The effect of climate and vegetation variation on monthly sediment load in a karst watershed

被引:6
|
作者
Cheng, Si [1 ]
Yu, Xingxiu [1 ]
Li, Zhenwei [2 ,3 ,4 ]
Xu, Xianli [2 ,3 ,4 ]
Gao, Huayi [5 ]
Ye, Zongda [6 ,7 ]
机构
[1] Hubei Univ, Fac Resources & Environm Sci, Wuhan 430062, Peoples R China
[2] Chinese Acad Sci, Inst Subtrop Agr, Key Lab Agroecol Proc Subtrop Reg, Huanjiang Observat & Res Stn Karst Ecosyst, Changsha 410125, Peoples R China
[3] Guangxi Key Lab Karst Ecol Proc & Serv, Huanjiang 547100, Peoples R China
[4] Chinese Acad Sci, Inst Subtrop Agr, Inst Ctr Shared Technol & Facil, Changsha 410125, Peoples R China
[5] Yangtze Univ Sch Geosci, Wuhan 430100, Peoples R China
[6] Nat Resources Ecol Restorat Ctr Guangxi Zhuang Aut, Nanning 530000, Peoples R China
[7] Minist Nat Resources, Tech Innovat Ctr Mine Geol Environm Restorat Engn, Nanning 530000, Peoples R China
基金
中国国家自然科学基金;
关键词
Climate change; Vegetation dynamics; Monthly sediment load; Partial least squares-structural equation; modeling; Karst ecosystems; LAND-USE CHANGE; SOIL-EROSION; LOESS PLATEAU; RAINFALL REGIMES; YANGTZE-RIVER; YELLOW-RIVER; RUNOFF; IMPACTS; DISCHARGE; COVER;
D O I
10.1016/j.jclepro.2022.135290
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The variation in monthly sediment load is greatly influenced by climate and vegetation changes which are generally coupled and interconnected. However, few studies have quantified the relative magnitudes of the direct and indirect influences of climate variability and vegetation dynamics on monthly sediment load. The objective of this study was to decouple the impacts of climate and vegetation changes on the monthly sediment load in a karst watershed using partial least squares-structural equation modeling (PLS-SEM). Monthly sediment load, runoff, climatic factors (temperature and precipitation), and vegetation data (NDVI, EVI, and LAI) were collected from 2003 to 2017. Results indicated that climatic factors and vegetation dynamics explained 73% of the variation in monthly runoff, while climatic factors, vegetation dynamics, and runoff accounted for 62% of the monthly sediment load changes. Climate change can not only directly alter vegetation and hydrological char-acteristics, but also indirectly affect hydrological characteristics by changing vegetation dynamics, thus affecting the cooperative processes of runoff and sediment load. Specifically, runoff (direct effect = 0.84) and precipitation (indirect effect = 0.67) had a positive impact on monthly sediment load, while antecedent temperature (indirect effect =-0.02), temperature (indirect effect =-0.03), antecedent precipitation (indirect effect =-0.01), and vegetation dynamics (direct effect =-0.12; indirect effect = 0.07) had a negative impact. Compared with traditional methods, PLS-SEM can more completely describe the relationship among the observed variables and other potential influencing variables and may provide relevant references for eco-hydrological management and land resource optimization in karst watersheds.
引用
收藏
页数:11
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