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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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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 |
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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 |
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