Concepedia

A Hybrid VMD-SVM Model for Practical Streamflow Prediction Using an Innovative Input Selection Framework

Erhao Meng, Shengzhi Huang, Qiang Huang, Wei Fang, Hao Wang, Guoyong Leng, Lu Wang, Hao Liang

Water Resources Management · 2021 · 62 citations · 34 references

Concepts

Natural ResourcesData ScienceFeature EngineeringHydrologic ForecastingMachine LearningFlow ModelingStreamflow AnalysisStreamflow ForecastingStreamflow PredictionData-driven Streamflow PredictionHybrid Streamflow ModelingReal-time Streamflow ForecastingReal-time Streamflow PredictionStreaming Machine Learning

References

34

Support-Vector Networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text

Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations

Daniel N. Moriasi, J. G. Arnold, M. W. Van Liew et al. · Transactions of the ASABE · 2007 · 13.2K citations

Natural Resources, Hydrology, Watershed Management +17

Variational Mode Decomposition

Konstantin Dragomiretskiy, Dominique Zosso · IEEE Transactions on Signal Processing · 2014 · 8.6K citations

Engineering, Electrical Engineering, Biomedical Signal Processing +15

El Nino/Southern Oscillation and Australian rainfall, streamflow and drought: Links and potential for forecasting

Francis H. S. Chiew, Thomas C. Piechota, John A. Dracup et al. · Journal of Hydrology · 1998 · 465 citations

Natural Sciences, Earth Sciences, Meteorology +14

Daily streamflow forecasting by machine learning methods with weather and climate inputs

Kabir Rasouli, William W. Hsieh, Alex J. Cannon · Journal of Hydrology · 2011 · 301 citations

Natural Resources, Earth Sciences, Hydrology +14