Georgy Ayzel

RainNet v1.0: a convolutional neural network for radar-based precipitation nowcasting

Georgy Ayzel, Tobias Scheffer, Maik Heistermann · Geoscientific model development · 2020 · 298 citations · Full text

Artificial Intelligence, Convolutional Neural Network, Engineering +17

Optical flow models as an open benchmark for radar-based precipitation nowcasting (rainymotion v0.1)

Georgy Ayzel, Maik Heistermann, Tanja Winterrath · Geoscientific model development · 2019 · 176 citations · Full text

Engineering, Machine Learning, Weather Forecasting +25

All convolutional neural networks for radar-based precipitation nowcasting

Georgy Ayzel, Maik Heistermann, O. Yu. Nikitin et al. · Procedia Computer Science · 2019 · 110 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

The effect of calibration data length on the performance of a conceptual hydrological model versus LSTM and GRU: A case study for six basins from the CAMELS dataset

Georgy Ayzel, Maik Heistermann · Computers & Geosciences · 2021 · 105 citations

Engineering, Water Resources, Geomorphology +10

Towards urban flood susceptibility mapping using data-driven models in Berlin, Germany

Omar Seleem, Georgy Ayzel, Arthur Costa Tomaz de Souza et al. · Geomatics Natural Hazards and Risk · 2022 · 77 citations · Full text

Map Flood Susceptibility, Engineering, Flood Control +17