汉江流域骤旱演变规律及其对南水北调中线工程的响应分析OA
Evolution Pattern of Flash Drought in Hanjiang River Basin and Its Response to Middle Route of South-to-North Water Transfer Project
通过识别汉江流域骤旱事件,分析了汉江流域在南水北调中线工程实施前后其骤旱事件特征的差异,并且使用偏最小二乘回归(Partial Least Squares Regression,PLSR)、支持向量机(Support Vector Machine,SVM)和随机森林(Random Forest,RF)3种机器学习方法建立了骤旱历时回归模型,定量分析了南水北调中线工程对骤旱历时的影响.结果表明:①南水北调中线工程实施后,汉江流域骤旱频次从平均每年0.7次上升至0.9次,骤旱历时从平均每年24.6 d上升至34.5 d,但在空间上,上游骤旱历时显著延长,中游增加幅度减弱,下游骤旱历时却缩短;②骤旱爆发历时在空间分布上由5~6 d均匀分布变为上下游不均分布,上游爆发历时缩短至3~5 d,而中下游地区延长至7~9 d;③随机森林对骤旱历时模拟效果最好,气候条件对骤旱历时影响最大,相对重要性为0.34,其中降水为0.14,净辐射为0.12,相对湿度为0.08,南水北调中线工程延长了汉江流域中下游地区的骤旱历时,相对重要性为0.12.
By identifying flash drought events in the Hanjiang River Basin,the differences in the characteristics of flash drought events before and after the implementation of the Middle Route of the South-to-North Water Transfer Project were analyzed.Moreover,three machine learning methods,partial least squares regression(PLSR),support vector machine(SVM),and random forest(RF),were employed to establish regression models for the duration of flash droughts,and the impact of the Middle Route of the South-to-North Water Transfer Project on the duration of flash droughts was quantitatively analyzed.The results indicate that:① After the implementation of the Middle Route of the South-to-North Water Transfer Project,the frequency of flash droughts in the Hanjiang River Basin increased from an average of 0.7 times per year to 0.9 times,and the duration of flash droughts increased from an average of 24.6 days per year to 34.5 days.However,spatially,the duration of flash droughts significantly extended in the upper reaches.The increase in the middle reaches weakened,and the duration of flash droughts in the lower reaches shortened.② The spatial distribution of flash drought onset durations evolved from uniform distribution of 5~6 days to uneven distribution between the upper and lower reaches,with durations shortening to 3~5 days in the upper reaches and extending to 7~9 days in the middle and lower reaches.③The RF model demonstrated the best simulation performance for flash drought duration.Climatic conditions had the most significant impact on flash drought duration,with a relative importance of 0.34.Among them,precipitation accounted for 0.14,net radiation for 0.12,and relative humidity for 0.08.The Middle Route of the South-to-North Water Transfer Project extended the duration of flash droughts in the middle and lower reaches of the Hanjiang River Basin,with a relative importance of 0.12.
黄凯;段凯
中山大学土木工程学院,广东 广州 510275
水利科学
骤旱演变规律机器学习南水北调中线工程汉江流域
flash droughtevolution patternmachine learningMiddle Route of South-to-North Water Transfer ProjectHanjiang River Basin
《人民珠江》 2024 (006)
10-19 / 10
国家自然科学基金项目(52379032)
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