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INInstitut für Meteorologie und Klimaforschung Atmosphärische Umweltforschung (IMKIFU)

PhD position with focus on generative AI methods for weather radar data processing(m/w/x)

Garmisch-Partenkirchen
Part-timeWith Home Office
AI/ML

Developing generative AI for weather radar data processing, including probabilistic QPE and merged radar-gauge products. MSc degree in science/informatics and Python programming skills required. International environment, flexible working hours.

Requirements

  • MSc degree in natural science, geoscience, mathematics, informatics, or related fields
  • Strong programming skills, preferably in Python
  • Basic knowledge of deep learning, preferably in PyTorch
  • Expertise with handling large datasets and machine learning workflows
  • Basic knowledge of meteorology and remote sensing
  • Intuition to link data and code to real-world observations and challenges
  • Good command of written and spoken English

Tasks

  • Develop a generative artificial neural network (ANN) for probabilistic radar QPE
  • Extend the ANN to condition on rain gauge data for merged radar-gauge products
  • Create an AI-based quality control method for radar data
  • Apply and evaluate methods on European scale using OPERA radar network data

Education

  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Python
  • PyTorch

Benefits

Other Benefits

  • Excellent working conditions

Informal Culture

  • International environment

Learning & Development

  • Specific training
  • Further qualification offers

Flexible Working

  • Flexible working time models
  • Flexitime
  • Work from home
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