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湖区变化对干旱和土地利用变化的反应
Yi Luo1, Rixiang Chen2, Kun Yang1
1Faculty of Geography, Yunnan Normal University, Yunnan 650500, China; GIS Technology Research Center of Resource and Environment in Western China, Ministry of Education, Yunnan Normal University, Yunnan 650500, China.
The Science of the total environment
|July 10, 2024
概括
湖泊面积的变化是由气候变化和人类活动驱动的. 一个名为LakeNet的新模型显示了湖泊面积的减少,干旱和土地利用是影响湖泊面积的关键因素.
科学领域:
- 环境科学 环境科学
- 遥感 遥感 遥感 遥感
- 水文学的水文学
背景情况:
- 湖泊面积是湖泊健康的关键指标.
- 气候变化和人类活动显著改变了湖泊的动态.
- 湖区的变化对当地生态系统构成威胁.
研究的目的:
- 使用完全卷积神经网络开发湖水提取模型 (LakeNet).
- 从1987年到2022年,分析九个主要湖泊的时空特征.
- 为了确定湖区观察到的变化背后的驱动因素.
主要方法:
- 基于完全卷积神经网络的湖水提取模型 (LakeNet) 的构建.
- 对九个主要湖泊 (1987-2022) 的湖面数据的提取和时空分析.
- 确定干旱和土地使用变化作为主要驱动因素.
主要成果:
- 湖网展示了高提取精度和云移除能力.
- 在九个主要湖泊地区观察到波动性的下降趋势 (-8.11公里2/10a).
- 干旱事件和耕地扩张被确定为湖泊面积减少的重要驱动因素,干旱影响的滞后效应和较小湖泊的更快反应.
结论:
- 湖泊网络是监测湖泊面积变化的有效工具.
- 干旱和土地利用变化是影响湖区动态的关键因素.
- 湖泊的大小会影响对干旱等环境压力因素的敏感性和反应时间.
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