在佛罗里达州进行风Ian后森林监测的地表生物质密度图
Inacio T Bueno1, Carlos A Silva2, Caio Hamamura3
1School of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL, 32611, USA. ithomazbueno@ufl.edu.
Scientific data
|July 10, 2025
概括
风伊恩破坏了佛罗里达州的森林,需要先进的监测. 新的卫星数据融合技术准确地绘制了森林生物质密度 (AGBD) 损失,有助于恢复工作.
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:
- 风伊恩在佛罗里达州的森林中造成了显著的地面生物质密度 (AGBD) 损失.
- 准确,大规模的监测工具对于评估和管理这些影响至关重要.
研究的目的:
- 开发和验证使用综合卫星数据绘制AGBD变化的方法.
- 为评估森林恢复和碳动态提供持续的AGBD地图.
主要方法:
- 结合全球生态系统动态调查 (GEDI) LiDAR数据与合成光圈雷达 (SAR) 和被动光学卫星图像.
- 模拟GEDI AGBD作为图像衍生数据的函数,以创建连续的AGBD地图.
- 使用现场现场数据验证模型性能.
主要成果:
- 实现了高模型性能,R2为0.93和RMSD为39.3%.
- 空间不确定性保持一致,相对标准误差约为90%.
- 通过RapidFEM4D网络应用程序开发连续的AGBD地图.
结论:
- 综合卫星数据方法为风后评估提供了准确可靠的AGBD绘图.
- 快速FEM4D平台为利益相关者提供了森林管理和恢复的可操作见解.
- 这种方法提供了一个可扩展的模型,用于监测其他易受风影响的地区的森林影响.
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