Cargando…

Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources

Global energy demand increases overtime, especially in emerging market economies, producing potential negative environmental impacts, particularly on the long term, on nature and climate changes. Promoting renewables is a robust policy action in world energy-based economies. This study examines if a...

Descripción completa

Detalles Bibliográficos
Autores principales: Mele, Marco, Gurrieri, Antonia Rosa, Morelli, Giovanna, Magazzino, Cosimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006872/
https://www.ncbi.nlm.nih.gov/pubmed/33782824
http://dx.doi.org/10.1007/s11356-021-13337-3
_version_ 1783672384842104832
author Mele, Marco
Gurrieri, Antonia Rosa
Morelli, Giovanna
Magazzino, Cosimo
author_facet Mele, Marco
Gurrieri, Antonia Rosa
Morelli, Giovanna
Magazzino, Cosimo
author_sort Mele, Marco
collection PubMed
description Global energy demand increases overtime, especially in emerging market economies, producing potential negative environmental impacts, particularly on the long term, on nature and climate changes. Promoting renewables is a robust policy action in world energy-based economies. This study examines if an increase in renewables production has a positive effect on the Brazilian economy, partially offsetting the SARS-CoV2 outbreak recession. Using data on Brazilian economy, we test the contribution of renewables on the economy via a ML architecture (through a LSTM model). Empirical findings show that an ever-greater use of renewables may sustain the economic growth recovery, generating a better performing GDP acceleration vs. other energy variables.
format Online
Article
Text
id pubmed-8006872
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer Berlin Heidelberg
record_format MEDLINE/PubMed
spelling pubmed-80068722021-03-30 Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources Mele, Marco Gurrieri, Antonia Rosa Morelli, Giovanna Magazzino, Cosimo Environ Sci Pollut Res Int Research Article Global energy demand increases overtime, especially in emerging market economies, producing potential negative environmental impacts, particularly on the long term, on nature and climate changes. Promoting renewables is a robust policy action in world energy-based economies. This study examines if an increase in renewables production has a positive effect on the Brazilian economy, partially offsetting the SARS-CoV2 outbreak recession. Using data on Brazilian economy, we test the contribution of renewables on the economy via a ML architecture (through a LSTM model). Empirical findings show that an ever-greater use of renewables may sustain the economic growth recovery, generating a better performing GDP acceleration vs. other energy variables. Springer Berlin Heidelberg 2021-03-29 2021 /pmc/articles/PMC8006872/ /pubmed/33782824 http://dx.doi.org/10.1007/s11356-021-13337-3 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Article
Mele, Marco
Gurrieri, Antonia Rosa
Morelli, Giovanna
Magazzino, Cosimo
Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title_full Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title_fullStr Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title_full_unstemmed Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title_short Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources
title_sort nature and climate change effects on economic growth: an lstm experiment on renewable energy resources
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006872/
https://www.ncbi.nlm.nih.gov/pubmed/33782824
http://dx.doi.org/10.1007/s11356-021-13337-3
work_keys_str_mv AT melemarco natureandclimatechangeeffectsoneconomicgrowthanlstmexperimentonrenewableenergyresources
AT gurrieriantoniarosa natureandclimatechangeeffectsoneconomicgrowthanlstmexperimentonrenewableenergyresources
AT morelligiovanna natureandclimatechangeeffectsoneconomicgrowthanlstmexperimentonrenewableenergyresources
AT magazzinocosimo natureandclimatechangeeffectsoneconomicgrowthanlstmexperimentonrenewableenergyresources