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Leveraging scenario differences for cross-task generalization in water plant transfer machine learning models

Yu-Qi Wang Hong-Cheng Wang Ai-Jie Wang Nan-Qi Ren Xiao-Qin Luo Han-Bo Zhou Jia-Ji Chen Wan-Xin Yin Yun-Peng Song Hao-Bo Wang Bai Yu Yu Tao

环境科学与生态技术（英文）Issue(5)：63-75,13.

环境科学与生态技术（英文）Issue(5)：63-75,13.DOI:10.1016/j.ese.2025.100604

Leveraging scenario differences for cross-task generalization in water plant transfer machine learning models

Yu-Qi Wang ¹Hong-Cheng Wang ²Ai-Jie Wang ²Nan-Qi Ren ²Xiao-Qin Luo ¹Han-Bo Zhou ¹Jia-Ji Chen ¹Wan-Xin Yin ²Yun-Peng Song ²Hao-Bo Wang ³Bai Yu ⁴Yu Tao¹

作者信息

1. State Key Laboratory of Urban Water Resource and Environment,School of Eco-Environment,Harbin Institute of Technology,Shenzhen,518055,China
2. State Key Laboratory of Urban Water Resource and Environment,School of Eco-Environment,Harbin Institute of Technology,Shenzhen,518055,China||State Key Laboratory of Urban Water Resource and Environment,School of Environment,Harbin Institute of Technology,Harbin,150090,China
3. Key Laboratory of Industrial Ecology and Environmental Engineering(Ministry of Education),Dalian Key Laboratory on Chemicals Risk Control and Pollution Prevention Technology,School of Environmental Science and Technology,Dalian University of Technology,Dalian,116024,China
4. Unicorn Digital Technology Co.Ltd.,Beijing,100032,China
折叠

摘要

关键词

Urban water system/Model generalization/Transfer learning/Wastewater treatment/Drinking water treatment

Key words

Urban water system/Model generalization/Transfer learning/Wastewater treatment/Drinking water treatment

引用本文复制引用

Yu-Qi Wang,Hong-Cheng Wang,Ai-Jie Wang,Nan-Qi Ren,Xiao-Qin Luo,Han-Bo Zhou,Jia-Ji Chen,Wan-Xin Yin,Yun-Peng Song,Hao-Bo Wang,Bai Yu,Yu Tao..Leveraging scenario differences for cross-task generalization in water plant transfer machine learning models[J].环境科学与生态技术（英文）,2025,(5):63-75,13.

基金项目

This work was supported by the Shenzhen Science and TechnologyProgram(Grant No.JCYJ20241202123900001),and the Power China Key Project:Research on the Critical Mechanisms and Integrated Demonstration of Big Data-Driven Smart Wastewater Treatment Plants and Networks(No.DJ-ZDXM-2022-46). （Grant No.JCYJ20241202123900001）

环境科学与生态技术（英文）

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