Fig 3

Photonic Data Science

Research group Prof. Dr. Thomas Bocklitz
Fig 3
Graphic: IPHT

Head of the group

Thomas Bocklitz, Univ.-Prof. Dr
Head
vCard
Professorship of Photonic Data Science
Prof. Dr. Thomas Bocklitz
Image: Prof. Dr. Thomas Bocklitz
JenTower
Leutragraben 1
07743 Jena Google Maps site planExternal link

Scientific Profile

We explore the entire data life cycle of photonic data from generation to the data analysis and to data archiving. Following a holistic approach, we investigate procedures for experiment and sample size planning as well as data pretreatment and combine these procedures with chemometric procedures, model transfer methods and artificial intelligence methods in a data pipeline. In this way, data from various photonic processes can be used for analysis, diagnostics and therapy in medicine, life science, environmental sciences and pharmacy. The data pipeline are implemented in software components and are tested directly in the applicative environment, e.g. in clinical studies. Further focal points are data fusion of different heterogeneous data sources, the simulation of different measurement procedures in order to optimize correction procedures, methods for the interpretation of analysis models and the construction of data infrastructures for different photonic measurement data, which ensure the FAIR principles.

Research Topics

  • Machine learning for photonic image data
    Fig 1

    Fig 1

    Graphic: IPHT
  • Chemometrics / machine learning for spectral data
  • Correlation of different measurement methods and data fusion

Areas of application

  • Bio-medical diagnostics using spectral measurement methods and imaging techniques
  • Extraction of higher information from photonic measurement data
  • Simulation- und data-driven correction of photonic data
  • Guarantee of FAIR principles for photonic data

Staff

  1. Adhikari, Mou PhD Student Professorship of Photonic Data Science

    JenTower, Room 15S04
    Leutragraben 1
    07743 Jena

  2. Amiri, Mahmoud Professorship of Photonic Data Science

    JenTower
    Leutragraben 1
    07743 Jena

  3. Azam, Kazi Sultana Farhana PhD student Professorship of Photonic Data Science

    JenTower, Room 15S04
    Leutragraben 1
    07743 Jena

  4. Contreras Duarte, Jhonatan PostDoc Professorship of Photonic Data Science

    JenTower, Room 15S02
    Leutragraben 1
    07743 Jena

  5. Corbetta, Elena PhD student Professorship of Photonic Data Science

    JenTower, Room 15S05
    Leutragraben 1
    07743 Jena

  6. Darzi, Fatemehzahra PhD student Professorship of Photonic Data Science

    JenTower, Room 15S03
    Leutragraben 1
    07743 Jena

  7. Dehbozorgi, Pegah PhD Student Professorship of Photonic Data Science

    JenTower, Room 15S03
    Leutragraben 1
    07743 Jena

  8. Kamran, Jawad Professorship of Photonic Data Science

    JenTower, Room 15S07
    Leutragraben 1
    07743 Jena

  9. Mokari, Azadeh PhD Student Professorship of Photonic Data Science

    JenTower, Room 15S01
    Leutragraben 1
    07743 Jena

  10. Morgunov, Volodymyr, Dr PostDoc Professorship of Photonic Data Science

    JenTower, Room 15S07
    Leutragraben 1
    07743 Jena

    Dr. Volodymyr Morgunov
    Image: Volodymyr Morgunov
  11. Mostafapourghasrodashti, Sara PhD student Professorship of Photonic Data Science

    JenTower, Room 15S05
    Leutragraben 1
    07743 Jena

  12. Ryabchykov, Oleg, Dr PostDoc Professorship of Photonic Data Science

    JenTower, Room 15S02
    Leutragraben 1
    07743 Jena

  13. Stefaniuk, Nazar PostDoc Professorship of Photonic Data Science

    JenTower
    Leutragraben 1
    07743 Jena

  14. Thamm, Sophie, Dr Coordinator LPI Professorship of Photonic Data Science

    JenTower, Room 15S08
    Leutragraben 1
    07743 Jena

  15. Vulchi, Ravi Teja PhD Student Professorship of Photonic Data Science

    JenTower
    Leutragraben 1
    07743 Jena

  16. Yogita, Yogita PhD student Professorship of Photonic Data Science

    JenTower, Room 15S01
    Leutragraben 1
    07743 Jena

Publications

  • 2025