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

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Abstract

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.

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Mele, M., Gurrieri, A. R., Morelli, G., & Magazzino, C. (2021). Nature and climate change effects on economic growth: an LSTM experiment on renewable energy resources. Environmental Science and Pollution Research, 28(30), 41127–41134. https://doi.org/10.1007/s11356-021-13337-3

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