Evaluation of the Applicability of Three Methods for Climatic Spatial Interpolation in the Hengduan Mountains Region
文献类型:期刊论文
作者 | Xu, Xiaoming; Zhang, Xueqin; Li, Xiang |
刊名 | JOURNAL OF HYDROMETEOROLOGY
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出版日期 | 2023 |
卷号 | 24期号:1页码:35-51 |
关键词 | Complex terrain Precipitation Temperature Interpolation schemes Model comparison |
ISSN号 | 1525-755X |
DOI | 10.1175/JHM-D-22-0039.1 |
文献子类 | Article |
英文摘要 | An ideal spatial interpolation approach is indispensable for obtaining high-quality gridded climatic data in mountainous regions with scarce observations, particularly for the Hengduan Mountains Region (HMR) with dense longitudinal ranges and gorges. However, there is much controversy about the applicability of thin plate smooth spline (TPSS), cokriging, and inverse distance weighting (IDW) in mountainous regions. Here, we use the daily observations of temperature and precipitation at 125 stations in HMR and its surroundings from 1961 to 2018 and adopt three interpolation methods to map the annual average temperature and precipitation at a resolution of 500 m in HMR. Then, we assess the applicability of three interpolation methods in HMR from the perspectives of interpolation accuracy and effects. The evaluation implies a satisfactory interpolation accuracy of TPSS with the highest correlation and lowest error, whether for temperature (R-2 = 0.92, RMSE = 1.2 degrees C) or precipitation (R-2 = 0.54, RMSE = 165.9 mm). In addition, the TPSS could better display the temperature (precipitation) gradient along elevation and depict dry valleys' high-temperature and low-precipitation characteristics. Moreover, the satisfactory interpolation performance of TPSS mainly benefits from the screening of optimal TPSS model that varied primarily with the regional topography feature and meteorological observation density. The uncertainty of gridded climate datasets has become an urgent problem to solve in the complex terrain. This research illustrates the satisfactory applicability of TPSS for climatic spatial interpolation in HMR, providing theoretical support for high-precision interpolation in complex terrain, hopefully improving the regional weather forecasts and disaster warnings. |
WOS关键词 | DEBRIS-FLOW ACTIVITY ; METEOROLOGICAL VARIABLES ; DAILY PRECIPITATION ; RAINFALL ; SATELLITE ; TEMPERATURE ; DISTANCE ; PREDICTION ; ACCURACY ; TRENDS |
WOS研究方向 | Meteorology & Atmospheric Sciences |
WOS记录号 | WOS:000922476400001 |
出版者 | AMER METEOROLOGICAL SOC |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/189664] ![]() |
专题 | 陆地表层格局与模拟院重点实验室_外文论文 |
作者单位 | 1.University of Chinese Academy of Sciences, CAS 2.Institute of Geographic Sciences & Natural Resources Research, CAS 3.Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Xu, Xiaoming,Zhang, Xueqin,Li, Xiang. Evaluation of the Applicability of Three Methods for Climatic Spatial Interpolation in the Hengduan Mountains Region[J]. JOURNAL OF HYDROMETEOROLOGY,2023,24(1):35-51. |
APA | Xu, Xiaoming,Zhang, Xueqin,&Li, Xiang.(2023).Evaluation of the Applicability of Three Methods for Climatic Spatial Interpolation in the Hengduan Mountains Region.JOURNAL OF HYDROMETEOROLOGY,24(1),35-51. |
MLA | Xu, Xiaoming,et al."Evaluation of the Applicability of Three Methods for Climatic Spatial Interpolation in the Hengduan Mountains Region".JOURNAL OF HYDROMETEOROLOGY 24.1(2023):35-51. |
入库方式: OAI收割
来源:地理科学与资源研究所
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