Improving the accuracy of canopy height mapping in rubber plantations based on stand age, multi-source satellite images, and random forest algorithm
文献类型： 外文期刊
作者： Gao, Yuanfeng 1 ; Yun, Ting 1 ; Chen, Bangqian 2 ; Lai, Hongyan 2 ; Wang, Xincheng 1 ; Wang, Guizhen 2 ; Wang, Xiangjun 2 ; Wu, Zhixiang 2 ; Kou, Weili 3 ;
作者机构： 1.Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing 210037, Peoples R China
2.Chinese Acad Trop Agr Sci CATAS, Rubber Res Inst RRI, State Key Lab Incubat Base Cultivat & Physiol Trop, Hainan Danzhou Agroecosyst Natl Observat & Res Sta, Haikou 571101, Peoples R China
3.Southwest Forestry Univ, Coll Big Data & Intelligence Engn, Kunming 650224, Peoples R China
关键词： Canopy height; Rubber plantations; Stand age; GEDI
期刊名称：INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION （ 影响因子：7.6； 五年影响因子：7.5 ）
ISSN： 1569-8432
年卷期： 2024 年 131 卷
页码：
收录情况： SCI
摘要： Accurate canopy height mapping is crucial for estimating rubber plantation productivity, carbon storage, and biomass accurately. The prevailing method combines Global Ecosystem Dynamics Investigation (GEDI) data with spatially continuous variables. However, these models often overlook forest growth variables and face challenges with GEDI geolocation errors. This study introduces a novel GEDI filtering technique to screen for high-quality footprints and incorporates rubber plantation age as a key factor. Utilizing a comprehensive dataset from Landsat-8, Sentinel-2, and Phased Array type L -band Synthetic Aperture Radar (PALSAR-2), we established a model for the canopy height of rubber plantations. Our multifaceted approach yields significant improvements: 1) enhanced rubber canopy height estimation accuracy, evidenced by an R-squared value of 0.86 and reduced error metrics (RMSE = 1.68, MAE = 1.32); 2) The mean difference of -2.81 +/- 3.05 m compared with Potapov's study and -5.62 +/- 6.64 m compared with Liu's, indicating superior consistency and reduced underestimation; and 3) Accurately average canopy heights for rubber plantations aged between 3 and 30 years on Hainan Island at 15.67 +/- 1.87 m, spanning a height range of 5.02 to 18.59 m. The integration of stand age and the GEDI footprint filtering technique markedly enhances canopy height estimation accuracy, offering valuable insights for ecological monitoring and the advancement of sustainable forest management practices.
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