Research Summary
Development and utilization of novel computational models for problems in environmental hydraulics and water resource engineering in general, complementary to computational modeling.
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Research Keywords
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Projects
Recent Publications
Erosion and Deposition around Porous Engineered Log Jams: Flume Experiments and Improved Predictive Formulas
Darzikolaei, S. A. M., Curran, J. C. & Liu, X., Mar 1 2025, In: Journal of Hydraulic Engineering. 151, 2, 04024067.Research output: Contribution to journal › Article › peer-review
Oil and gas produced waters fail to meet beneficial reuse recommendations for use as dust suppressants
Farnan, J., Eck, A., Kearney, A., Dorman, F. L., Ismail, H., Chase, E., Liu, X., Warner, N. R. & Burgos, W. D., Apr 1 2024, In: Science of the Total Environment. 919, 170807.Research output: Contribution to journal › Article › peer-review
Mechanistic definition and prediction of the mass exchange coefficient between rivers and hyporheic zones: The α of two Ωs
Li, B., Cardenas, M. B., Chen, X. & Liu, X., Nov 2024, In: Journal of Hydrology. 644, 132054.Research output: Contribution to journal › Article › peer-review
Bathymetry Inversion Using a Deep-Learning-Based Surrogate for Shallow Water Equations Solvers
Liu, X., Song, Y. & Shen, C., Mar 2024, In: Water Resources Research. 60, 3, e2023WR035890.Research output: Contribution to journal › Article › peer-review
Deep learning insights into suspended sediment concentrations across the conterminous United States: Strengths and limitations
Song, Y., Chaemchuen, P., Rahmani, F., Zhi, W., Li, L., Liu, X., Boyer, E., Bindas, T., Lawson, K. & Shen, C., Aug 2024, In: Journal of Hydrology. 639, 131573.Research output: Contribution to journal › Article › peer-review
Increasing phosphorus loss despite widespread concentration decline in US rivers
Zhi, W., Baniecki, H., Liu, J., Boyer, E., Shen, C., Shenk, G., Liu, X. & Li, L., Nov 26 2024, In: Proceedings of the National Academy of Sciences of the United States of America. 121, 48, e2402028121.Research output: Contribution to journal › Article › peer-review
Editorial: Data-driven machine learning for advancing hydrological and hydraulic predictability
Lu, D., Yang, T. & Liu, X., 2023, In: Frontiers in Water. 5, 1215966.Research output: Contribution to journal › Editorial › peer-review
Differentiable modelling to unify machine learning and physical models for geosciences
Shen, C., Appling, A. P., Gentine, P., Bandai, T., Gupta, H., Tartakovsky, A., Baity-Jesi, M., Fenicia, F., Kifer, D., Li, L., Liu, X., Ren, W., Zheng, Y., Harman, C. J., Clark, M., Farthing, M., Feng, D., Kumar, P., Aboelyazeed, D. & Rahmani, F. & 11 others, , Aug 2023, In: Nature Reviews Earth and Environment. 4, 8, p. 552-567 16 p.Research output: Contribution to journal › Article › peer-review
A Surrogate Model for Shallow Water Equations Solvers with Deep Learning
Song, Y., Shen, C. & Liu, X., Nov 1 2023, In: Journal of Hydraulic Engineering. 149, 11, 04023045.Research output: Contribution to journal › Article › peer-review
Three-Dimensional Numerical Modeling of Local Scour: A State-of-the-Art Review and Perspective
Lai, Y. G., Liu, X., Bombardelli, F. A. & Song, Y., Nov 1 2022, In: Journal of Hydraulic Engineering. 148, 11, 03122002.Research output: Contribution to journal › Review article › peer-review
Hyporheic Exchange Due to Cobbles on Sandy Beds
Lee, A., Aubeneau, A. F., Cardenas, M. B. & Liu, X., Jan 2022, In: Water Resources Research. 58, 1, e2021WR030164.Research output: Contribution to journal › Article › peer-review
Scour around underwater unexploded ordnances (UXOs): An experimental and computational investigation
Song, Y., Darzikolaei, S. A. M. & Liu, X., Oct 15 2022, In: Ocean Engineering. 262, 112146.Research output: Contribution to journal › Article › peer-review
Scour modeling based on immersed boundary method: A pathway to practical use of three-dimensional scour models
Song, Y., Xu, Y., Ismail, H. & Liu, X., Jan 2022, In: Coastal Engineering. 171, 104037.Research output: Contribution to journal › Article › peer-review
Computational Fluid Dynamics-Based Evaluation and Verification of FISP Suspended Sediment Samplers
Xu, Y. & Liu, X., Dec 1 2022, In: Journal of Irrigation and Drainage Engineering. 148, 12, 04022043.Research output: Contribution to journal › Article › peer-review
Numerical Simulation of Drainage of Permeable Friction Course Considering Surface Runoff and Seepage Flow
Zheng, C., Huang, J., Liu, X. & Cleveland, T. G., Mar 1 2022, In: Journal of Transportation Engineering Part B: Pavements. 148, 1, 04021079.Research output: Contribution to journal › Article › peer-review