GSTDTAP  > 气候变化
DOI10.1002/joc.4990
Comparison of spatial interpolation techniques to generate high-resolution climate surfaces for Nigeria
Arowolo, Aisha Olushola1,2,3; Bhowmik, Avit Kumar4; Qi, Wei1; Deng, Xiangzheng1
2017-08-01
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2017
卷号37
文章类型Article
语种英语
国家Peoples R China; Nigeria; Sweden
英文摘要

Climate datagaps are a major challenge for understanding the impacts of climate change on ecosystems, particularly in highly climate vulnerable countries such as Nigeria. The generation of gridded climate data sets in the form of interpolated surfaces may help to fill climate datagaps and in turns enable climate change impact assessments. This article generates climate surfaces of monthly total precipitation and minimum and maximum temperatures for Nigeria at 0.001 degrees spatial resolution by comparing two spatial interpolation techniques, i.e. kriging with external drifts and thin plate splines. Climate data from 43 meteorological stations covering the period of 1960-2012 were used to generate climate surfaces fitting the longitude, latitude, elevation and distance to coastline of the stations as independent variables. Three model error statistics, i.e. root mean square error (RMSE), Nash-Sutcliffe efficiency (NSE) and index of agreement (d), were used to evaluate and compare the performances of interpolation techniques. The second-order and third-order partial thin plate splines were identified as the optimal models for generating precipitation, and minimum and maximum temperatures surfaces, respectively. The best-fit surfaces yielded an average RMSE, NSE and d of 14.98, 0.87 and 0.97 for precipitation, 0.42, 0.91 and 0.98 for minimum temperature and 0.52, 0.89 and 0.97 for maximum temperature. Our high-resolution climate surfaces are freely available from an online repository and widely applicable for climate change analysis as well as for biological, forestry and agricultural studies in Nigeria.


英文关键词climate surfaces thin plate splines kriging interpolation temperature precipitation Nigeria
领域气候变化
收录类别SCI-E
WOS记录号WOS:000417298600013
WOS关键词GLOBAL LAND AREAS ; DAILY RAINFALL ; DATA SET ; SPLINES ; MODELS ; PRECIPITATION ; CANADA ; TEMPERATURE ; ALTIPLANO ; MAXIMUM
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/37665
专题气候变化
作者单位1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Ctr Chinese Agr Policy, Beijing, Peoples R China;
2.Univ Chinese Acad Sci, Beijing, Peoples R China;
3.Fed Univ Agr, Dept Agr Econ & Farm Management, Abeokuta, Ogun State, Nigeria;
4.Stockholm Univ, Stockholm Resilience Ctr, Stockholm, Sweden
推荐引用方式
GB/T 7714
Arowolo, Aisha Olushola,Bhowmik, Avit Kumar,Qi, Wei,et al. Comparison of spatial interpolation techniques to generate high-resolution climate surfaces for Nigeria[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2017,37.
APA Arowolo, Aisha Olushola,Bhowmik, Avit Kumar,Qi, Wei,&Deng, Xiangzheng.(2017).Comparison of spatial interpolation techniques to generate high-resolution climate surfaces for Nigeria.INTERNATIONAL JOURNAL OF CLIMATOLOGY,37.
MLA Arowolo, Aisha Olushola,et al."Comparison of spatial interpolation techniques to generate high-resolution climate surfaces for Nigeria".INTERNATIONAL JOURNAL OF CLIMATOLOGY 37(2017).
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