一个10米高精度天花板高度产品,用于中国福建省南平市
Ling Yi1,2, Xiaojing Yao3, Aixia Yang1
1Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, 100094, China.
Scientific data
|February 10, 2026
概括
这项研究使用GEDI和多源数据为南平市开发了准确的10米森林树冠高度地图. 这些地图改善了复杂地形中的森林碳库存估计.
科学领域:
- 林业林业 林业 林业 林业
- 遥感 遥感 遥感 遥感
- 生态生态学 生态生态学
背景情况:
- 南平市是中国南部重要的生态屏障和碳汇,由于复杂的地形和独特的植被,在森林树冠高度绘制方面面临着挑战.
- 现有的树冠高度产品缺乏对该地区可靠碳库存估计所需的准确性.
研究的目的:
- 为2022年和2023年为南平市开发高精度,10米分辨率的森林树冠高度产品.
- 为了解决目前用于碳库存评估的树冠高度数据的局限性.
主要方法:
- 提出了一个创新的偏差校准模型来纠正GEDI数据偏差.
- 综合多源数据:Sentinel-1,Sentinel-2,UAV LiDAR,以及地形数据.
- 利用随机森林模型来绘制树冠高度的地图.
主要成果:
- 为2022年和2023年生成了10米的树冠高度产品.
- 与独立的无人机数据相比,实现了高的验证准确性,R2 = 0.62和RMSE为2.88m (2022) 和3.09m (2023).
- 成功地描述了森林的垂直结构属性.
结论:
- 开发的树冠高度产品为南平市的森林生物质和碳库存估计提供了可靠的基础.
- 该方法为生态重要和地形复杂地区的高精度森林绘制提供了强大的方法.
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