@misc{indiciae7487dd3631b2, title = {Integrating very-high-resolution imagery, Sentinel-2 time-series data, and machine learning to map shrub fractional abundance across arid and semi-arid ecosystems in China}, author = {Liu, Zhonghua [University of Hong Kong, Pokfulam (Hong Kong)] and Feng, Yuhao [University of Hong Kong, Pokfulam (Hong Kong)] and Cao, Xin [Beijing Normal University, Beijing (China); Moganshan Geospatial Information Laboratory, Deqing (China)] and PeƱuelas, Josep [Global Ecology Unit (CREAF-CSIC-UAB), Catalonia (Spain)] and Descals, AdriƠ [Global Ecology Unit (CREAF-CSIC-UAB), Catalonia (Spain)] and Yang, Daryl [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000317057823) and Cheung, Ka Kin [University of Hong Kong, Pokfulam (Hong Kong)] and Liu, Shuwen [University of Hong Kong, Pokfulam (Hong Kong)] and Lin, Ziyu [University of Hong Kong, Pokfulam (Hong Kong)] and Liu, Xiaoqiang [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)] and Wu, Xiaoyong [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)] and Ma, Han [University of Hong Kong, Pokfulam (Hong Kong)] and Li, Wenyuan [University of Hong Kong, Pokfulam (Hong Kong)] and Xia, Haifeng [Southeast University, Nanjing (China)] and Jin, Shichao [Nanjing Agricultural University (China)] and Liang, Shunlin [University of Hong Kong, Pokfulam (Hong Kong)] and Liu, Liangyun [Chinese Academy of Sciences (CAS), Beijing (China)] and Liu, Lingli [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)] and Su, Yanjun [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)] and Chen, Jin [Beijing Normal University, Beijing (China); Moganshan Geospatial Information Laboratory, Deqing (China)] and Wu, Jin [University of Hong Kong, Pokfulam (Hong Kong); State Key Laboratory of Agrobiotechnology (CUHK), Shatin (Hong Kong)]}, year = {2026}, doi = {10.1016/j.rse.2026.115300}, url = {https://www.osti.gov/biblio/3020931}, note = {Source identifier: 3020931} }