教育经历:
2013-2018 加州大学戴维斯分校 水资源工程 博士
2015-2017 加州大学戴维斯分校 统计学 硕士
2013-2016 加州大学戴维斯分校 水资源工程 硕士
2009-2013 武汉大学 水文与水资源工程 学士
工作经历:
2020.11—至今 3499cc拉斯维加斯 3499cc拉斯维加斯 副教授
2019.02—2020.10 加州大学伯克利分校 环境科学、政策与管理系 博士后
近年发表论文:
(31) Tu,T., Wang, J., Wang, C., Liang, Z., Duan, K. (2024). Reconstructing Long-term Natural Flows by Ensemble Machine Learning. Environmental Modelling & Software. 106069. https://doi.org/10.1016/j.envsoft.2024.106069
(30) Tu,T.*, Li, Y., Duan, K.*, Zhao, T.(2024). Enhancing Physically-based Hydrological Modeling with an Ensemble of Machine-Learning Reservoir Operation Modules under Heavy Human Regulation Using Easily Accessible Data. Journal of Environmental Management, 121044. https://doi.org/10.1016/j.jenvman.2024.121044
(29) Yu, X., He, L., Yao, R.*, Tu, T.*, Zhang, Z., & Zhao, X. (2024). Effects of beach nourishment on seawater intrusion in layered heterogeneous aquifers. Journal of Hydrology, 131018. https://doi.org/10.1016/j.jhydrol.2024.131018
(28) Tu, T.*, Wang, J., Zhao, G., Zhao, T.*, & Dong, X. (2024). Scaling from global to regional river flow with global hydrological models: Choice matters. Journal of Hydrology, 130960. https://doi.org/10.1016/j.jhydrol.2024.130960
(27) Gao, Y., Zhao, T., Tu, T., Tian, Y., Zhang, Y., Liu, Z., ... & Wang, H. (2024). Spatiotemporal links between meteorological and agricultural droughts impacted by tropical cyclones in China. Science of the total environment, 912, 169119. https://doi.org/10.1016/j.scitotenv.2023.169119
(26) Chen, J., Liu, Z., Mao, J., Zhao, T., Tu, T., Cheng, L., Dong, C. (2024). Co-regulation of water and energy in the spatial heterogeneity of drought resistance and resilience. Environmental Research Letters 18, 11. https://doi.org/10.1088/1748-9326/acfccc
(25) Dong, X., Martin, J.B., Cohen, M.J., Tu, T.* (2023). Bedrock mediates responses of ecosystem productivity to climate variability. Communications Earth & Environment 4, 114. https://doi.org/10.1038/s43247-023-00773-x (Nature Portfolio)
(24) Tu, T.*, Comte L. & Ruhi, A. (2023). The color of environmental noise in river networks. Nature Communications, 14, 1728. https://doi.org/10.1038/s41467-023-37062-2
(23) Kavvas, M. L., Tu, T.*, Ercan, A., & Chen, Z. Q. (2022). Multidimensional governing equations of matrix flow component of subsurface stormflow as function of bedrock surface geometry. Water Resources Research, 58, e2022WR033433. https://doi. org/10.1029/2022WR033433
(22) Zexin Chen, Tongtiegang Zhao, Tongbi Tu, Xinjun Tu, Xiaohong Chen, 2022, PairwiseIHA: A python toolkit to detect flow regime alterations for headwater rivers, Enviromental Modelling & Software, p.105427, https://doi.org/10.1016/j.envsoft.2022.105427
(21) Tongtiegang Zhao, Zexin Chen, Tongbi Tu, Denghua Yan, Xiaohong Chen, 2022, Unravelling the potential of global streamflow reanalysis in characterizing local flow regime. Science of The Total Environment, p.156125. https://doi.org/10.1016/j.scitotenv.2022.156125
(20) Zhao, G., Liu, R., Yang, M., Tu, T., Ma, M., Hong, Y. and Wang, X., 2021. Large-scale flash flood warning in China using deep learning. Journal of Hydrology, p.127222. https://doi.org/10.1016/j.jhydrol.2021.127222
(19) Tu, T., Ishida, K., Ercan, A., Kiyama, M., Amagasaki, M. and Zhao, T., 2021. Hybrid precipitation downscaling over coastal watersheds in Japan using WRF and CNN. Journal of Hydrology: Regional Studies, 37, p.100921. doi.org/10.1016/j.ejrh.2021.100921
(18) Zhao, T., Chen, H., Shao, Q., Tu,T., Tian, X., Chen, X., 2021, Attributing correlation skill of dynamical GCM precipitation forecasts to statistical ENSO teleconnection using a set-theory-based approach, Hydrology and Earth System Sciences 25 (11), 5717-5732, https://doi.org/10.5194/hess-25-5717-2021
(17) Ishida, K., Kiyama, M., Ercan, A., Amagasaki, M., Tu,T., 2021, Multi-time-scale input approaches for hourly-scale rainfall–runoff modeling based on recurrent neural networks, Journal of Hydroinformatics, DOI: 10.2166/hydro.2021.095
(16) Yokoo, K., Ishida, K., Ercan, A., Tu, T., Nagasato, T., Kiyama, M. and Amagasaki, M., 2021. Capabilities of deep learning models on learning physical relationships: Case of rainfall-runoff modeling with LSTM. Science of The Total Environment, p.149876. DOI: 10.1016/j.scitotenv.2021.149876
(15) Huang, X., Zhao, G., Zorn, C., Tao, F., Ni, S., Zhang, W., Tu, T.* and Höglind, M., 2021..Grass modelling in data-limited areas by incorporating MODIS data products. Field Crops Research, 271(3):108250. DOI: 10.1016/j.fcr.2021.108250.
(14) Kavvas, M.L., Ercan, A. and Tu, T., 2021. Space and Time Fractional Governing Equations of Unsteady Overland Flow. Journal of Hydrologic Engineering, 26(7), p.04021023.
(13) Tu, T., Ercan, A., Carr, K.J., Kavvas, M.L., Trinh, T., Ishida, K., Nosacka, J. and Brown, K., 2020. Coupling hydroclimate-hydraulic-sedimentation models to estimate flood inundation and sediment transport during extreme flood events under a changing climate. Science of The Total Environment, p.140117. doi: 10.1016/j.scitotenv.2020.140117
(12) Tu,T., Ercan,A., Kavvas,M., 2020, Modeling of One-Dimensional Non-reactive Solute Transport in Stream Flows Under Uncertain Flow and Solute Loading Conditions, Journal of Hydrologic Engineering, DOI:10.1061/(ASCE)HE.1943-5584.0001957
(11) Ishida, K., Tsujimoto, G., Ercan, A., Tu, T., Kiyama, M., Amagasaki M., 2020, Hourly-scale Coastal Sea Level Modeling in a Changing Climate using Long Short-Term Memory Neural Network, Science of The Total Environment: 137613.
(10) Kavvas, M., Tu,T., Ercan, A., Polsinelli, J., 2020, Fractional Governing Equations of Transient Groundwater Flow in Unconfined Aquifers with Multi-fractional Dimensions in Fractional Time, Earth System Dynamics, https://doi.org/10.5194/esd-2019-37
(9) Tu,T., Ercan,A., Kavvas,M., 2020, Probabilistic Solution to Two-Dimensional Stochastic Solute Transport Model by the Fokker-Planck Equation Approach, Journal of Hydrology, doi: 10.1016/j.jhydrol.2019.124250
(8)Tu,T., Ercan,A., Kavvas,M., 2019, One-Dimensional Solute Transport in Open Channel Flow From A Stochastic Systematic Perspective, Stochastic Environmental Research and Risk Assessment, 33: 1403. https://doi.org/10.1007/s00477-019-01699-7
(7) Zhao,G., Xu,Z., Pang,B., Tu,T.,Xu,L., Du,L., 2019, An Enhanced Inundation Method for Urban Flood Hazard Mapping at Large Catchment Scale, Journal of Hydrology, https://doi.org/10.1016/j.jhydrol.2019.02.008
(6) Tu,T., Ercan,A., Kavvas,M. 2018. Time-Space Fractional Governing Equations of Transient Groundwater Flow in Confined Aquifers: Numerical Investigation, Hydrological Processes, doi: 10.1002/hyp.11500
(5) Zhao, G.,Pang,B.,Xu,Z.,Yue,J., Tu,T., 2018. Mapping flood susceptibility in mountainous areas on a national scale in China, Science of the Total Environment, 615:1133-1142. https://doi.org/10.1016/j.scitotenv.2017.10.037
(4) Carr, K., Tu, T., Ercan, A., Kavvas, M.. 2017. Evaluating the Applicability of a Two-Dimensional Flow Model of a Highly Heterogeneous Domain to Flow and Environmental Management, Journal of the American Water Resources Association, DOI: 10.1111/1752-1688.12602.
(3) Tu, T., Ercan, A., and Kavvas, M. L. 2017. Fractal Scaling Analysis of Groundwater Dynamics in Confined Aquifers, Earth System Dynamics, 8, 931-949, https://doi.org/10.5194/esd-8-931-2017.
(2) Kavvas, M., Tu,T., Ercan,A., Polsinelli,J. 2017. Fractional Governing Equations of Transient Groundwater Flow in Confined Aquifers with Multi-Fractional Dimensions in Fractional Time, Earth System Dynamics, 8, 921-929, https://doi.org/10.5194/esd-8-921-2017.
(1) Tu,T., Carr,K., Ercan, A., Trinh,T., Kavvas, M., Nosacka,J. 2017. Assessment of the Effects of Multiple Extreme Floods on Flow and Transport Processes under Competing Flood Protection and Environmental Management Strategies, Science of the Total Environment, 607:613-622. doi:10.1016 /j.scitotenv.2017.06.271.
科研项目:
国家自然科学基金面上项目,河流水文记忆效应产生机制及时空演变机理研究,2025-2028,主持
广东省自然科学基金面上项目,变化环境下珠江三角洲感潮河网水文情势演变机理研究,2024-2026,主持
国家重点研发计划”人类活动及气候变化背景下区域水资源供需系统变化及其应对策略“项目子课题,水资源利用效率变化及其对水资源供需系统的影响,2023-2028,主持
国家自然科学基金青年基金项目,变化环境下感潮河网水文情势演变对河流破碎度的影响机制研究,2022-2024,主持
国家重点研发计划“粤港澳大湾区衍生复合灾害评估与应急避险关键技术”子课题,复杂河网城市群下垫面概化与复合灾害特征格栅化模拟,2021-2024,主持
3499cc拉斯维加斯百人计划科研启动项目,2021-2023,主持
学术兼职:
美国地球物理联合会(AGU)会员
美国土木工程师协会(ASCE)会员
Nature Communications, Water Resources Research, Water Research, Journal of Hydrology, Science of the Total Environment, Journal of Hydrology: Regional Studies, Ocean Engineering, Journal of the American Water Resources Association, Journal of Environmental Informatics, Environmental Management, International Journal of Disaster Risk Reduction, Journal of Hydrologic Engineering等期刊审稿人