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40年 (1984-2024) 绘制中国城市土地使用动态的地图
Shuping Xiong1, Xiuyuan Zhang2, Haoyu Wang1
1College of Urban and Environmental Sciences, Peking University, Beijing 100871, China.
Science bulletin
|February 14, 2026
概括
中国中国中国中国.
科学领域:
- 地球观测 地球观测
- 城市地理 城市地理
- 地理空间分析的研究.
背景情况:
- 中国加速的城市化导致了土地利用的重大变化.
- 现有的历史土地利用地图缺乏一致的分辨率和足够的标签.
- 了解长期的城市土地动态对于可持续规划至关重要.
研究的目的:
- 开发一个跨时间和跨分辨率的土地利用地图的新框架.
- 将历史土地使用分类扩展到40年期间,每隔5年.
- 为中国城市地区提供高分辨率,一致的土地利用数据.
主要方法:
- 超高分辨率重建,使Landsat和Sentinel-2数据协调到10米分辨率.
- 半监督学习与语义记忆银行来解决标签稀缺问题.
- 道路受限的多时段细分,以实现时间连贯性.
主要成果:
- 在土地使用分类方面,总体准确度在77.31%至89.72%之间.
- 在5年间隔的40年 (1984-2024) 中绘制城市土地演变的地图.
- 确定了城市土地演变的三个不同阶段.
结论:
- 该研究提供了一个强大的框架,用于多十年的土地利用地图.
- 城市土地的演变显示了从广泛扩张到以质量为中心的重组的转变.
- 这些发现支持中国的可持续城市规划和土地治理.
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