Skip to main content
Have a personal or library account? Click to login
FAIR Data in Action: The User-Centric Software Suite FAIRSave for Fully Digital, Data-Driven Studies in Materials Science Cover

FAIR Data in Action: The User-Centric Software Suite FAIRSave for Fully Digital, Data-Driven Studies in Materials Science

Open Access
|Jun 2026

References

  1. Bagov, I., Greiner, C. and Garabedian, N.T. (2022) ‘Collaborative metadata definition using controlled vocabularies, and ontologies’, Pensoft Publishers, 8, p. 94931. Available at: 10.3897/rio.8.e94931
  2. Bagov, I., Meller, M., Bresser, F., Ye, N., Senturk, B. and Garabedian, N.T. (n.d.) VocPopuli.
  3. Brandt, N., Griem, L., Herrmann, C., Schoof, E., Tosato, G., Zhao, Y., Zschumme, P. and Selzer, M. (2021) ‘Kadi4Mat: A research data infrastructure for materials science’, Data Science Journal, 20(1), p. 8. Available at: 10.5334/dsj-2021-008
  4. CARPi, N., Minges, A. and Piel, M. (2017) ‘eLabFTW: An open source laboratory notebook for research labs’, JOSS, 2(12), p. 146. Available at: 10.21105/joss.00146
  5. Eisenbart, M., Hanke, T., Bauer, F., Beygi Nasrabadi, H., Junghanns, K., Dziwis, G., Tikana, L., Parvez, A.M., van den Boogaart, K.G., Sajjad, M., Friedmann, V., Preußner, J., Ramakrishnan, A.N., Klengel, S., Meyer, L-P., Martin, M., Klotz, U.E., Skrotzki, B. and Weber, M. (2025) ‘KupferDigital: Ontology-based digital representation for the copper life cycle’, Advanced Engineering Materials, 27(8), p. 2401735. Available at: 10.1002/adem.202401735
  6. Erdmann, C., Simons, N., Otsuji, R., Labou, S., Johnson, R., Castelao, G. et al. (2019) Top 10 FAIR Data & Software Things. Available at: 10.5281/zenodo.2555498
  7. Flachmann, M., Bagov, I. and Garabedian, N. (2025a) FS-Instrument. Available at: 10.5281/zenodo.17904403
  8. Flachmann, M., Biesinger, J., Gorenflo, M., Bagov, I., Greiner, C. and Garabedian, N. (2023) Tribological Experiments – Sapphire on Copper – FAIR Dataset. Available at: 10.5281/zenodo.8024881
  9. Flachmann, M., Bresser, F., Bagov, I. and Garabedian, N. (2025b) FS-Validator. Available at: 10.5281/zenodo.17904364
  10. Flachmann, M., Dollmann, A., Schiele, A., Beichert, B. and Greiner, C. (2025c) Vocabulary of Materials Tribology Lab at KIT. Available at: 10.5281/zenodo.17904442
  11. Flachmann, M., Ye, N., Bagov, I. and Garabedian, N. (2025d) FS-Report. Available at: 10.5281/zenodo.17904380
  12. Flachmann, M., Ye, N., Markus, S., Sarmah, F., Bagov, I. and Garabedian, N. (2025e) FS-DigitalBook. Available at: 10.5281/zenodo.17904422
  13. Garabedian, N., Bagov, I., Flachmann, M., Ye, N., Meller, M., Bresser, F. and Greiner, C. (2023) ‘A Framework to Generate, Store, and Publish FAIR Data in Experimental Sciences’, SEMPDS 2023: Posters and Demos at SEMANTiCS 2023 – 19th International Conference on Semantic Systems (SEMANTICS). Leipzig, 20–22 September. CEUR Workshop Proceedings: CEUR-WS, p. 5 S.
  14. Garabedian, N.T., Schreiber, P.J., Brandt, N., Zschumme, P., Blatter, I.L., Dollmann, A., Haug, C., Kümmel, D., Li, Y., Meyer, F., Morstein, C.E., Rau, J.S., Weber, M., Schneider, J., Gumbsch, P., Selzer, M. and Greiner, C. (2022) ‘Generating FAIR research data in experimental tribology’, Scientific Data, 9, pp. 111. Available at: 10.1038/s41597-022-01429-9
  15. Griem, L., Zschumme, P., Laqua, M., Brandt, N., Schoof, E., Altschuh, P. and Selzer, M. (2022) ‘KadiStudio: FAIR modelling of scientific research processes’, Data Science Journal, 21, p. 16. Available at: 10.5334/dsj-2022-016
  16. Hereon, H.-Z. (2023) Herbie. Available at: https://zenodo.org/records/12205430
  17. Hey, T., Tansley, S. and Tolle, K. (2009) The Fourth Paradigm: Data-Intensive Scientific Discovery. Redmond, USA: Microsoft research.
  18. Higgins, S.G., Nogiwa-Valdez, A.A. and Stevens, M.M. (2022) ‘Considerations for implementing electronic laboratory notebooks in an academic research environment’, Nature Protocols, 17, pp. 179189. Available at: 10.1038/s41596-021-00645-8
  19. Himanen, L., Geurts, A., Foster, A.S. and Rinke, P. (2019) ‘Data-driven materials science: Status, challenges, and perspectives’, Advanced Science, 6, p. 1900808. Available at: 10.1002/advs.201900808
  20. Kanza, S., Willoughby, C., Gibbins, N., Whitby, R., Frey, J.G., Erjavec, J., Zupančič, K., Hren, M. and Kovač, K. (2017) ‘Electronic lab notebooks: Can they replace paper?’, Journal of Cheminformatics, 9, p. 31. Available at: 10.1186/s13321-017-0221-3
  21. Kirchner, F., Wieland, D.C.F., Irvine, S., Schimek, S., Reimers, J., Aversa, R., Boubnov, A., Lucas, C., Flenner, S., Greving, I., Marinho, A.L., Wong, T.M., Willumeit-Römer, R., Eschke, C. and Zeller-Plumhoff, B. (2025) ‘An ontology-based description of nano computed tomography measurements in electronic laboratory notebooks: From metadata schema to first user experience’, arXiv:2501.07398. Available at: 10.48550/arXiv.2501.07398
  22. Oleksik, G., Milic-Frayling, N. and Jones, R. (2014) ‘Study of electronic lab notebook design and practices that emerged in a collaborative scientific environment’, Proceedings of the 17th ACM Conference on Computer Supported Cooperative Work & Social Computing CSCW’14: Computer Supported Cooperative Work, ACM. Baltimore, Maryland, USA, pp. 120133. Available at: 10.1145/2531602.2531709
  23. Rubacha, M., Rattan, A.K. and Hosselet, S.C. (2011) ‘A review of electronic laboratory notebooks available in the market today’, JALA: Journal of the Association for Laboratory Automation, 16, pp. 9098. Available at: 10.1016/j.jala.2009.01.002
  24. Saeedizade, M.J. and Blomqvist, E. (2024) ‘Navigating ontology development with large language models’, in A. Meroño Peñuela, A. Dimou, R. Troncy, O. Hartig, M. Acosta, M. Alam, H. Paulheim and P. Lisena (eds.) The semantic web. Springer Nature Switzerland: Cham. pp. 143161. Available at: 10.1007/978-3-031-60626-7_8
  25. Scheffler, M., Aeschlimann, M., Albrecht, M., Bereau, T., Bungartz, H-J., Felser, C., Greiner, M., Groß, A., Koch, C.T., Kremer, K., Nagel, W.E., Scheidgen, M., Wöll, C. and Draxl, C. (2022) ‘FAIR data enabling new horizons for materials research’, Nature, 604, pp. 635642. Available at: 10.1038/s41586-022-04501-x
  26. Starman, M., Kirchner, F., Held, M., Eschke, C., Sahim, S.-A., Willumeit-Römer, R., Jung, N. and Bräse, S. (2025) ‘ELNdataBridge: Facilitating data exchange and collaboration by linking electronic lab notebooks via API’, Journal of Cheminformatics, 17, p. 86. Available at: 10.1186/s13321-025-01024-1
  27. TIB Terminology Service. (n.d.) Available at: https://terminology.tib.eu/ts (Accessed: 26 November 2025).
  28. Tremouilhac, P., Nguyen, A., Huang, Y.-C., Kotov, S., Lütjohann, D.S., Hübsch, F., Jung, N. and Bräse, S. (2017) ‘Chemotion ELN: An open source electronic lab notebook for chemists in academia’, Journal of Cheminformatics, 9, p. 54. Available at: 10.1186/s13321-017-0240-0
  29. Tudorache, T. (2020) ‘Ontology engineering: Current state, challenges, and future directions’, Semantic Web, 11, pp. 125138. Available at: 10.3233/SW-190382
  30. Wilkinson, M.D., Dumontier, M., Aalbersberg, I.J.J., Appleton, G., Axton, M., Baak, A. et al. (2016) ‘The FAIR guiding principles for scientific data management and stewardship’, Scientific Data, 3, p. 160018. Available at: 10.1038/sdata.2016.18
Language: English
Page range: 20 - 20
Submitted on: Dec 16, 2025
Accepted on: Jun 1, 2026
Published on: Jun 10, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Malte L. Flachmann, Ilia T. Bagov, Nick T. Garabedian, Christian Greiner, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.