/DeepRain

short term precipitation prediction with a UNet

Primary LanguageJupyter NotebookBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

DeepRain

This project was created in the context of a course at the HTWG Konstanz - University of Applied Sciences.

The goal is a short term precipitation prediction for 35 minutes of an area around Constance with machine learning. Therefor we use a UNet implementation in keras and tensorflow for python 3.

Our team: Etienne, Merle, Thomas, Tim creates a short term precipitation prediction using a UNet under supervision of Prof. Dr. Oliver Duerr.

Result

Requirements

To run the scripts in this repository, you need the Anaconda Python distribution and additionally install the following packages:

  • keras
  • tensorflow
  • cv2 (OpenCV)
  • wradlib