I am a Professor of Yangtze Institute for Conservation and Development (YICODE) at Hohai University. My research interests focus on Watershed Hydro-biogeochemistry and Water Quality. More specifically, I am interested in understanding how water moves and interacts with other components in natural and human-impacted environments. Ultimately, I aim to understand and address water quality challenges from watershed and continental scales, using both the process-based reactive transport model and the data-driven machine (deep) learning model.
Our recent work leveraged deep learning for large-scale water quality modeling:
- Zhi, W., Baniecki, H., Liu, J., Boyer, E., Shen, C., Shenk, G., ... & Li, L. (2024). Increasing phosphorus loss despite widespread concentration decline in US rivers. PNAS, 121(48), e2402028121.
- Zhi, W., Appling, A. P., Golden, H. E., Podgorski, J., & Li, L. (2024). Deep learning for water quality. Nature Water, 2(3), 228-241.
- Li, L., Knapp, J. L., Lintern, A., Ng, G. H. C., Perdrial, J., Sullivan, P. L., & Zhi, W.. (2024). River water quality shaped by land–river connectivity in a changing climate. Nature Climate Change, 14(3), 225-237.
- Zhi, W., Klingler, C., Liu, J., & Li, L. (2023). Widespread deoxygenation in warming rivers. Nature Climate Change, 1-9
- Zhi, W., Ouyang, W., Shen, C., & Li, L. (2023). Temperature outweighs light and flow as the predominant driver of dissolved oxygen in US rivers. Nature Water, 1(3), 249-260.
Academic Profiles:
- 2021, From Hydrometeorology to River Water Quality: Can a Deep Learning Model Predict Dissolved Oxygen at the Continental Scale?
- 2020, The Shallow and Deep Hypothesis: Subsurface Vertical Chemical Contrasts Shape Nitrate Export Patterns from Different Land Uses
- 2021 under review, BioRT-Flux-PIHM v1. 0: a Watershed Biogeochemical Reactive Transport Model
- 2020, Significant Stream Chemistry Response to Temperature Variations in a High-elevation Mountain Watershed
- 2019, Distinct Source Water Chemistry Shapes Contrasting Concentration‐Discharge Patterns
- 2015, Enhanced Long-term Nitrogen Removal and Its Quantitative Molecular Mechanism in Tidal Flow Constructed Wetlands
- 2014, Quantitative Response Relationships Between Nitrogen Transformation Rates and Nitrogen Functional Genes in a Tidal Flow Constructed Wetland under C/N Ratio Constraints
- 2014, Methods for understanding microbial community structures and functions in microbial fuel cells: A review
- 2012, Constructed wetlands, 1991–2011: A review of research development, current trends, and future directions