西南地区2014—2023年蒸散量时空变化特征与影响因素分析

Analysis of Spatiotemporal Variability and Influencing Factors of Evapotranspiration in Southwest China from 2014 to 2023

  • 摘要: 本文基于MODIS-MOD16A3、ERA5-Land和DEM数字高程数据,利用Sen斜率估计、变异系数、岭回归模型、Hurst指数等方法,分析了2014—2023年西南地区蒸散量(Evaportranspiration,ET)的时空变化特征,并探讨了影响ET变化的主要因素及其未来变化趋势。结果表明:(1)近10 a西南地区ET整体波动较平稳且变化趋势不显著,大部分地区呈增加趋势,增速由快到慢依次为四川、云南、重庆和贵州,其中四川盆地上升趋势最为显著,仅有川西高原西侧呈显著下降趋势;(2)影响ET变化的主要因素依次为2 m气温、总降雨量、地表太阳辐射、地表水分含量和叶面积指数,其中2 m气温的贡献率最高,达42.86%;(3)DEM与ET呈正相关,其他气象因子与ET的相关性空间差异较大;(4)基于Hurst指数估计法发现,未来西南地区ET将继续呈增加趋势。

     

    Abstract: Based on MODIS-MOD16A3, ERA5-Land reanalysis data, and Digital Elevation Model (DEM) datasets, with Sen's slope estimation, coefficient of variation method, Ridge regression model, and Hurst index, the spatiotemporal variations of evapotranspiration (ET) in Southwest China from 2014 to 2023 were analyzed, and the primary driving factors and future trends of ET changes were explored. The results reveal that: (1) Over the past decade, ET in Southwest China exhibited relatively stable fluctuations with no significant overall trend. Most regions showed an increasing trend, with the rate of increase from high to low in the order of Sichuan, Yunnan, Chongqing, and Guizhou. The most pronounced upward trend was observed in the Sichuan Basin, while a significant downward trend was only found in the western part of the Western Sichuan Plateau. (2) The main factors influencing ET changes, in descending order of importance, were 2 m air temperature, total precipitation, surface solar radiation, soil moisture content, and leaf area index. Among these, 2 m air temperature contributed the most, accounting for 42.86%. (3) DEM showed a positive correlation with ET, while the correlations between ET and other meteorological factors exhibited significant spatial heterogeneity. (4) Based on the Hurst index estimation, it is projected that ET in Southwest China will continue to show an increasing trend in the future.

     

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