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...

Full description

Bibliographic Details
Main Authors: Georgeta Soava, Anca Mehedintu
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