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PostDoc in Scientific Imaging Data Reduction and Compression

Other • On-site • Full-time • Sweden Lund, Sweden

Two-year postdoctoral position in the Scientific Data Group at MAX IV Laboratory: developing data reduction and lossy compression methods for tomography and imaging, in collaboration with European research facilities.

Responsibilities

  • ▹Evaluate and benchmark data reduction and lossy data compression methods using representative tomography and imaging datasets from MAX IV and partner facilities
  • ▹Develop software tools, workflows and validation methods that support adopting compression techniques in scientific environments
  • ▹Collaborate with beamline scientists to evaluate how data reduction methods affect scientific results and data quality
  • ▹Contribute to guidelines, best practices and knowledge resources for scientific data reduction, data compression and FAIR data management
  • ▹Collaborate with researchers and technical experts at European research facilities to promote knowledge exchange and technology transfer
  • ▹Support and coordinate the project's workshops, training activities and communication efforts
  • ▹Disseminate results through reports, technical documentation, presentations, workshops and scientific publications

Requirements

  • ▹PhD in computer science, applied mathematics, physics, engineering, scientific computing, image processing, data science or a related field
  • ▹Documented experience in scientific programming, scientific software development or data-intensive computing environments
  • ▹Experience with Python and at least one high-performance language such as C++, Rust or Julia
  • ▹Experience with large scientific datasets, image processing, computational imaging, tomography analysis or data compression
  • ▹Experience with Linux-based computing environments and modern software development practices, including version control and collaborative development
  • ▹Very good written and spoken English
  • ▹Ability to work effectively in an interdisciplinary and international research environment
  • ▹The degree should normally have been awarded no more than three years before the application deadline

Nice to have

  • ▹Experience with synchrotron or neutron facilities, electron microscopy, medical imaging or other large-scale imaging facilities
  • ▹Experience with scientific data formats and technologies such as HDF5, NeXus and Zarr
  • ▹Knowledge of FAIR principles and research data management
  • ▹Experience with HPC, cloud computing, GPU acceleration or distributed computing
  • ▹Experience with international research collaborations or multi-organization projects

What we offer

  • ▹Work directly with MAX IV's X-ray imaging and tomography activities (DanMAX, ForMAX, the upcoming TomoWISE)
  • ▹International collaboration through the LEAPS network
  • ▹Full-time, two-year fixed-term position
  • ▹Opportunity to influence future data management practices at large research facilities

About the company

The Scientific Data Group at MAX IV Laboratory operates high-performance data acquisition systems for advanced detectors and provides data processing, visualization and analysis solutions for researchers in X-ray scattering, imaging and spectroscopy. Its systems regularly handle data flows of several GB/s.

Languages: Angol: nagyon jó szóban és írásban
Education: Doktori fokozat informatika, alkalmazott matematika, fizika, mérnöki tudományok, tudományos adatfeldolgozás, képfeldolgozás, data science vagy rokon területen

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