Application and validation of a Fredformer framework for multi-indicator water quality forecasting in the Weihe River Basin.

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Title: Application and validation of a Fredformer framework for multi-indicator water quality forecasting in the Weihe River Basin.
Authors: Yan L; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Su S; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Duan Q; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China. qnduan@nwu.edu.cn.; Shaanxi Key Laboratory of Environmental Monitoring and Forewarning of Trace Pollutants, Shaanxi Provincial Environmental Monitoring Centre, Xi'an, 710005, China. qnduan@nwu.edu.cn., Zhang H; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Tang X; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Sun L; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Chen Z; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China.; School of Artificial Intelligence, Northwest University, Xi'an, 710127, China., Lee J; Laboratory of Environmental Aquatic Chemistry, Department of Environmental Science, Shaanxi Normal University, Xi'an, 710062, China., Zhai B; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Yan L; College of Water Resources and Modern Agriculture, Nanyang Normal University, Nanyang, 473061, China., Liu K; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China., Yun D; Shaanxi Key Laboratory of Earth Surface System and Environmental Carrying Capacity, Xi'an Key Laboratory of Environmental Simulation and Ecological Health in the Yellow River Basin, College of Urban and Environmental Sciences, Northwest University, Xi'an, 710127, China.
Source: Environmental monitoring and assessment [Environ Monit Assess] 2026 Jun 16; Vol. 198 (7). Date of Electronic Publication: 2026 Jun 16.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Netherlands NLM ID: 8508350 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2959 (Electronic) Linking ISSN: 01676369 NLM ISO Abbreviation: Environ Monit Assess Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1573-2959
DOI:10.1007/s10661-026-15586-6