journal article·2023-07-23Open access

Greenhouse Gas Emissions Forecasts in Countries of the European Union by Means of a Multifactor Algorithm

Antonio Marotta, César Porras-Amores, Antonio Rodríguez Rodríguez Sánchez, Paola Villoria Villoria Sáez, Gabriele Masera

Applied Sciences· Volume 13· Issue 14

Abstract

A novel multifactor algorithm is developed with the aim of estimating GHG emissions in the EU countries and forecasting different future scenarios. This is created starting from (1) GDP, (2) population and (3) renewable energy share (RES). The determination coefficient (R2) of the multiple regression adopted reaches a value of 0.96; thus, only 4% of the GHG variation cannot be explained by the combination of the three variables. Germany is removed from the model after analysing the statistical outliers, as it presents an unusual behaviour within the European context. Also, France, Italy and Ireland are removed in the forecast analysis since they are characterised by corrected weighting values above the threshold value of the algorithm (0.156). The results show that GHG emissions decrease 14% in a low-growth-rate scenario, increase 24% in an average-growth scenario and increase 104% in a high-growth-rate scenario. Countries that improve the most are the ones that are currently underdeveloped in RES and are expected to decrease their population in the future (Croatia, Latvia, Cyprus and Greece). Other countries currently well positioned but with expected population growth (Sweden, Luxemburg and Denmark) or with expected intense GDP growth (Estonia and Malta) may lack decarbonisation levers. Therefore, policy makers should introduce additional subsidy schemes and tax exemptions in both developed and less developed countries to meet EU decarbonisation targets.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Energy, Environment, Economic Growth · Environmental Impact and Sustainability · Climate Change Policy and Economics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Departamento de Construcciones Arquitectónicas y su Control, Escuela Técnica Superior de Edificación (UPM), Universidad Politécnica de Madrid, Avenida Juan de Herrera, 6, 28040 Madrid, Spain

Department of Architecture, Built Environment and Construction Engineering, Politecnico di Milano, Via Giuseppe Ponzio, 31, 20133 Milan, Italy

References (51)

Show source-provided references
1. Climate Change and Greenhouse Gases10.1029/99EO00325 ↗
2. Santana, J.C.C., Miranda, A.C., Yamamura, C.L.K., da Silva Filho, S.C., Tambourgi, E.B., Lee Ho, L., and Berssaneti, F.T. (2020). Effects of Air Pollution on Human Health and Costs: Current Situation in São Paulo, Brazil. Sustainability, 12.10.3390/su12124875 ↗
3. Ma, Q. (2022, August 19). NASA GISS: Science Briefs: Greenhouse Gases: Refining the Role of Carbon Dioxide, Available online: https://www.giss.nasa.gov/research/briefs/1998_ma_01/.
4. Global Warming and Carbon Dioxide through Sciences10.1016/j.envint.2008.07.007 ↗
5. Masson-Delmotte, V., Zhai, P., Pörtner, H.-O., Roberts, D., Skea, J., and Shukla, P. (2018). An IPCC Special Report on the Impacts of Global Warming of 1.5 °C above Pre-Industrial Levels and Related Global Greenhouse Gas Emission Pathways, Available online: https://www.ipcc.ch/site/assets/uploads/sites/2/2019/06/SR15_Full_Report_Low_Res.pdf.
6. Tiseo, I. (2022, August 27). Annual CO2 Emissions Worldwide 1940–2020. Available online: https://www.statista.com/statistics/276629/global-co2-emissions/.
7. Ritchie, H., Roser, M., and Rosado, P. (2022, August 19). CO2 and Greenhouse Gas Emissions. Available online: https://ourworldindata.org/co2-and-greenhouse-gas-emissions.
8. Tiseo, I. (2022, August 27). EU Carbon Dioxide Emissions. Available online: https://www.statista.com/statistics/450017/co2-emissions-europe-eurasia/.
9. Maizland, L. (2022, August 27). Global Climate Agreements: Successes and Failures. Available online: https://www.cfr.org/backgrounder/paris-global-climate-change-agreements.
10. European Commission (2022, August 19). Directive (EU) 2018/2002 of the European Parliament and of the Council of 11 December 2018 Amending Directive 2012/27/EU on Energy Efficiency (Text with EEA Relevance), Available online: https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32018L2002&rid=7.
11. European Commission (2022, August 19). Stepping Up Europe’s 2030 Climate Ambition Investing in a Climate-Neutral Future for the Benefit of Our People, Available online: https://knowledge4policy.ec.europa.eu/publication/communication-com2020562-stepping-europe%E2%80%99s-2030-climate-ambition-investing-climate_en.
12. Santana, J.C.C., Machado, P.G., Nascimento, C.A.O.D., and Ribeiro, C.D.O. (2023). Economic and Environmental Assessment of Hydrogen Production from Brazilian Energy Grid. Energies, 16.10.3390/en16093769 ↗
13. Ślusarczyk, B., Żegleń, P., Kluczek, A., Nizioł, A., and Górka, M. (2022). The Impact of Renewable Energy Sources on the Economic Growth of Poland and Sweden Considering COVID-19 Times. Energies, 15.10.3390/en15010332 ↗
14. Causalities between CO2, Electricity, and Other Energy Variables during Phase I and Phase II of the EU ETS10.1016/j.enpol.2010.02.004 ↗
15. Cai, W., and Pan, J. (2017). Stochastic Differential Equation Models for the Price of European CO2 Emissions Allowances. Sustainability, 9.10.3390/su9020207 ↗
16. Assessment of Ghg Emissions in Europe: Future Estimates and Policy Implications10.30638/eemj.2020.014 ↗
17. European Commission (2023, January 28). Carbon Border Adjustment Mechanism, Available online: https://taxation-customs.ec.europa.eu/green-taxation-0/carbon-border-adjustment-mechanism_en.
18. Stiglitz, J., and Stern, N. (2023, January 28). Report of the High-Level Commission on Carbon Prices. Available online: https://www.carbonpricingleadership.org/report-of-the-highlevel-commission-on-carbon-prices.
19. Huusko, H. (2022, August 27). Set Science-Based Emission Reduction Targets | UN Global Compact. Available online: https://www.unglobalcompact.org/take-action/action/science-based-target.
20. Marotta, A., Porras-Amores, C., and Rodríguez Sánchez, A. (2023). Are Green Buildings an Indicator of Sustainable Development?. Appl. Sci., 13.10.3390/app13053005 ↗
21. Vasylieva, T., Lyulyov, O., Bilan, Y., and Streimikiene, D. (2019). Sustainable Economic Development and Greenhouse Gas Emissions: The Dynamic Impact of Renewable Energy Consumption, GDP, and Corruption. Energies, 12.10.3390/en12173289 ↗
22. Simionescu, M., Păuna, C.B., and Niculescu, M.-D.V. (2021). The Relationship between Economic Growth and Pollution in Some New European Union Member States: A Dynamic Panel ARDL Approach. Energies, 14.10.3390/en14092363 ↗
23. Revisiting Environmental Kuznets Curve: An Investigation of Renewable and Non-Renewable Energy Consumption Role10.1007/s11356-022-21776-9 ↗
24. Leitão, N.C., and Lorente, D.B. (2020). The Linkage between Economic Growth, Renewable Energy, Tourism, CO2 Emissions, and International Trade: The Evidence for the European Union. Energies, 13.10.3390/en13184838 ↗
25. Busu, M. (2020). Analyzing the Impact of the Renewable Energy Sources on Economic Growth at the EU Level Using an ARDL Model. Mathematics, 8.10.3390/math8081367 ↗
26. Fossil & Renewable Energy Consumption, GHGs (Greenhouse Gases) and Economic Growth: Evidence from a Panel of EU (European Union) Countries10.1016/j.energy.2014.07.008 ↗
27. Is the Environmental Kuznets Curve in Europe Related to the Per-Capita Ecological Footprint or CO2 Emissions?10.1016/j.ecolind.2020.106187 ↗
28. Modeling the Nexus between Carbon Emissions, Urbanization, Population Growth, Energy Consumption, and Economic Development in Asia: Evidence from Grey Relational Analysis10.1016/j.egyr.2022.03.179 ↗
29. Assessment and Valuation of Public Health Impacts from Gradual Biodiesel Implementation in the Transport Energy Matrix in Brazil10.4209/aaqr.2017.11.0449 ↗
30. New Quantification Proposal for Construction Waste Generation in New Residential Constructions10.1016/j.jclepro.2015.04.029 ↗
31. Hierarchical Modeling of the 50 Largest Economies to Verify the Impact of GDP, Population and Renewable Energy Generation in CO2 Emissions10.1016/j.spc.2020.02.001 ↗
32. Sahlian, D.N., Popa, A.F., and Creţu, R.F. (2021). Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis. Energies, 14.10.3390/en14164762 ↗
33. Coal Phase-out in Germany—Implications and Policies for Affected Regions10.1016/j.energy.2020.117004 ↗
34. The Role of Renewable Energy, Immigration and Real Income in Environmental Sustainability Target. Evidence from Europe Largest States10.1016/j.scitotenv.2019.04.163 ↗
35. Marotta, A., Porras-Amores, C., and Rodríguez Sánchez, A. (2021). Resilient Built Environment: Critical Review of the Strategies Released by the Sustainability Rating Systems in Response to the COVID-19 Pandemic. Sustainability, 13.10.3390/su132011164 ↗
36. González-Sánchez, M., and Martín-Ortega, J.L. (2020). Greenhouse Gas Emissions Growth in Europe: A Comparative Analysis of Determinants. Sustainability, 12.10.3390/su12031012 ↗
37. Simionescu, M., Strielkowski, W., and Tvaronavičienė, M. (2020). Renewable Energy in Final Energy Consumption and Income in the EU-28 Countries. Energies, 13.10.3390/en13092280 ↗
38. Rubins, M., and Pilvere, I. (2017, January 4–5). Development of Renewable Energy Policy in Latvia. Proceedings of the International Scientific Conference, Jelgava, Latvia.
39. Simionescu, M., Bilan, Y., Krajňáková, E., Streimikiene, D., and Gędek, S. (2019). Renewable Energy in the Electricity Sector and GDP per Capita in the European Union. Energies, 12.10.3390/en12132520 ↗
40. Ntanos, S., Skordoulis, M., Kyriakopoulos, G., Arabatzis, G., Chalikias, M., Galatsidas, S., Batzios, A., and Katsarou, A. (2018). Renewable Energy and Economic Growth: Evidence from European Countries. Sustainability, 10.10.3390/su10082626 ↗
41. A Decomposition and Decoupling Analysis of Carbon Dioxide Emissions from Electricity Generation: Evidence from the EU-27 and the UK10.1016/j.energy.2021.120861 ↗
42. Sustainable Development and Competition: New Evidence from EU Countries10.1051/e3sconf/202129606045 ↗
43. Energy Productivity and Environmental Deregulation: The Case of Greece10.1007/s11356-022-21590-3 ↗
44. Stamopoulos, D., Dimas, P., Sebos, I., and Tsakanikas, A. (2021). Does Investing in Renewable Energy Sources Contribute to Growth? A Preliminary Study on Greece’s National Energy and Climate Plan. Energies, 14.10.3390/en14248537 ↗
45. Loumakis, S., Giannini, E., and Maroulis, Z. (2019). Renewable Energy Sources Penetration in Greece: Characteristics and Seasonal Variation of the Electricity Demand Share Covering. Energies, 12.10.3390/en12122441 ↗
46. Kosmopoulos, P., Kantzioura, A., Kosmopoulos, I., Kleskas, K., and Kosmopoulos, A. (2021, August 23). Public Opinion in Greece about Photovoltaics & Renewable Energy Sources; Skiathos Island, Greece. Available online: https://www.researchgate.net/publication/354067042_PUBLIC_OPINION_IN_GREECE_ABOUT_PHOTOVOLTAICS_RENEWABLE_ENERGY_SOURCES.
47. Investment in Renewable Energy: Practical Case in Estonia10.1051/matecconf/201819305065 ↗
48. Analysis of Renewable Energies in European Union10.1016/j.rser.2015.10.152 ↗
49. The EU’s Clean Energy Strategy for Islands: A Policy Perspective on Malta’s Spatial Governance in Energy Transition10.1016/j.enpol.2020.111361 ↗
50. Franzitta, V., Curto, D., Milone, D., and Rao, D. (2016). Assessment of Renewable Sources for the Energy Consumption in Malta in the Mediterranean Sea. Energies, 9.10.3390/en9121034 ↗
51. Ligus, M., and Peternek, P. (2021). The Sustainable Energy Development Index—An Application for European Union Member States. Energies, 14.10.3390/en14041117 ↗