土地使用 非洲大湖地区土地覆盖面的变化:时空分析和未来预测
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Updated: Jun 15, 2025

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Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
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Naomie M Kayitesi1, Alphonce C Guzha2, Marj Tonini3
1Institute of Earth Surface Dynamics, Faculty of Geosciences and Environment, University of Lausanne, 1015, Lausanne, Switzerland. naomie.kayitesi@unil.ch.
Environmental monitoring and assessment
|August 27, 2024
概括
土地使用 卢旺达的土地覆盖面变化
科学领域:
- * 地球与环境科学
- * 地理空间分析
- * 可持续发展 可持续发展
背景情况:
- * 非洲大湖地区面临着土地使用和土地覆盖面的重大变化 (LULCC).
- * 缺乏对LULCC驱动因素和基伍湖流域未来情景的全面分析.
- * 了解这些动态对于生态保护和可持续发展至关重要.
研究的目的:
- *从1990年到2020年,分析卢旺达基伍湖流域的LULCC.
- * 确定驱动LULCC的关键变量并预测未来的场景.
- * 为保护战略提供信息,并促进生态完整性.
主要方法:
- *使用谷歌地球引擎中的随机森林分类器进行图像分类.
- * 整合了Landsat图像,光谱指数和地形特征.
- *使用多层感知子神经网络预测未来的土地使用土地覆盖 (LULC) 场景.
主要成果:
- *实现了高分类准确度 (>83%) .
- * 1990-2000年间,与冲突相关的森林损失和农业扩张显著.
- * 由于可持续发展倡议,在后来的几十年中注意到森林恢复.
- * 接近城市中心,人口密度和地形被确定为关键的LULCC驱动因素.
结论:
- *未来的LULC轨迹取决于人口和社会经济趋势.
- * 建议采用绿色增长经济情景来保护.
- *研究结果支持土地恢复和保护对生态完整性的努力.
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