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Diffusion for Diffusion: A versatile multiphysics fields refinement framework in pollutants transportation

delete2025-11-12
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PRE
AI
Y
Yinpeng Wang *
Y
Yuancheng Zhan
DOI:10.1016/j.watres.2025.124962delete
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Abstract

Abstract

En 中文
• A diffusion-model-based deep learning framework for pollutant transport is proposed. • Coupled multiphysics pollutant fields are reconstructed from sparse measurements. • The framework achieves high accuracy and efficiency compared with existing solvers. • Applications show strong potential for water quality monitoring and risk assessment. • Provides a generalizable tool bridging machine learning and environmental modeling.

Journal

Water Research cover
Water Research
IF:
12.4
Papers:
3.1W
Citations:
15.7W

Organization

N
Nanyang Technological University
Scholars:
4.9W
Papers: 4.8W
Citations: 8.1W
N
National University of Singapore
Scholars:
7.6W
Papers: 6.5W
Citations: 11.4W
Cited Papers

Cited Papers

No cited papers available