TY  - RPRT
TI  - 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
AU  - Liu, Zhonghua [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Feng, Yuhao [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Cao, Xin [Beijing Normal University, Beijing (China); Moganshan Geospatial Information Laboratory, Deqing (China)]
AU  - Peñuelas, Josep [Global Ecology Unit (CREAF-CSIC-UAB), Catalonia (Spain)]
AU  - Descals, Adrià [Global Ecology Unit (CREAF-CSIC-UAB), Catalonia (Spain)]
AU  - Yang, Daryl [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000317057823)
AU  - Cheung, Ka Kin [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Liu, Shuwen [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Lin, Ziyu [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Liu, Xiaoqiang [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)]
AU  - Wu, Xiaoyong [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)]
AU  - Ma, Han [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Li, Wenyuan [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Xia, Haifeng [Southeast University, Nanjing (China)]
AU  - Jin, Shichao [Nanjing Agricultural University (China)]
AU  - Liang, Shunlin [University of Hong Kong, Pokfulam (Hong Kong)]
AU  - Liu, Liangyun [Chinese Academy of Sciences (CAS), Beijing (China)]
AU  - Liu, Lingli [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)]
AU  - Su, Yanjun [Chinese Academy of Sciences (CAS), Beijing (China); University of Chinese Academy of Sciences, Beijing (China)]
AU  - Chen, Jin [Beijing Normal University, Beijing (China); Moganshan Geospatial Information Laboratory, Deqing (China)]
AU  - Wu, Jin [University of Hong Kong, Pokfulam (Hong Kong); State Key Laboratory of Agrobiotechnology (CUHK), Shatin (Hong Kong)]
PY  - 2026
DO  - 10.1016/j.rse.2026.115300
UR  - https://www.osti.gov/biblio/3020931
ID  - 3020931
ER  -