Research
The research group "Microstructure - Data Science" deals with the data-driven characterization and optimization of microstructures. The main focus of the research work is on the development of characterization methods for microstructures as well as on the advancement and application of data-driven analysis tools that make the interaction between microstructural properties and macroscopic material behavior visible. For the generation of digital twins of microstructures and process chains, besides large-scale simulations with the phase-field method, generation algorithms for the creation of 3D microstructures with tailored properties are used. For this purpose, tools are developed on the basis of or with the integration of real microstructure images, which can realistically generate, for example, open-pored membrane structures, grain structures or rock fills. In cooperation with the research group "Research Data Management'' concepts for the highly automated handling and efficient evaluation of large data sets are developed and applied. The overall goal of the research questions includes bridging length scales by identifying macroscopic laws and developing predictive models as supporting component for an accelerated material design process.
Name | Function |
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Griem, Lars Christoph | Research assistant |
Ji, Y.; Koeppe, A.; Altschuh, P.; Griem, L.; Rajagopal, D.; Nestler, B.
2024. Physica Scripta, 99 (7), Art.-Nr.: 076010. doi:10.1088/1402-4896/ad52cf
Ji, Y.; Koeppe, A.; Altschuh, P.; Rajagopal, D.; Zhao, Y.; Chen, W.; Chen, W.; Zhang, Y.; Zheng, Y.; Nestler, B.
2024. Computational Materials Science, 232, Art.-Nr.: 112628. doi:10.1016/j.commatsci.2023.112628
Altschuh, P.; Bräse, S.; Hartmann, T.; Jaeger, D.; Jung, N.; Koeppe, A.; Krauss, P.; Leister, C.; Nestler, B.; Schiefer, G.; Schreiber, C.; Selzer, M.; Starmann, M.; Tosato, G.
2023. E-Science-Tage 2023: Empower Your Research – Preserve Your Data. Ed.: Vincent Heuveline, Nina Bisheh, Philipp Kling, 264–269, heiBOOKS. doi:10.11588/heibooks.1288.c18086
Zhao, Y.; Altschuh, P.; Santoki, J.; Griem, L.; Tosato, G.; Selzer, M.; Koeppe, A.; Nestler, B.
2023. Acta Materialia, 253, Art.-Nr.: 118922. doi:10.1016/j.actamat.2023.118922
Kunz, W.; Altschuh, P.; Bremerich, M.; Selzer, M.; Nestler, B.
2023. Materials Today Communications, 35, Art.-Nr.: 106004. doi:10.1016/j.mtcomm.2023.106004
Jamshidi, F.; Kunz, W.; Altschuh, P.; Lu, T.; Laqua, M.; August, A.; Löffler, F.; Selzer, M.; Nestler, B.
2023. Materials Today Communications, 34, Art.-Nr.: 105413. doi:10.1016/j.mtcomm.2023.105413
Ji, Y.; Koeppe, A.; Altschuh, P.; Griem, L.; Rajagopal, D.; Nestler, B.; Chen, W.; Zhang, Y.; Zheng, Y.
2023. doi:10.48550/arXiv.2310.20379
Altschuh, P.; Bräse, S.; Hartmann, T.; Jaeger, D.; Jung, N.; Krauss, P.; Leister, C.; Nestler, B.; Schiefer, G.; Schreiber, C.; Selzer, M.; Starman, M.; Tosato, G.; Koeppe, A.
2023. E-Science-Tage 2023: Empower Your Research – Preserve Your Data (2023), Heidelberg, Germany, March 1–3, 2023. doi:10.11588/heidok.00033126
Griem, L.; Zschumme, P.; Laqua, M.; Brandt, N.; Schoof, E.; Altschuh, P.; Selzer, M.
2022. Data Science Journal, 21 (1), Art.-Nr: 16. doi:10.5334/dsj-2022-016
Jamshidi, F.; Kunz, W.; Altschuh, P.; Bremerich, M.; Przybylla, R.; Selzer, M.; Nestler, B.
2022. Physics of Fluids, 34 (6), Art.-Nr.: 062110. doi:10.1063/5.0093316
Brandt, N.; Garabedian, N. T.; Schoof, E.; Schreiber, P. J.; Zschumme, P.; Greiner, C.; Selzer, M.
2022. Data, 7 (2), Art.-Nr. 15. doi:10.3390/data7020015
Altschuh, P.; Kunz, W.; Bremerich, M.; Reiter, A.; Selzer, M.; Nestler, B.
2022. Membranes, 12 (7), 638. doi:10.3390/membranes12070638
Wallat, L.; Altschuh, P.; Reder, M.; Nestler, B.; Poehler, F.
2022. Materials, 15 (10), Art.-Nr.: 3730. doi:10.3390/ma15103730
Wang, F.; Ratke, L.; Zhang, H.; Altschuh, P.; Nestler, B.
2021. Journal of sol gel science and technology, 99 (1), 273. doi:10.1007/s10971-021-05565-3
Brandt, N.; Griem, L.; Herrmann, C.; Schoof, E.; Tosato, G.; Zhao, Y.; Zschumme, P.; Selzer, M.
2021. Data science journal, 20 (1), Art.-Nr.: 8. doi:10.5334/dsj-2021-008
Altschuh, P.; Bach, F.; Bräse, S.; Hartmann, T.; Jung, N.; Krauß, P.; Nestler, B.; Schiefer, G.; Schreiber, C.; Selzer, M.; Terzijska, D.
2021. E-Science-Tage 2019: Data to Knowledge (2021), Heidelberg, Germany, March 4–5, 2021
Altschuh, P.; Bach, F.; Bräse, S.; Hartmann, T.; Jung, N.; Krauß, P.; Nestler, B.; Schiefer, G.; Schreiber, C.; Selzer, M.; Terzijska, D.
2021. E-Science-Tage 2021: Share Your Research Data, Heidelberg, 04.03. - 05.03.2021. doi:10.11588/heidok.00029699
Herrmann, C.; Schneider, D.; Schoof, E.; Schwab, F.; Nestler, B.
2021. Materials, 14 (17), Art.-Nr.: 4956. doi:10.3390/ma14174956
Daubner, S.; Kubendran Amos, P. G.; Schoof, E.; Santoki, J.; Schneider, D.; Nestler, B.
2021. Physical review materials, 5 (3), Article no: 035406. doi:10.1103/PhysRevMaterials.5.035406
Schoof, E.
2021. KIT Scientific Publishing. doi:10.5445/KSP/1000123341
Altschuh, P.
2020, August 26. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000122904
Yabansu, Y. C.; Altschuh, P.; Hötzer, J.; Selzer, M.; Nestler, B.; Kalidindi, S. R.
2020. Acta materialia, 195, 668–680. doi:10.1016/j.actamat.2020.06.003
Wang, F.; Ratke, L.; Zhang, H.; Altschuh, P.; Nestler, B.
2020. Journal of sol gel science and technology, 94 (1), 356–374. doi:10.1007/s10971-020-05238-7
Schoof, E.
2020, April 1. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000117917
Schoof, E.; Kubendran Amos, P. G.; Schneider, D.; Nestler, B.
2020. Materialia, 9, Article: 100620. doi:10.1016/j.mtla.2020.100620
Mushongera, L. T.; Amos, P. G. K.; Schoof, E.; Kumar, P.; Nestler, B.
2020. Journal of materials science, 55, 5280–5295. doi:10.1007/s10853-019-04307-9
Kubendran Amos, P. G.; Schoof, E.; Santoki, J.; Schneider, D.; Nestler, B.
2020. Computational materials science, 173, Article No.109388. doi:10.1016/j.commatsci.2019.109388
Kellner, M.; Hötzer, J.; Schoof, E.; Nestler, B.
2020. Acta materialia, 182, 267–277. doi:10.1016/j.actamat.2019.10.028
Rheinheimer, W.; Schoof, E.; Selzer, M.; Nestler, B.; Hoffmann, M. J.
2019. Acta materialia, 174, 105–115. doi:10.1016/j.actamat.2019.05.040
Wang, F.; Altschuh, P.; Ratke, L.; Zhang, H.; Selzer, M.; Nestler, B.
2019. Advanced materials, 31 (26), Art.Nr. 1806733. doi:10.1002/adma.201806733
Schoof, E.; Herrmann, C.; Streichhan, N.; Selzer, M.; Schneider, D.; Nestler, B.
2019. Modelling and simulation in materials science and engineering, 27 (2), 025010. doi:10.1088/1361-651X/aaf980
Amos, P. G. K.; Schoof, E.; Schneider, D.; Nestler, B.
2019. Proceedings of the 1st International Conference on Numerical Modelling in Engineering – Volume 2: Numerical Modelling in Mechanical and Materials Engineering, NME 2018, 28-29 August 2018, Ghent University, Belgium. Ed.: M. Abdel Wahab, 47–63, Springer. doi:10.1007/978-981-13-2273-0_5
Schoof, E.; Herrmann, C.; Schneider, D.; Hötzer, J.; Nestler, B.
2019. High Performance Computing in Science and Engineering ’18. Ed.: W. Nagel, 475–488, Springer International Publishing. doi:10.1007/978-3-030-13325-2_30
Wang, F.; Altschuh, P.; Matz, A. M.; Heimann, J.; Matz, B. S.; Nestler, B.; Jost, N.
2019. Acta materialia, 170, 138–154. doi:10.1016/j.actamat.2019.03.008
Kubendran Amos, P. G.; Schoof, E.; Streichan, N.; Schneider, D.; Nestler, B.
2019. Computational materials science, 159, 281–296. doi:10.1016/j.commatsci.2018.12.023
Herrmann, C.; Schoof, E.; Schneider, D.; Schwab, F.; Reiter, A.; Selzer, M.; Nestler, B.
2018. Computational mechanics, 62 (6), 1399–1412. doi:10.1007/s00466-018-1570-0
Kubendran Amos, P. G.; Schoof, E.; Schneider, D.; Nestler, B.
2018. Journal of alloys and compounds, 767, 1141–1154. doi:10.1016/j.jallcom.2018.07.138
Kulkarni, N.; Herrmann, C.; Schoof, E.; Hoffrogge, P.; Schneider, D.; Nestler, B.; Schwab, R.
2018, May 11. International Materials Science Winter School (2018), Karlsruhe, Germany, November 5, 2018
Schoof, E.; Schneider, D.; Streichhan, N.; Mittnacht, T.; Selzer, M.; Nestler, B.
2018. International journal of solids and structures, 134, 181–194. doi:10.1016/j.ijsolstr.2017.10.032
Schneider, D.; Schoof, E.; Tschukin, O.; Reiter, A.; Herrmann, C.; Schwab, F.; Selzer, M.; Nestler, B.
2018. Computational mechanics, 61 (3), 297. doi:10.1007/s00466-017-1485-1
Schneider, D.; Schoof, E.; Tschukin, O.; Reiter, A.; Herrmann, C.; Schwab, F.; Selzer, M.; Nestler, B.
2018. Computational mechanics, 61 (3), 277–295. doi:10.1007/s00466-017-1458-4
Kubendran Amos, P. G.; Schoof, E.; Schneider, D.; Nestler, B.
2018. Acta materialia, 159, 51–64. doi:10.1016/j.actamat.2018.08.009
Ley, A.; Altschuh, P.; Thom, V.; Selzer, M.; Nestler, B.; Vana, P.
2018. Journal of membrane science, 564, 543–551. doi:10.1016/j.memsci.2018.07.062
Schoof, E.; Streichhan, N.; Schneider, D.; Selzer, M.; Nestler, B.
2017. Forschung aktuell, 13–16
Schneider, D.; Schoof, E.; Schwab, F.; Herrmann, C.; Selzer, M.; Nestler, B.
2017. 4th GAMM Workshop on Phase Field Modeling, RWTH Aachen University, Germany, 2nd - 3rd February 2017
Altschuh, P.; Yabansu, Y. C.; Hötzer, J.; Selzer, M.; Nestler, B.; Kalidindi, S. R.
2017. Journal of membrane science, 540, 88–97. doi:10.1016/j.memsci.2017.06.020
Schneider, D.; Schwab, F.; Schoof, E.; Reiter, A.; Herrmann, C.; Selzer, M.; Böhlke, T.; Nestler, B.
2017. Computational mechanics, 60 (2), 203–217. doi:10.1007/s00466-017-1401-8
Schneider, D.; Schoof, E.; Tschukin, T.; Schwab, F.; Selzer, M.; Nestler, B.
2016. Interdisziplinäres Seminar Mathematik und Mechanik, Kaiserslautern, Deutschland, 2016
Schneider, D.; Schoof, E.; Schwab, F.; Selzer, M.; Nestler, B.
2016. EMMC15 : 15th European Mechanics of Materials Conference, Brussel, Belgium, 7th - 9th September 2016
Schneider, D.; Schoof, E.; Schwab, F.; Selzer, M.; Nestler, B.
2016. ECCOMAS 2016 : European Congress on Computational Methods in Applied Sciences and Engineering, Crete Island, Greece, 5th - 10th June 2016
Schneider, D.; Schoof, E.; Reiter, A.; Selzer, M.; Nestler. B.
2016. The 22nd International Symposium on Plasticity and Its Current Applications, Sheraton Kona Resort & Spa Keauhou Bay, Hawaii, 3rd - 9th January 2016
Schneider, D.; Schoof, E.; Huang, Y.; Selzer, M.; Nestler, B.
2016. Computer methods in applied mechanics and engineering, 312, 186–195. doi:10.1016/j.cma.2016.04.009
Nestler, B.; Schneider, D. M.; Schoof, E.; Huang, Y.; Selzer, M.
2016. GAMM-Mitteilungen, 39 (1), 78–91. doi:10.1002/gamm.201610005
Schneider, D.; Tschukin, O.; Schoof, E.; Choudhury, A.; Selzer, M.; Nestler, B.
2015. PTM 2015 : International Conference on Solid-Solid Phase Transformations in Inorganic Materials, Westin Whistler Resort & Spa, Canada, 28th June - 3rd July 2015
Schneider, D.; Tschukin, O.; Schoof, E.; Choudhury, A.; Selzer, M.; Nestler, B.
2015. ICM12 : 12th International Conference on the Mechanical Behavior of Materials, Karlsruhe, Germany, 10th - 14th May 2015
Ettrich, J.; Choudhury, A.; Tschukin, O.; Schoof, E.; August, A.; Nestler, B.
2014. Modelling and simulation in materials science and engineering, 22 (8), Art.Nr. 085006/1–29. doi:10.1088/0965-0393/22/8/085006
Schoof, E.; Römmelt, M.; Selzer, M.; August, A.; Nestler, B.; Kneer, A.; Stegmaier, T.
2012. International School and Conference on Biological Materials Science, Potsdam, March 20-23, 2012