Short-term agricultural drought prediction based on D-vine copula quantile regression in snow-free unfrozen surface area, China

被引:6
作者
Wu, Tianhui [1 ]
Bai, Jianjun [1 ]
Han, Hongzhu [2 ,3 ]
机构
[1] Shaanxi Normal Univ, Sch Geog & Tourism, Xian 710062, Shaanxi, Peoples R China
[2] Xian Int Studies Univ, Sch Tourism, Xian, Peoples R China
[3] Xian Int Studies Univ, Res Inst Human Geog, Xian, Peoples R China
关键词
agricultural drought; drought prediction; vine copula; remote sensing; SOIL-MOISTURE MEMORY; VEGETATION COVER; LOESS PLATEAU; PRECIPITATION; EVAPOTRANSPIRATION; PERSISTENCE; ZONE;
D O I
10.1080/10106049.2021.2017015
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study aims to propose an agricultural drought prediction model based on D-vine copula quantile regression considering several factors related to agricultural drought occurrence mechanisms in China. The proposed model is applied for short-term agricultural drought prediction (represented by 1-month time scale of the standardized soil moisture index (SSI-1)) considered antecedent soil moisture (represented by SSI-3), real-time rainfall (represented by 1-month time scale of the Standardized Precipitation Index (SPI-1)) and vegetation cover (represented by the Normalized Difference Vegetation Index (NDVI)) based on monthly soil moisture data from the Climate Change Initiative (CCI) program of European Space Agency (ESA), precipitation data from the Tropical Rainfall Measuring Mission (TRMM) and NDVI products from MODIS. The proposed model was employed and evaluated in China and results showed it performed well in snow-free unfrozen surface area such as south-east China. The outcome of this study can contribute to early warning for agricultural drought.
引用
收藏
页码:9320 / 9338
页数:19
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