GEDI AND SENTINEL-2 INTEGRATION FOR MAPPING COMPLEX WETLANDS

被引:0
|
作者
Adeli, Sarina [1 ]
Quackenbush, Lindi J. [1 ]
Salehi, Bahram [1 ]
Mahdianpari, Masoud [2 ,3 ]
机构
[1] State Univ New York, Dept Environm Resources Engn, Coll Environm Sci & Forestry, Syracuse, NY 13244 USA
[2] Mem Univ Newfoundland, C CORE, St John, NF, Canada
[3] Mem Univ Newfoundland, Dept Elect Engn, St John, NF, Canada
关键词
GEDI; lidar; machine learning; random forest; sentinel-2;
D O I
10.1109/IGARSS52108.2023.10283238
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Wetlands serve critical functions for protecting ecosystems but are declining globally due to anthropogenic activities and environmental change. There are challenges in delineating wetlands that partially cannot be addressed using the integration of optical and SAR data. NASA's global ecosystem dynamics investigation (GEDI) data, forest height products can differentiate wetland types with different heights. However, GEDI data is only available for limited footprints. In this study, we used a random forest regression model to create a canopy height model (CHM) by merging discrete GEDI footprints with Sentinel-2 data. We calculated the R-squared and RMSE using test data (0.81 and 3.48 meters, respectively). Such an investigation might provide the basis for better wetland management.
引用
收藏
页码:5635 / 5637
页数:3
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