Analyzing the Brazilian project of energy expansion

Author:

de Macedo Jorge Luiz1ORCID,de Alencar Nääs Irenilza1ORCID

Affiliation:

1. Paulista University, São Paulo, SP, BRAZIL

Abstract

The Brazilian energy grid encompasses mainly hydroelectric power, despite investments in other energy sources. The country’s energy forecast is based on the demand and the contracted projects to supply the consumers’ needs. The present study aimed to analyze the Brazilian investment in energy based on the installed capacity and the country’s forecast. The research question evaluated whether the future energy investments comply with the country’s agreement in reducing emissions and focusing on sustainable development. Primary data were retrieved from governmental open sources and organized. The dependent variables were the data on installed capacity in 2021 (MW), forecast capacity for 2024 (MW), and growth (%). Applying the random forest model, data mining using the Rapidminer Studio was applied to the database. Decision tree algorithms were obtained involving the studied variables. The accuracy was 68% and kappa (<i>κ</i>)=0.60 (prediction result is suitable when accuracy is ≥60%, and <i>κ</i>≥0.60). Three decision tree models were selected to represent the chosen attributes based on the coherence of the decision flow amongst the studied variables. Using data mining, the prediction models of the energy investment in Brazil show the energy forecast for 2024. The current study points out that future investments in energy sources in the electric grid in Brazil aim for diversity since it plans for solar and wind energy sources; nevertheless, it also includes thermal and hydroelectric energy sources.

Publisher

Modestum Ltd

Subject

General Earth and Planetary Sciences,General Environmental Science

Reference35 articles.

1. ABRAPCH. (2021). Cenário de PCHs e CGHs no Brasil [Scenario of PCHs and CGHs in Brazil]. Associação Brasileira de Pequenas Centrais Hidrelétricas (PCHs) e Centrais Geradoras Hidrelétricas (CGHs) [Brazilian Association of Small Hydroelectric Power Plants (PCHs) and Hydroelectric Generating Centers (CGHs)]. https://abrapch.org.br/o-setor/cenario-de-pchs-e-cghs-no-brasil/

2. Anderson, E. P., Jenkins, C. N., Heilpern, S., Maldonado-Ocampo, J. A., Carvajal-Vallejos, F. M., Encalada, A. C., & Tedesco, P. A. (2018). Fragmentation of Andes-to-Amazon connectivity by hydropower dams. Science Advances, 4(1), eaao1642. https://doi.org/10.1126/sciadv.aao1642

3. Baker, R. S. J., Isotani, S., & Carvalho, A. M. J. B. (2011). Mineração de dados educacionais: Oportunidades para o Brasil [Educational data mining: Opportunities for Brazil]. Revista Brasileira de Informática na Educação [Brazilian Journal of Informatics in Education], 19(2), 3-13. https://doi.org/10.5753/rbie.2011.19.02.03

4. Basso, T. M. (2017). Análise técnico-econômica de um sistema de geração eólica para uma unidade armazenadora e secadora de grãos [Technical-economic analysis of a wind generation system for a grain storage and dryer unit] [MSc dissertation, State University of Western Paraná].

5. Bondarik, R., Pilatti, L. A., & Horst, D. J. (2018). Uma visão geral sobre o potencial de geração de energias renováveis no Brasil [An overview of the renewable energy generation potential in Brazil]. Interciencia [Interscience], 43(10), 680-668.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3