Global horizontal and direct normal solar irradiance modeling by the machine learning methods XGBoost and deep neural networks with CNN-LSTM layers: a case study using the GOES-16 satellite imagery

Author:

Rocha Paulo A. C.ORCID,Santos Victor Oliveira

Funder

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior

Conselho Nacional de Desenvolvimento Científico e Tecnológico

Publisher

Springer Science and Business Media LLC

Subject

General Energy,Environmental Engineering

Reference61 articles.

1. Agreement, P.: United nations. United Nations Treaty Collect, 1–27 (2015)

2. Saidi, K., Omri, A.: The impact of renewable energy on carbon emissions and economic growth in 15 major renewable energy-consuming countries. Environ. Res. 186, 109567 (2020)

3. IRENA: Renewable Energy Statistics 2021. International Renewable Energy Agency (IRENA), Abu Dhabi (2021)

4. Ministry of Mines and Energy: Boletim Mensal de Monitoramento do Sistema Eletrico Brasileiro, Novembro de 2021(2021). Available at: https://www.gov.br/mme/pt-br/assuntos/secretarias/energia-eletrica/publicacoes/boletim-de-monitoramento-do-sistema-eletrico/2021/boletim-de-monitoramento-do-sistema-eletrico-novembro-2021.pdf. Accessed: 2022–01–17

5. Abatan, A.A., Tett, S.F., Dong, B., Cunningham, C., Rudorff, C.M., Klingaman, N.P., de Abreu, R.C.: Drivers and physical processes of drought events over the state of São Paulo, Brazil. Clim. Dyn., 1–15 (2022)

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