PeerJ Author 270 Points Contributions by role Author 235 Preprint Author 35 Contributions by subject area Atmospheric Chemistry Environmental Impacts Spatial and Geographic Information Science Ecosystem Science Soil Science Natural Resource Management Jie Liu PeerJ Author Summary Environmental Impacts Natural Resource Management Spatial & Geographic Information Science Editing Journals PeerJ Contributions Articles 2 Preprints 1 March 30, 2022 Machine learning driven by environmental covariates to estimate high-resolution PM2.5 in data-poor regions XiaoYe Jin, Jianli Ding, Xiangyu Ge, Jie Liu, Boqiang Xie, Shuang Zhao, Qiaozhen Zhao https://doi.org/10.7717/peerj.13203 PubMed 35378927 May 3, 2019 Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring Xiangyu Ge, Jingzhe Wang, Jianli Ding, Xiaoyi Cao, Zipeng Zhang, Jie Liu, Xiaohang Li https://doi.org/10.7717/peerj.6926 PubMed 31110930 April 3, 2019 - Version: 1 Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring Xiangyu Ge, Jingzhe Wang, Jianli Ding, Xiaoyi Cao, Zipeng Zhang, Jie Liu, Xiaohang Li https://doi.org/10.7287/peerj.preprints.27630v1
