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    vor 15 Tagen
    GFZ Potsdam header
    GFZ Potsdam logo
    Teilzeit
    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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    Einführung

    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.

    Aufgaben

    • 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

    Voraussetzungen

    • 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

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