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Integrating multi-spectral remote sensing and machine learning for quantifying and mapping heavy metal contamination in the Tarim River Basin, China.

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Title: Integrating multi-spectral remote sensing and machine learning for quantifying and mapping heavy metal contamination in the Tarim River Basin, China.
Authors: Zhao Y; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China., Mu Y; Shaanxi Agricultural Development Group Co., Ltd.,, No. 7 Guangtai Road, High-tech Zone, Xi'an, 710075, Shaanxi, China., Luo P; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn., Zhang J; School of Architecture, Chang'an University, Xi'an, 710061, Shaanxi, China. zhangjx@chd.edu.cn., Rijal M; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China., Yang Z; Institute of Environmental Science and Engineering, School of Metallurgy and Environment, Central South University, Changsha, 410083, China., Lai C; School of Civil Engineering and Transportatio, South China University of Technology, Guangzhou, 510641, China., Chen J; Graduate School of Engineering, Kyoto University, Katsura, Nishikyo-ku, Kyoto, 615-8530, Japan., Elbeltagi A; Agricultural Engineering Department, Faculty of Agriculture, Mansoura University, Mansoura, 35516, Egypt., Razafindrabe BHN; Faculty of Agriculture, University of the Ryukyus, 1 Senbaru, Nishihara, Okinawa, 903-0213 , Japan.
Source: Scientific reports [Sci Rep] 2026 Apr 01; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 01.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Zhao+Y%22">Zhao Y</searchLink>; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Mu+Y%22">Mu Y</searchLink>; Shaanxi Agricultural Development Group Co., Ltd.,, No. 7 Guangtai Road, High-tech Zone, Xi'an, 710075, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Luo+P%22">Luo P</searchLink>; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China. lpp@chd.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhang+J%22">Zhang J</searchLink>; School of Architecture, Chang'an University, Xi'an, 710061, Shaanxi, China. zhangjx@chd.edu.cn.<br /><searchLink fieldCode="AU" term="%22Rijal+M%22">Rijal M</searchLink>; Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang'an University, Xi'an, 710054, Shaanxi, China.; Shaanxi Province Innovation and Introduction Base for Discipline of Urban and Rural Water Security and Rural Revitalization in Arid Areas, Chang'an University, Xi'an, 710054, Shaanxi, China.; School of Water and Environment, Chang'an University, Xi'an, 710054, Shaanxi, China.; Xi'an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang'an University, Xi'an, 710054, Shaanxi, China.; Key Laboratory of Eco-hydrology and Water Security in Arid and Semi-arid Regions of the Ministry of Water Resources, Chang'an University, Xi'an, 710054, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Yang+Z%22">Yang Z</searchLink>; Institute of Environmental Science and Engineering, School of Metallurgy and Environment, Central South University, Changsha, 410083, China.<br /><searchLink fieldCode="AU" term="%22Lai+C%22">Lai C</searchLink>; School of Civil Engineering and Transportatio, South China University of Technology, Guangzhou, 510641, China.<br /><searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; Graduate School of Engineering, Kyoto University, Katsura, Nishikyo-ku, Kyoto, 615-8530, Japan.<br /><searchLink fieldCode="AU" term="%22Elbeltagi+A%22">Elbeltagi A</searchLink>; Agricultural Engineering Department, Faculty of Agriculture, Mansoura University, Mansoura, 35516, Egypt.<br /><searchLink fieldCode="AU" term="%22Razafindrabe+BHN%22">Razafindrabe BHN</searchLink>; Faculty of Agriculture, University of the Ryukyus, 1 Senbaru, Nishihara, Okinawa, 903-0213 , Japan.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Apr 01; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Apr 01.
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        Value: 10.1038/s41598-026-38887-9
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              Text: 2026 Apr 01
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