Concepedia

Using a physics-based hydrological model and storm transposition to investigate machine-learning algorithms for streamflow prediction

Faruk Gürbüz, Avinash Mudireddy, Ricardo Mantilla, Shaoping Xiao

Journal of Hydrology · 2023 · 28 citations · 42 references

DOI

Concepts

References

42

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

, , +16

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

Hoshin V. Gupta, Harald Kling, Koray K. Yılmaz et al. · Journal of Hydrology · 2009 · 6.7K citations

, , +13

Rainfall–runoff modelling using Long Short-Term Memory (LSTM) networks

Frederik Kratzert, Daniel Klotz, Claire Brenner et al. · Hydrology and earth system sciences · 2018 · 1.8K citations · Full text

, , +11

Technical note: Inherent benchmark or not? Comparing Nash–Sutcliffe and Kling–Gupta efficiency scores

Wouter Knoben, Jim Freer, Ross Woods · Hydrology and earth system sciences · 2019 · 1.3K citations · Full text

, , +13

Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

Frederik Kratzert, Daniel Klotz, Mathew Herrnegger et al. · Water Resources Research · 2019 · 970 citations · Full text

, , +16