Concepedia

Fast simulation and prediction of urban pluvial floods using a deep convolutional neural network model

Yaoxing Liao, Zhaoli Wang, Xiaohong Chen, Chengguang Lai

Journal of Hydrology · 2023 · 134 citations · 81 references

Concepts

Natural ResourcesCivil EngineeringHydrologyHydrologic ForecastingHydrologic ModelingUrban HydrologyDeep LearningFlood ForecastingFlood Inundation ModelingPluvial FloodingUrban Flood HydrologyUrban Hydrologic ModelingConvolutional Neural NetworksFlood ModelingPluvial Flood ForecastingPluvial Flood Inundation ModelingPluvial Flood ModelingReal-time Urban Flood ForecastingUrban Runoff Modeling

References

81

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

1D convolutional neural networks and applications: A survey

Osama Abdeljaber, Türker İnce, Moncef Gabbouj et al. · Qatar University QSpace (Qatar University) · 2022 · 2.7K citations

Computing, Biomedical Engineering, Computer Science +16

A fuzzy K-nearest neighbor algorithm

James M. Keller, Michael Gray, James A. Givens · IEEE Transactions on Systems Man and Cybernetics · 1985 · 2.7K citations

Computing, Computer Science, Mathematics +14

Machine Learning for Fluid Mechanics

Annual Review of Fluid Mechanics · 2019 · 2.6K citations · Full text

Computing, Computer Science, Mechanical Engineering +8

Future flood losses in major coastal cities

Stéphane Hallegatte, Colin Green, Robert J. Nicholls et al. · Nature Climate Change · 2013 · 2.5K citations

Natural Resources, Civil Engineering, Hydrology +14