主持科研项目
1. 国家自然科学基金青年项目 (52309010)
耦合物理机制与深度学习的流域洪水预报方法研究
2024.01 - 2026.12 | 主持 | 在研
2. 黑龙江省省级山洪灾害小流域"四预"能力建设项目
黑龙江省水旱灾害防御保障中心委托
2025.03 - 2025.12 | 主持
3. 辽宁省联合基金博士科研启动项目
考虑水库影响的人工智能洪水预报关键技术研究
2023.12 - 2025.11 | 主持
代表性英文论文 (SCI/Nature)
预印本
Utilizing Earth Foundation Models to Enhance the Simulation Performance of Hydrological Models with AlphaEarth Embeddings
Qu P., Ouyang W., Zhang C., Lu H.
AlphaEarth, 2026.
SCI
A Python Framework for Differentiable Hydrological Modeling and Research Workflow Automation
Ouyang W., Xu S., Chai Y., Zhang C.
Environmental Modelling & Software, 2026.
SCI Top
Exploring hydrological variable interconnections and enhancing predictions for data-limited basins through multi-task learning
Ouyang W., Gu X., Ye L., et al.
Water Resources Research, 2025.
SCI
Automatic analysis method for topological relationship between river network and hydrological stations
Wang Y., Ouyang W., Huang J., Zhang C.
Environmental Modelling & Software, 2025.
SCI
Research on the risk of rainstorm and flood disasters in Songliao basin based on CMIP6
Chu J., Ouyang W., Xin Q., Ye L.
Natural Hazards, 2025.
SCI Top
A differentiable, physics-based hydrological model and its evaluation for data-limited basins
Ouyang W., Ye L., Chai Y., et al.
Journal of Hydrology, 2025, 649: 132471.
Nature子刊
Temperature outweighs light and flow as the predominant driver of dissolved oxygen in US rivers
Zhi W., Ouyang W., Shen C., et al.
Nature Water, 2023, 1(3): 249-260.
SCI Top
Dive into transfer-learning for daily rainfall-runoff modeling in data-limited basins
Ouyang W., Zhang C., Ye L., et al.
Journal of Hydrology, 2025, 657: 133063.
高被引
Continental-scale streamflow modeling of basins with reservoirs: Towards a coherent deep-learning-based strategy
Ouyang W., Lawson K., Feng D., et al.
Journal of Hydrology, 2021, 599: 126455.
SCI
Exploring the exceptional performance of a deep learning stream temperature model and the value of streamflow data
Rahmani F., Lawson K., Ouyang W., Shen C.
Environmental Research Letters, 2021, 16(2): 024008.
代表性中文论文 (EI/Core)
EI 权威
人工智能驱动水文预报与水库调度研究的探索与思考
欧阳文宇, 张弛, 马昊然, 等.
水利学报, 2025.
北大核心
深度学习水文预报研究进展综述——I. 基本概念与模型方法
欧阳文宇, 叶磊, 王梦云, 等.
南水北调与水利科技(中英文), 2022, 20(4): 650-659.
北大核心
深度学习水文预报研究进展综述——II. 应用研究进展
欧阳文宇, 叶磊, 顾学志, 等.
南水北调与水利科技(中英文), 2022, 20(5): 862-875.