Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network
The energy crisis caused first by the COVID-19 pandemic and continued by the Russo-Ukrainian War has demonstrated that energy is a determining factor in the conduct of activities of any state. Several studies have examined the relationship between energy consumption and economic growth, developing v...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2023-01-01
|
Series: | Energies |
Subjects: | |
Online Access: | https://www.mdpi.com/1996-1073/16/2/871 |
_version_ | 1797443058576392192 |
---|---|
author | Georgeta Soava Anca Mehedintu |
author_facet | Georgeta Soava Anca Mehedintu |
author_sort | Georgeta Soava |
collection | DOAJ |
description | The energy crisis caused first by the COVID-19 pandemic and continued by the Russo-Ukrainian War has demonstrated that energy is a determining factor in the conduct of activities of any state. Several studies have examined the relationship between energy consumption and economic growth, developing various theories, but there is no consensus. This study investigates relationships by analyzing several regression models and choosing the fittest. Then, the verification of its validity is performed through the neural network, which gives greater credibility to the results obtained. Furthermore, using a structural analysis, the investigation is expanded to ranking the impact of sector-specific energy consumption on economic growth. The research includes data from 1995 to 2020 for the European Union (EU) and Romania. The results indicate that short-term energy consumption can have a positive or negative impact on economic growth, both in the EU and Romania. The structural analysis highlights the direct and indirect effects, with different intensities, of sector-specific energy consumption on economic growth. This study is interested primarily in the conditions of uncertainty caused by the COVID-19 pandemic and the Russo-Ukrainian War, to enable the EU and each member state to take effective energy policy measures to ensure their energy security. |
first_indexed | 2024-03-09T12:51:36Z |
format | Article |
id | doaj.art-1389abdcc2f148d28bfbb519d86ebbce |
institution | Directory Open Access Journal |
issn | 1996-1073 |
language | English |
last_indexed | 2024-03-09T12:51:36Z |
publishDate | 2023-01-01 |
publisher | MDPI AG |
record_format | Article |
series | Energies |
spelling | doaj.art-1389abdcc2f148d28bfbb519d86ebbce2023-11-30T22:05:18ZengMDPI AGEnergies1996-10732023-01-0116287110.3390/en16020871Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural NetworkGeorgeta Soava0Anca Mehedintu1Department of Statistics and Economic Informatics, University of Craiova, A.I. Cuza 13, 200585 Craiova, RomaniaDepartment of Statistics and Economic Informatics, University of Craiova, A.I. Cuza 13, 200585 Craiova, RomaniaThe energy crisis caused first by the COVID-19 pandemic and continued by the Russo-Ukrainian War has demonstrated that energy is a determining factor in the conduct of activities of any state. Several studies have examined the relationship between energy consumption and economic growth, developing various theories, but there is no consensus. This study investigates relationships by analyzing several regression models and choosing the fittest. Then, the verification of its validity is performed through the neural network, which gives greater credibility to the results obtained. Furthermore, using a structural analysis, the investigation is expanded to ranking the impact of sector-specific energy consumption on economic growth. The research includes data from 1995 to 2020 for the European Union (EU) and Romania. The results indicate that short-term energy consumption can have a positive or negative impact on economic growth, both in the EU and Romania. The structural analysis highlights the direct and indirect effects, with different intensities, of sector-specific energy consumption on economic growth. This study is interested primarily in the conditions of uncertainty caused by the COVID-19 pandemic and the Russo-Ukrainian War, to enable the EU and each member state to take effective energy policy measures to ensure their energy security.https://www.mdpi.com/1996-1073/16/2/871energy consumptioneconomic growthCOVID-19neural networkcurve estimation regressionsector consumption energy |
spellingShingle | Georgeta Soava Anca Mehedintu Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network Energies energy consumption economic growth COVID-19 neural network curve estimation regression sector consumption energy |
title | Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network |
title_full | Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network |
title_fullStr | Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network |
title_full_unstemmed | Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network |
title_short | Final Energy Consumption—Growth Nexus in Romania Versus the European Union: A Sectoral Approach Using Neural Network |
title_sort | final energy consumption growth nexus in romania versus the european union a sectoral approach using neural network |
topic | energy consumption economic growth COVID-19 neural network curve estimation regression sector consumption energy |
url | https://www.mdpi.com/1996-1073/16/2/871 |
work_keys_str_mv | AT georgetasoava finalenergyconsumptiongrowthnexusinromaniaversustheeuropeanunionasectoralapproachusingneuralnetwork AT ancamehedintu finalenergyconsumptiongrowthnexusinromaniaversustheeuropeanunionasectoralapproachusingneuralnetwork |