GSTDTAP  > 气候变化
DOI10.1002/joc.5282
Assessment of NASA/POWER satellite-based weather system for Brazilian conditions and its impact on sugarcane yield simulation
Monteiro, Leonardo A.1; Sentelhas, Paulo C.2; Pedra, George U.1
2018-03-15
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2018
卷号38期号:3页码:1571-1581
文章类型Article
语种英语
国家Brazil
英文摘要

The gridded database provided by National Aeronautics and Space Administration/Prediction of World Wide Energy Resources (NASA/POWER) presents a global coverage of complete weather data at horizontal resolution of 1 degrees latitude-longitude, becoming a potential source for agrometeorological studies. Once Brazil is a country with continental dimensions and the major sugarcane world producer, and its density of ground weather stations suitable for an efficient agricultural planning is sparse, the objectives of this study were to test how robust is the NASA/POWER database through its comparison with the Brazilian ground weather stations network records (INMET) and to quantify the impacts on potential (Y-p) and attainable (Y-att) sugarcane yield simulations when setting NASA/POWER as source of input weather data. The comparisons for weather data records and sugarcane yield simulations were carried out from 1997 to 2016. Statistical indices presented a satisfactory performance for average air temperature (R-2=0.73; d=0.91), minimum air temperature (R-2=0.72; d=0.91), maximum air temperature (R-2=0.57; d=0.84), solar radiation (SR) (R-2=0.71; d=0.92), sunshine hours (R-2=0.68; d=0.90) and reference evapotranspiration, when calculated through Priestley-Taylor (ETo-PT) method (R-2=0.76; d=0.93). When the weather variables were aggregated and compared with a 10-day time scale, a strong improvement of statistical indices was obtained. Y-p presented root mean square error (RMSE) smaller than 10tha(-1) while relative mean error (RME) ranged between +/- 10% for majority of grid cells, with exception for southern Brazil due to low and frost temperatures that satellite cannot capture accurately. Even NASA/POWER offering a relatively coarse grid size database and perhaps some regional data fitting would give better results at higher latitudes and elevation. The results found in this study proved that NASA/POWER products could be used as a source of climatic data for agricultural activities with a reasonable confidence for regional and national spatial scales.


英文关键词weather databases crop simulation models potential and attainable yields agricultural planning climatic variability
领域气候变化
收录类别SCI-E
WOS记录号WOS:000426729300034
WOS关键词NINO-SOUTHERN-OSCILLATION ; MAIZE YIELD ; CROP ; MODEL ; RAINFALL ; PRODUCTIVITY ; TEMPERATURE ; VARIABILITY ; GENERATORS ; PHASES
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/37231
专题气候变化
作者单位1.World Meteorol Org, Brasilia, DF, Brazil;
2.Univ Sao Paulo, Dept Biosyst Engn, ESALQ, Ave Padua Dias 11, BR-13418900 Piracicaba, SP, Brazil
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Monteiro, Leonardo A.,Sentelhas, Paulo C.,Pedra, George U.. Assessment of NASA/POWER satellite-based weather system for Brazilian conditions and its impact on sugarcane yield simulation[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2018,38(3):1571-1581.
APA Monteiro, Leonardo A.,Sentelhas, Paulo C.,&Pedra, George U..(2018).Assessment of NASA/POWER satellite-based weather system for Brazilian conditions and its impact on sugarcane yield simulation.INTERNATIONAL JOURNAL OF CLIMATOLOGY,38(3),1571-1581.
MLA Monteiro, Leonardo A.,et al."Assessment of NASA/POWER satellite-based weather system for Brazilian conditions and its impact on sugarcane yield simulation".INTERNATIONAL JOURNAL OF CLIMATOLOGY 38.3(2018):1571-1581.
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