Comparison of approaches to spatiotemporally interpolate land surface air temperature for the Qinghai-Tibet Plateau
文献类型：期刊论文
| 作者 | Shen, Fengbei1,2; Xu, Chengdong1,2; Hu, Maogui2 |
| 刊名 | ENVIRONMENTAL EARTH SCIENCES
 |
| 出版日期 | 2023-10-01 |
| 卷号 | 82期号:19页码:14 |
| 关键词 | The Qinghai-Tibet Plateau Surface air temperature (SAT) interpolation Heterogeneity Spatiotemporal kriging |
| ISSN号 | 1866-6280 |
| DOI | 10.1007/s12665-023-11151-3 |
| 通讯作者 | Xu, Chengdong(xucd@lreis.ac.cn) |
| 英文摘要 | The Qinghai-Tibet Plateau has complex geomorphic features, which makes it difficult to interpolate surface air temperature precisely because of sparse samples and intensive spatial variations. Different interpolation methods have been developed, and they perform differently under various situations. The statistical errors of interpolation methods are determined by the population properties, the condition of the samples, and the adequacy of covariates. However, few studies have focused on optimal interpolation strategies for Qinghai-Tibet Plateau. In this study, seven typical interpolation models were used and compared. The model-based methods (e.g., ordinary kriging), design-based methods (inverse distance weight (IDW), thin plate splines (TPS), and combined methods (e.g., spatiotemporal regression kriging) were considered. Using auxiliary information, spatiotemporal ordinary kriging, and spatiotemporal stratified kriging models were built. Methods were evaluated by cross validation with mean absolute error (MAE) and root-mean-square error (RMSE). Results showed that for both of the index (RMSE, MAE), spatiotemporal kriging stratified by seasons (1.016 degrees C RMSE, 0.767 degrees C MAE) < spatiotemporal kriging stratified by climate regions (1.018 |
| WOS关键词 | SPATIAL INTERPOLATION ; CLIMATE VARIABLES ; RESOLUTION ; REGRESSION ; CHINA ; VARIABILITY ; RAINFALL ; MODELS |
| 资助项目 | National Science Foundation of China[41971357] ; National Science Foundation of China[42130713] |
| WOS研究方向 | Environmental Sciences & Ecology ; Geology ; Water Resources |
| 语种 | 英语 |
| WOS记录号 | WOS:001065240800008 |
| 出版者 | SPRINGER |
| 资助机构 | National Science Foundation of China |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/198043]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Xu, Chengdong |
| 作者单位 | 1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, State Key Lab Resources & Environm Informat Syst, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China |
| 推荐引用方式 GB/T 7714 | Shen, Fengbei,Xu, Chengdong,Hu, Maogui. Comparison of approaches to spatiotemporally interpolate land surface air temperature for the Qinghai-Tibet Plateau[J]. ENVIRONMENTAL EARTH SCIENCES,2023,82(19):14. |
| APA | Shen, Fengbei,Xu, Chengdong,&Hu, Maogui.(2023).Comparison of approaches to spatiotemporally interpolate land surface air temperature for the Qinghai-Tibet Plateau.ENVIRONMENTAL EARTH SCIENCES,82(19),14. |
| MLA | Shen, Fengbei,et al."Comparison of approaches to spatiotemporally interpolate land surface air temperature for the Qinghai-Tibet Plateau".ENVIRONMENTAL EARTH SCIENCES 82.19(2023):14. |
入库方式： OAI收割
来源：地理科学与资源研究所
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