Concepedia

Coupling machine learning and weather forecast to predict farmland flood disaster: A case study in Yangtze River basin

Zewei Jiang, Shihong Yang, Zhenyang Liu, Yi Xu, Yujiang Xiong, Suting Qi, Qingqing Pang, Junzeng Xu, Fangping Liu, Tao Xu

Environmental Modelling & Software · 2022 · 69 citations · 61 references

Concepts

Natural ResourcesHydrologyMeteorologyHydrologic ModelingMachine LearningWeather ForecastingEnsemble ForecastingFlood ForecastingFlood Risk AssessmentHydrometeorological ForecastingSevere Weather ForecastingStreamflow ForecastingCase Study EvaluationData-driven Hydrologic ForecastingFlood Risk ForecastingHydrologic Forecast IntegrationMachine Learning-based Hydrologic ForecastingRiver Basin RunoffRiver Flood Forecasting

References

61

Random Forests

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

Deep learning in agriculture: A survey

Andreas Kamilaris, Francesc X. Prenafeta‐Boldú · Computers and Electronics in Agriculture · 2018 · 4.6K citations · Full text

Engineering, Agricultural Engineering, Computer Science +12

The Global Precipitation Measurement Mission

Arthur Y. Hou, Ramesh K. Kakar, Steven P. Neeck et al. · Bulletin of the American Meteorological Society · 2013 · 2.8K citations · Full text

Natural Sciences, Earth Sciences, Meteorology +17

Deep learning with long short-term memory networks for financial market predictions

Thomas Fischer · European Journal of Operational Research · 2017 · 2.6K citations

Business, Economics, Finance +16

Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction

Anantha Prasad, Louis R. Iverson, Andy Liaw · Ecosystems · 2006 · 2.3K citations

Computing, Ecology, Environmental Sciences +7