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PostDoc in Scientific Imaging Data Reduction and Compression

Lunds universitet
  • OrtLund
  • OmfattningHeltid
  • Sista ansökan24 dagar kvar
  • Publicerad28 sep.

Om tjänsten

The Scientific Data Group You will join the Scientific Data Group within the Technical Division of MAX IV Laboratory. We develop

and operate high-performance data acquisition systems for cutting-edge detectors and provide data processing, visualisation and

analysis solutions that enable researchers to rapidly interpret results from X-ray scattering, imaging and spectroscopy

experiments. Our systems routinely handle data rates of several GB/s and support large-scale scientific data workflows. To support

sustainable data management at next-generation photon science facilities, we are seeking a Postdoctoral Researcher to advance

scientific data reduction and compression workflows for tomography and imaging applications in collaboration with European

research infrastructures. The Position The rapid growth of data volumes generated by modern imaging experiments is creating

significant challenges for data storage, transfer, processing and long-term preservation. Through a collaborative European

initiative involving leading photon science facilities, MAX IV is developing sustainable approaches to scientific data reduction

and scientifically validated lossy-compression methods for tomography and imaging applications. As a PostDoc you will contribute

to the evaluation, development, validation and deployment of advanced data reduction and compression methodologies for large-scale

imaging datasets. Working at the interface between scientific computing, image analysis and research infrastructures, you will

collaborate closely with scientists, software engineers, beamline scientists and computing specialists across the European photon

science community. The project is carried out in close collaboration with leading European photon science facilities through the

LEAPS community. The position offers a unique opportunity to engage directly with MAX IV's full-field X-ray imaging and tomography

activities. These span the established tomography capabilities at DanMAX and ForMAX, together with the development of TomoWISE, a

dedicated next-generation tomography beamline currently under construction. The successful candidate will work closely with

scientists and engineers developing future imaging capabilities at MAX IV while collaborating with experts in tomography,

scientific computing, data management and research software engineering across Europe. Your work will contribute to practical

solutions that significantly reduce data volumes while preserving scientific quality and reproducibility. The project combines

scientific research, software development and international collaboration, offering opportunities to influence community-wide best

practices for data handling at large-scale research facilities. Activities include benchmarking and validating compression

algorithms, developing software tools and workflows, establishing quality metrics and best practices, collaborating with partner

facilities, organising workshops and training activities, and disseminating results through publications and presentations. Your

primary responsibilities will include - Evaluate and benchmark data reduction and lossy-compression methods using representative

tomography and imaging datasets from MAX IV and collaborating facilities. - Develop software tools, workflows and validation

methodologies that support the adoption of compression technologies in scientific environments. - Collaborate with beamline

scientists to evaluate the impact of data reduction methods on scientific outcomes and data quality. - Contribute to community

guidelines, best practices and knowledge resources related to scientific data reduction, compression and FAIR data management. -

Work with researchers and technical experts at European photon science facilities to facilitate knowledge exchange and technology

transfer. - Support and coordinate project workshops, training activities and dissemination events. - Disseminate project outcomes

through reports, technical documentation, presentations, workshops, and scientific publications, as appropriate. To be successful

in this role you need to have the following qualifications - A PhD in Computer Science, Applied Mathematics, Physics, Engineering,

Scientific Computing, Image Processing, Data Science, or a closely related discipline. - Demonstrated experience in scientific

programming, scientific software development, or data-intensive computing. - Experience with Python and at least one

high-performance programming language such as C++, Rust, or Julia. - Experience working with large-scale scientific datasets,

image processing, computational imaging, tomography data analysis, or data compression. - Experience with Linux-based computing

environments and modern software development practices, including version control and collaborative software development. -

Excellent written and verbal communication skills in English. - Ability to work effectively in an interdisciplinary and

international research environment The following qualifications are considered an advantage - Experience with synchrotron,

neutron, 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 data principles and research data management. - Experience with

high-performance computing, cloud computing, GPU acceleration, or distributed data processing. - Experience participating in

international scientific collaborations and/or multi-institutional research projects. Eligibility Appointment to the position of

postdoc requires that the applicant has a PhD or an international degree deemed equivalent to a PhD, within the subject of the

position, completed no more than three years before the application deadline. Under special circumstances the PhD can have been

completed previous to the aforementioned three years. Further information This is a full-time, fixed-term employment for two

years. A postdoctoral fellow is employed under a period of at least two years and at most three years. The period of employment is

determined in accordance with the agreement “Avtal om tidsbegränsad anställning som postdoktor-2022-02-01” (“Agreement on

fixed-term employment as a post-doctoral fellow, 2022-02-01”).  What we offer When you join our MAX IV team, you enter a world of

cutting-edge science. We make the invisible visible by supporting scientists from all over the world, generating scientific

results for the benefit of society. We offer you a multicultural work environment with great opportunities for personal

development with respect for a healthy work-life balance. Would you like to work in a challenging and supporting environment? Then

join us and take the opportunity to make a real difference! For further information, please visit:

https://www.lunduniversity.lu.se/about-lund-university/work-lund-university  www.sweden.se

https://www.maxiv.lu.se/about-us/careers/compensation-benefits/