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

Remote Sensing of Environment 2026 Open access

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Authors: Zhonghua Liu, Yuhao Feng, Xin Cao, Josep Peñuelas, Adria Descals, Daryl Yang, Ka Kin Cheung, Shuwen Liu, Ziyu Lin, Xiaoqiang Liu, Xiaoyong Wu, Han Ma
+9 more Wenyuan Li, Haifeng Xia, Shichao Jin, Shunlin Liang, Liangyun Liu, Lingli Liu, Yanjun Su, Jin Chen, Jin Wu
DOI: 10.1016/j.rse.2026.115300
Cited by: 1
References: 92

Fields of Study & Subjects

Remote Sensing in Agriculture Ecosystem dynamics and resilience Forest Soil and Plant Ecology in China

Publication details

Journal / source
Remote Sensing of Environment
Publisher
Elsevier BV
Volume
335
Pages
115300–115300
Publication date
12 February 2026
Language
EN