16 days ago
Part-time
Junior
31.10.24
#geologie#forschung#potsdam
PhD Position (f_m_x) "Causal and mechanism discovery for multi-scale and spatiotemporal data in geoscience"baito Pro Job
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Intro
The PhD position focuses on developing a causal and equation discovery framework for time series and spatiotemporal datasets in geoscience, particularly using seismic data and isotope time series for hazard early warning and paleoclimate reconstruction.
Tasks
- Process and analyse continuous time series data such as seismic data and isotope data
- Develop and improve causal discovery framework for continuous time series
- Develop and improve equation discovery framework (e.g., SINDy) for continuous time series
- Develop a machine learning approach for determining tipping points in Earth system and critical thresholds for early warning system based on causal and equation discovery framework, especially for mass movement
- Build a statistical framework for ensemble simulations deriving thresholds for future climate
- Interact with other members of the Earth Surface Process Modeling Section at weekly group meetings and in other informal ways
- Present results at scientific meetings and in publications in peer-reviewed journals
- Supervise master’s students
Requirements
- Master degree or diploma in Mathematics, Data Science, Machine Learning or Geosciences
- Programming skills in Python, C, or similar language
- Familiarity with machine learning and data science
- Knowledge in seismology or geochemistry
- Proficiency in spoken and written English
Benefits
- Ambitious and varied tasks in a dynamic and international research environment
- State-of-the-art equipment
- Public service benefits
- Extensive training opportunities
- Professional career advice offered by our in-house Career-Centre
- Flexible working hours and conditions
- Support with finding a good work-life balance offered by benefit@work
- Institute day-care centre on site
- Working at the Albert Einstein science park on the Telegrafenberg in Potsdam
- Work place within walking distance of Potsdam main train station, or just a short ride on the shuttle bus
16 days ago
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