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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.

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Bibliographic Details
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.
Authors:	Liu, Zhonghua¹, Feng, Yuhao¹, Cao, Xin^2,3, Peñuelas, Josep^4,5, Descals, Adrià^4,5, Yang, Daryl⁶, Cheung, Ka Kin¹, Liu, Shuwen¹, Lin, Ziyu¹, Liu, Xiaoqiang^7,8, Wu, Xiaoyong^7,8, Ma, Han⁹, Li, Wenyuan⁹, Xia, Haifeng¹⁰, Jin, Shichao¹¹, Liang, Shunlin⁹, Liu, Liangyun¹², Liu, Lingli^7,8, Su, Yanjun^7,8, Chen, Jin^2,3
Source:	Remote Sensing of Environment; Mar2026, Vol. 335, pN.PAG-N.PAG, 1p
Database:	Applied Science & Technology Source

Description
ISSN:	00344257
DOI:	10.1016/j.rse.2026.115300