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DOI | 10.1002/joc.8433 |
Evolution of wind speed observed in Brazil between 1961 and 2020 | |
Lima, Gizelly Cardoso; Rodrigues, Daniele Torres; Silva, Claudio Moises; Costa, Patricia Catarine de Sousa | |
发表日期 | 2024 |
ISSN | 0899-8418 |
EISSN | 1097-0088 |
起始页码 | 44 |
结束页码 | 6 |
卷号 | 44期号:6 |
英文摘要 | The study's main objective was to analyse daily wind speed data in Brazil collected on-site from 1961 to 2020 and assess changes in two 30-year climatological normals, denoted as P1 and P2. Data were sourced from 54 INMET-managed meteorological stations, with missing data filled using the bootstrap expectation maximization algorithm. Imputation performance was evaluated, and results suggested that the 10% imputed level was most reliable, showing low RMSE values (below 0.5), SD values near 1, and r values exceeding 0.93. This method proved suitable for reconstructing historical wind speed data in Brazil. The analysis included the application of the Mann-Kendall test to detect linear trends and Sen's slope test to quantify trend intensity, both at a 5% significance level. Positive trends during P2 were observed in the Amazon basin and Brazil's semiarid region, while negative trends increased along the coast and in the Southeast region. Average wind speeds during P1 were higher than in P2. Comparing the two climatological normals revealed significant positive trends in some regions during P2, with an increase in average monthly variation of up to 0.85 ms(-1). The average slopes of significant trends were -1 and 1 ms(-1)decade(-1) for all periods. The results indicated high wind magnitudes, with maximum power density of 778.08 Wm(-2) for the NEB region, 170.90 Wm(-2) for the SEB region and 401.67 Wm(-2) for the SUB, making these regions promising for future wind power projects. These findings have the potential to enhance the optimization of renewable wind energy generation in Brazil. |
英文关键词 | climate changes; linear trend; missing data; multiple imputation |
语种 | 英语 |
WOS研究方向 | Meteorology & Atmospheric Sciences |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS记录号 | WOS:001189324800001 |
来源期刊 | INTERNATIONAL JOURNAL OF CLIMATOLOGY
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/302172 |
作者单位 | Universidade Federal do Rio Grande do Norte; Universidade Federal do Piaui |
推荐引用方式 GB/T 7714 | Lima, Gizelly Cardoso,Rodrigues, Daniele Torres,Silva, Claudio Moises,et al. Evolution of wind speed observed in Brazil between 1961 and 2020[J],2024,44(6). |
APA | Lima, Gizelly Cardoso,Rodrigues, Daniele Torres,Silva, Claudio Moises,&Costa, Patricia Catarine de Sousa.(2024).Evolution of wind speed observed in Brazil between 1961 and 2020.INTERNATIONAL JOURNAL OF CLIMATOLOGY,44(6). |
MLA | Lima, Gizelly Cardoso,et al."Evolution of wind speed observed in Brazil between 1961 and 2020".INTERNATIONAL JOURNAL OF CLIMATOLOGY 44.6(2024). |
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