Response of changes in lake area to drought and land use change

被引:0
|
作者
Luo, Yi [1 ,2 ]
Chen, Rixiang [1 ]
Yang, Kun [1 ,2 ]
Zhou, Xiaolu [5 ]
Jia, Tingfang [1 ,3 ]
Shang, Chunxue [2 ,4 ]
Pei, Xingfang [1 ]
Wang, Qingqing [1 ]
Li, Dingpu [1 ]
Peng, Changqing [1 ]
Guo, Hairui [2 ,6 ]
机构
[1] Yunnan Normal Univ, Fac Geog, Kunming 650500, Yunnan, Peoples R China
[2] Yunnan Normal Univ, GIS Technol Res Ctr Resource & Environm Western Ch, Minist Educ, Kunming 650500, Yunnan, Peoples R China
[3] Yunnan Normal Univ, Sch Informat Sci & Technol, Kunming, Peoples R China
[4] Yunnan Normal Univ, Deans Off, Kunming 650500, Yunnan, Peoples R China
[5] Texas Christian Univ, Dept Geog, Ft Worth, TX USA
[6] Yunnan Normal Univ, Sch Foreign Languages & Literature, Kuming 650500, Yunnan, Peoples R China
基金
中国国家自然科学基金;
关键词
Lake area; Drought; Land use; Deep learning; WATER; DATASET;
D O I
10.1016/j.scitotenv.2024.174638
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The lake area is a crucial parameter that characterizes the state of a lake. Under the dual pressures of climate change and human activity, the magnitude and frequency of changes in lake areas become more pronounced. This process poses a serious threat to the local ecological environment. In this study, we constructed a lake water extraction model (LakeNet) based on a fully convolutional neural network. We extracted and analyzed the spatiotemporal characteristics of the area of nine major lakes from 1987 to 2022, as well as the driving factors behind these changes. Our results indicate that: 1) LakeNet exhibits high extraction accuracy and can remove some clouds. 2) The area of the nine major lakes shows a fluctuating downward trend (- 8.11km2/10a), with drought and land use changes identified as significant driving forces behind the changes in lake boundaries, drought events caused the lake area to decrease, and the expansion of cropland further reduced the lake area. 3) Due to variations in lake area, the impact of drought on the area of the nine major lakes exhibits a lag effect, smaller lakes are likely to respond more quickly to drought.
引用
收藏
页数:12
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