Food Nexus Indices and the SDGs
Abstract
:1. Introduction
2. Materials and Methods
2.1. Cross-Mapping the WEF Nexus Indices on Selected SDG Targets
2.2. Fuzzy Cognitive Maps
3. Results and Discussion
3.1. Analysis and Visualization of the Results
3.2. Fuzzy Cognitive Maps Results
4. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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SDGs | Selected SDG Targets |
---|---|
SDG1: NO POVERTY | 1.3 Social protection |
1.5 Economic and social resilience | |
SDG2: ZERO HUNGER | 2.2 Malnutrition |
2.4 Food production/agriculture | |
SDG3: GOOD HEALTH AND WELL-BEING | 3.4 Non-communicable disease |
3.8 Health coverage | |
SDG4: QUALITY EDUCATION | 4.1 Primary and secondary education |
4.4 Technical/vocational skills | |
SDG5: GENDER EQUALITY | 5.4 Unpaid/domestic work |
5.5 Women’s participation | |
SDG6: CLEAN WATER AND SANITATION | 6.5 Water resources management |
6.6 Water-related ecosystems | |
SDG7: AFFORDABLE AND CLEAN ENERGY | 7.2 Renewable energy |
7.3 Energy efficiency | |
SDG8: DECENT WORK AND ECONOMIC GROWTH | 8.4 Resource efficiency |
8.5 Employment | |
SDG9: INDUSTRY, INNOVATION AND INFRASTRUCTURE | 9.4 Infrastructure |
9.5 Research/development | |
SDG10: REDUCES INEQUALITIES | 10.1 Economic equality |
10.7 Migration | |
SDG11: SUSTAINABLE CITIES AND COMMUNITIES | 11.1 Affordable housing |
11.2 Transport | |
SDG12: RESPONSIBLE CONSUMPTION AND PRODUCTION | 12.1 Sustainable consumption/production |
12.5 Waste | |
SDG13: CLIMATE ACTION | 13.1 Climate change adaptation |
13.2 Climate change policy/planning | |
SDG14: LIFE BELOW WATER | 14.1 Marine pollution |
14.4 Fishery | |
SDG15: LIFE ON LAND | 15.2 Forests |
15.5 Biodiversity | |
SDG16: PEACE, JUSTICE AND STRONG INSTITUTIONS | 16.4 Illicit financial/arms flow |
16.6 Effective institutions | |
SDG17: PARTNERSHIP FOR THE GOALS | 17.11 Exports from developing countries |
17.13 Macroeconomic stability |
NEXUS | FOOD | WATER | ENERGY | ||||||||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SDG Targets | 1.3 | 1.5 | 2.2 | 2.4 | 3.4 | 3.8 | 4.1 | 4.4 | 5.4. | 5.5 | 6.5 | 6.6 | 7.2 | 7.3 | 8.4 | 8.5 | 9.4 | 9.5 | 10.1 | 10.7 | 11.1 | 11.2 | 12.1 | 12.5 | 13.1 | 13.2 | 14.1 | 14.4 | 15.2 | 15.5 | 16.4 | 16.6 | 17.1 | 17.1 | |
1.3 | 1 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
1.5 | 1 | 0 | 0 | 1 | 0 | 0 | |||||||||||||||||||||||||||||
FOOD | 2.2 | 0 | 2 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2.4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 1 | 0 | 1 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 0 | 2 | 3 | 3 | 2 | 0 | 0 | 0 | 0 | |
3.4 | 0 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
3.8 | 1 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
4.1 | 0 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
4.4 | 0 | 1 | 0 | 0 | 1 | 1 | |||||||||||||||||||||||||||||
5.4. | 3 | 1 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
5.5 | 2 | 2 | 1 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
WATER | 6.5 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | −1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | −1 | 0 | 1 | 1 | 2 | 1 | 3 | 2 | 1 | 2 | 0 | 1 | 0 | 1 |
6.6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | −1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | |
ENERGY | 7.2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −1 | −2 | 0 | −1 | 2 | 1 | 3 | 2 | 2 | 0 | 1 | 1 | 0 | 0 | 1 | 3 | 0 | 0 | −1 | −1 | 1 | 0 | −1 | 1 |
7.3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1 | 0 | 3 | 0 | 3 | 2 | 0 | 0 | 1 | 2 | 3 | 3 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | −1 | 0 | |
8.4 | 1 | 2 | 2 | 1 | 1 | 2 | |||||||||||||||||||||||||||||
8.5 | 1 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
9.4 | 0 | 1 | 1 | 0 | 1 | 2 | |||||||||||||||||||||||||||||
9.5 | 0 | 0 | 1 | 0 | 1 | 2 | |||||||||||||||||||||||||||||
10.1 | 1 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
10.7 | 0 | 0 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
11.1 | 0 | 0 | 0 | 0 | 0 | 1 | |||||||||||||||||||||||||||||
11.2 | 0 | 0 | 0 | 0 | 1 | 2 | |||||||||||||||||||||||||||||
12.1 | 1 | 2 | 2 | 1 | 2 | 2 | |||||||||||||||||||||||||||||
12.5 | 0 | 1 | 1 | 1 | 1 | 2 | |||||||||||||||||||||||||||||
13.1 | 1 | 3 | 2 | 3 | −2 | −1 | |||||||||||||||||||||||||||||
13.2 | −2 | 1 | 0 | −1 | 2 | 3 | |||||||||||||||||||||||||||||
14.1 | 0 | 2 | 2 | 3 | 0 | 0 | |||||||||||||||||||||||||||||
14.4 | 1 | 3 | 1 | 2 | 0 | 0 | |||||||||||||||||||||||||||||
15.2 | 0 | 2 | 1 | 3 | −1 | 0 | |||||||||||||||||||||||||||||
15.5 | 1 | 2 | 1 | 2 | 0 | 0 | |||||||||||||||||||||||||||||
16.4 | 1 | 1 | 0 | 0 | 0 | 0 | |||||||||||||||||||||||||||||
16.6 | 2 | 2 | 2 | 1 | 0 | 0 | |||||||||||||||||||||||||||||
17.11 | 0 | −1 | 0 | 0 | −1 | −1 | |||||||||||||||||||||||||||||
17.13 | 0 | 2 | 0 | 0 | 2 | 1 |
NEXUS | FOOD | WATER | ENERGY | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SDGs | SDG_1 | SDG_2 | SDG_3 | SDG_4 | SDG_5 | SDG_6 | SDG_7 | SDG_8 | SDG_9 | SDG_10 | SDG_11 | SDG_12 | SDG_13 | SDG_14 | SDG_15 | SDG_16 | SDG_17 | SUMS | |
SDG_1 | 2 | 1 | 0 | ||||||||||||||||
FOOD | SDG_2 | 2 | 0 | 4 | 1 | 0 | 4 | −1 | 4 | 4 | 0 | 0 | 4 | 4 | 5 | 5 | 0 | 0 | 36 |
SDG_3 | 1 | 0 | 0 | ||||||||||||||||
SDG_4 | 1 | 0 | 2 | ||||||||||||||||
SDG_5 | 8 | 1 | 0 | ||||||||||||||||
WATER | SDG_6 | 3 | 3 | 0 | 0 | 0 | 5 | −2 | 1 | 1 | 0 | −1 | 2 | 5 | 5 | 7 | 1 | 1 | 31 |
ENERGY | SDG_7 | 0 | 2 | 0 | 0 | 0 | −3 | −2 | 6 | 10 | 2 | 5 | 6 | 7 | 0 | −1 | 1 | −1 | 32 |
SDG_8 | 4 | 3 | 3 | ||||||||||||||||
SDG_9 | 1 | 2 | 6 | ||||||||||||||||
SDG_10 | 1 | 0 | 0 | ||||||||||||||||
SDG_11 | 0 | 0 | 4 | ||||||||||||||||
SDG_12 | 4 | 5 | 7 | ||||||||||||||||
SDG_13 | 3 | 4 | 2 | ||||||||||||||||
SDG_14 | 6 | 8 | 0 | ||||||||||||||||
SDG_15 | 5 | 7 | −1 | ||||||||||||||||
SDG_16 | 6 | 3 | 0 | ||||||||||||||||
SDG_17 | 1 | 0 | 1 | ||||||||||||||||
SUMS | 48 | 40 | 19 |
NEXUS | FOOD | WATER | ENERGY | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SDGs | SDG_1 | SDG_2 | SDG_3 | SDG_4 | SDG_5 | SDG_6 | SDG_7 | SDG_8 | SDG_9 | SDG_10 | SDG_11 | SDG_12 | SDG_13 | SDG_14 | SDG_15 | SDG_16 | SDG_17 | |
SDG_1 | 0.1667 | 0.0833 | 0 | |||||||||||||||
FOOD | SDG_2 | 0.1667 | 0 | 0.3333 | 0.0833 | 0 | 0.3333 | −0.0833 | 0.3333 | 0.3333 | 0 | 0 | 0.3333 | 0.3333 | 0.4167 | 0.4167 | 0 | 0 |
SDG_3 | 0.0833 | 0 | 0 | |||||||||||||||
SDG_4 | 0.0833 | 0 | 0.1667 | |||||||||||||||
SDG_5 | 0.6667 | 0.0833 | 0 | |||||||||||||||
WATER | SDG_6 | 0.25 | 0.25 | 0 | 0 | 0 | 0.4167 | −0.1667 | 0.0833 | 0.0833 | 0 | −0.0833 | 0.1667 | 0.4167 | 0.4167 | 0.5833 | 0.0833 | 0.0833 |
ENERGY | SDG_7 | 0 | 0.1667 | 0 | 0 | 0 | −0.25 | −0.1667 | 0.5 | 0.0833 | 0.1667 | 0.4167 | 0.5 | 0.5833 | 0 | −0.0833 | 0.0833 | −0.0833 |
SDG_8 | 0.3333 | 0.25 | 0.25 | |||||||||||||||
SDG_9 | 0.0833 | 0.1667 | 0.5 | |||||||||||||||
SDG_10 | 0.0833 | 0 | 0 | |||||||||||||||
SDG_11 | 0 | 0 | 0.3333 | |||||||||||||||
SDG_12 | 0.3333 | 0.4167 | 0.5833 | |||||||||||||||
SDG_13 | 0.25 | 0.3333 | 0.1667 | |||||||||||||||
SDG_14 | 0.5 | 0.6667 | 0 | |||||||||||||||
SDG_15 | 0.4167 | 0.5833 | −0.0833 | |||||||||||||||
SDG_16 | 0.5 | 0.25 | 0 | |||||||||||||||
SDG_17 | 0.0833 | 0 | 0.0833 |
SDGs Case A | Final Values Case A | SDGs Case B | Final Values Case B |
---|---|---|---|
SDG_5 | 0.5 | SDG_3 | 0.5184 |
SDG_17 | 0.5040 | SDG_10 | 0.5184 |
SDG_4 | 0.5193 | SDG_17 | 0.5360 |
SDG_10 | 0.5301 | SDG_4 | 0.5535 |
SDG_16 | 0.5342 | SDG_1 | 0.5546 |
SDG_11 | 0.5561 | SDG_11 | 0.5701 |
SDG_3 | 0.5767 | SDG_9 | 0.6550 |
SDG_1 | 0.5949 | SDG_13 | 0.6571 |
SDG_8 | 0.6789 | SDG_16 | 0.6588 |
SDG_14 | 0.6835 | SDG_5 | 0.6596 |
SDG_12 | 0.6953 | SDG_8 | 0.6732 |
SDG_15 | 0.7032 | SDG_15 | 0.6904 |
SDG_7 | 0.7249 | SDG_14 | 0.7346 |
SDG_9 | 0.7291 | SDG_12 | 0.7593 |
SDG_13 | 0.7531 | SDG_7 | 0.8471 |
SDG_6 | 0.9194 | SDG_6 | 0.8642 |
SDG_2 | 0.9288 | SDG_2 | 0.8846 |
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Ioannou, A.E.; Laspidou, C.S. Cross-Mapping Important Interactions between Water-Energy-Food Nexus Indices and the SDGs. Sustainability 2023, 15, 8045. https://doi.org/10.3390/su15108045
Ioannou AE, Laspidou CS. Cross-Mapping Important Interactions between Water-Energy-Food Nexus Indices and the SDGs. Sustainability. 2023; 15(10):8045. https://doi.org/10.3390/su15108045
Chicago/Turabian StyleIoannou, Alexandra E., and Chrysi S. Laspidou. 2023. "Cross-Mapping Important Interactions between Water-Energy-Food Nexus Indices and the SDGs" Sustainability 15, no. 10: 8045. https://doi.org/10.3390/su15108045
APA StyleIoannou, A. E., & Laspidou, C. S. (2023). Cross-Mapping Important Interactions between Water-Energy-Food Nexus Indices and the SDGs. Sustainability, 15(10), 8045. https://doi.org/10.3390/su15108045