中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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
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
DOI10.1175/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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