Phd Position in Earth System Modelling and Machine

Vor 2 Tagen


Munich, Deutschland Technische Universität München Vollzeit

About the project:
In view of ongoing climate change, a key challenges of Earth system science is to understand how changing extreme weather events will affect vegetation ecosystems and especially forests. In this project, Deep Learning methods such as Segmentation Learning will be applied - potentially in combination with process-based vegetation models - to weather data and high-resolution satellite images (e.g. MODIS or Sentinel-2) to learn the quantitative relationships between extreme weather events and their impacts on mid-latitude forests and project how these impacts will change in a warming climate.

Key responsibilities:

- Assess future impacts of extreme weather events under different greenhouse gas emission scenarios
- Identify strategies to combine process-based ESM components with machine learning approaches

**Requirements**:

- Master’s/PhD degree in physics, mathematics, computer science, meteorology, remote sensing or a related field
- Excellent skills in programming and numerical / statistical analysis of simulated and observed data are required
- Experience in machine learning and in working with remote sensing data is of advantage
- Experience in working with weather and vegetation data is of advantage
- Willingness to travel for work (project meetings, workshops, and research visits) and take part in further training
- High level of competence in oral and written English

We offer:

- The chance to be part of an interdisciplinary collaboration of leading European research institutions
- Participation at international workshops and conferences
- A stimulating working environment in an internationally recognized research institution
- A collective pay scheme and associated benefits

The size of the file should not exceed 15 MB.

Technische Universität München

TUM School of Engineering and Design

Department of Aerospace and Geodesy

Earth System Modelling Group

Prof. Dr. Niklas Boers

Lise-Meitner-Str. 9

85521 Ottobrunn

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