Peer Reviewed Publications
Journal Article
Capturing thin-film microstructure contributions during ultrafast laser-metal interactions using atomistic simulations
Materials and design 256, 114224 - (2025) [10.1016/j.matdes.2025.114224]
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A multi-physics model for the evolution of grain microstructure
International journal of plasticity 185, 104201 - (2025) [10.1016/j.ijplas.2024.104201]
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Modeling dislocation dynamics data using semantic web technologies
Neural computing & applications 37, 11737-11753 (2025) [10.1007/s00521-024-10674-5]
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Enabling quantitative analysis of in situ TEM experiments: A high-throughput, deep learning-based approach tailored to the dynamics of dislocations
Acta materialia 282, 120455 - (2025) [10.1016/j.actamat.2024.120455]
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Enhancing Semantic Segmentation in High-Resolution TEM Images: A Comparative Study of Batch Normalization and Instance Normalization
Microscopy and microanalysis 31(1), ozae093 (2025) [10.1093/mam/ozae093]
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Modeling segregated solutes in plastically deformed alloys using coupled molecular dynamics-Monte Carlo simulations
Journal of materials science & technology 213, 98 - 108 (2025) [10.1016/j.jmst.2024.06.030]
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Contribution to a conference proceedings/Contribution to a book
Unsupervised Machine Learning-based STEM diffraction pattern denoising for enhanced grain visualization in phase change materials
The 17th European Microscopy Congress 2024, CopenhagenCopenhagen, Denmark, 25 Aug 2024 - 30 Aug 2024
Les Ulis : EDP Sciences, BIO Web of Conferences 129, 10022 - (2024) [10.1051/bioconf/202412910022]
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Comparative Analysis of Self-Supervised Learning Techniques for Electron Microscopy Images
The 17th European Microscopy Congress 2024, CopenhagenCopenhagen, Denmark, 25 Aug 2024 - 30 Aug 2024
Les Ulis : EDP Sciences, BIO Web of Conferences 129, 10037 - (2024) [10.1051/bioconf/202412910037]
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Unsupervised learning of nanoindentation data to infer microstructural details of complex materials
Frontiers in Materials 11, 1440608 (2024) [10.3389/fmats.2024.1440608]
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Contribution to a conference proceedings
The Helmholtz Knowledge Graph: driving the Transition towards a FAIR Data Ecosystem in the Helmholtz Association
The Semantic Web: ESWC 2024 Satellite Events, HersonissosHersonissos, Greece, 26 May 2024 - 30 May 2024
1-5 (2024) [10.1007/978-3-031-78952-6_23]
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Contribution to a conference proceedings
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy
2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), SeattleSeattle, WA, 17 Jun 2024 - 18 Jun 2024
IEEE 71-81 (2024) [10.1109/CVPRW63382.2024.00012]
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Machine learning for structure-guided materials and process design
Materials and design 248, 113453 - (2024) [10.1016/j.matdes.2024.113453]
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The Helmholtz Digitization Ontology: RepresentingDigital Assets in the Helmholtz Digital Ecosystem
Joint Proceedings of Posters, Demos, Workshops, and Tutorials of the 20th International Conference on Semantic Systems co-located with 20th International Conference on Semantic Systems (SEMANTiCS 2024)
SEMANTiCS-PDWT 2024, AmsterdamAmsterdam, The Netherlands, 17 Sep 2024 - 19 Sep 2024
3759, 11 pp. (2024) [10.34734/FZJ-2024-06232]
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Accurate distances measures and machine learning of the texture-property relation for crystallographic textures represented by one-point statistics
Modelling and simulation in materials science and engineering 32(5), 055016 - (2024) [10.1088/1361-651X/ad4c81]
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Combining unsupervised and supervised learning in microscopy enables defect analysis of a full 4H-SiC wafer
MRS communications 14, 612-627 (2024) [10.1557/s43579-024-00563-2]
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Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties
Machine learning with applications 16, 100544 - (2024) [10.1016/j.mlwa.2024.100544]
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Deep learning of crystalline defects from TEM images: a solution for the problem of ‘never enough training data’
Machine learning: science and technology 5(1), 015006 - (2024) [10.1088/2632-2153/ad1a4e]
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Studying the effects of Nb on high-temperature deformation in TiAl alloys using atomistic simulations
Materials and design 237, 112596 - (2024) [10.1016/j.matdes.2023.112596]
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Journal Article
How to verify the precision of density-functional-theory implementations via reproducible and universal workflows
Nature reviews / Physics 6, 45-58 (2024) [10.1038/s42254-023-00655-3]
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(Invited) Application of 3D in-Situ X-Ray Visualization to Track the Formation of Dislocation Clusters during PVT Growth of SiC
Meeting abstracts MA2023-02(35), 1693 - 1693 (2023) [10.1149/MA2023-02351693mtgabs]
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Contribution to a conference proceedings
Instance Segmentation of Dislocations in TEM Images
2023 IEEE 23rd International Conference on Nanotechnology (NANO), Jeju CityJeju City, Korea, 2 Jul 2023 - 5 Jul 2023
IEEE 1-6 (2023) [10.1109/NANO58406.2023.10231169]
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Statistical analysis of discrete dislocation dynamics simulations: initial structures, cross-slip and microstructure evolution
Modelling and simulation in materials science and engineering 31(7), 075003 - (2023) [10.1088/1361-651X/acea39]
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Journal Article
Prevention of Bunched Basal Plane Dislocation Arrays in 4H-SiC PVT-Growth
Solid state phenomena 343, 9 - 14 (2023) [10.4028/p-eu98j0]
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Journal Article
Dislocation Motion Induced by Thermally Driven Phase Transformations
Proceedings in applied mathematics and mechanics 23(1), e202200244 (2023) [10.1002/pamm.202200244]
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The processing chain of the wide bandgap semiconductor SiC – How small steps enabled a mature technology
Diamond and related materials 136, 109895 - (2023) [10.1016/j.diamond.2023.109895]
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Identification of martensite bands in dual phase steels – a deep learning object detection approach using Faster R‐CNN
Steel research international 94(7), 2200836 (2023) [10.1002/srin.202200836]
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Automated analysis of X-ray topography of 4H-SiC wafers: Image analysis, numerical computations, and artificial intelligence approaches for locating and characterizing screw dislocations
Journal of materials research 38, 1254-1265 (2023) [10.1557/s43578-022-00880-z]
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Data-mining of in-situ TEM experiments: Towards understanding nanoscale fracture
Computational materials science 216, 111830 - (2023) [10.1016/j.commatsci.2022.111830]
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Automated Analysis of Continuum Fields from Atomistic Simulations Using Statistical Machine Learning
Advanced engineering materials 24(12), 2200574 - (2022) [10.1002/adem.202200574]
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Journal Article
A material removal coefficient for diamond wire sawing of silicon
Wear 504-505, 204400 - (2022) [10.1016/j.wear.2022.204400]
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Journal Article
Microstructure impact on the machining of two gear steels. Part 1: Derivation of effective flow curves
Materials science and engineering / A 845, 143125 - (2022) [10.1016/j.msea.2022.143125]
Published on 2022-04-29. Available in OpenAccess from 2024-04-29.
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Investigating Nanoscale Contact Using AFM-Based Indentation and Molecular Dynamics Simulations
Metals 12(3), 489 - (2022) [10.3390/met12030489]
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Journal Article
Data-mining of in-situ TEM experiments: On the dynamics of dislocations in CoCrFeMnNi alloys
Acta materialia 241, 118394 - (2022) [10.1016/j.actamat.2022.118394]
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Grain segmentation in atomistic simulations using orientation-based iterative self-organizing data analysis
Materialia 21, 101314 - (2022) [10.1016/j.mtla.2022.101314]
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Journal Article
Sintering of alumina nanoparticles: comparison of interatomic potentials, molecular dynamics simulations, and data analysis
Modelling and simulation in materials science and engineering 30(6), 065009 - (2022) [10.1088/1361-651X/ac8172]
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Journal Article
Applications of Machine Learning to the Study of Crystalline Materials
Crystals 12(8), 1070 -1071 (2022) [10.3390/cryst12081070]
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Journal Article
Breakdown of Archard law due to transition of wear mechanism from plasticity to fracture
Tribology international 173, 107660 - (2022) [10.1016/j.triboint.2022.107660]
Published on 2022-05-26. Available in OpenAccess from 2024-05-26.
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Journal Article
Applicability of a Flat-Bed Birefringence Setup for the Determination of Threading Dislocations of Silicon Carbide Wafers
Materials science forum 1062, 113 - 118 (2022) [10.4028/p-y8n42h]
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Journal Article
Review of Sublimation Growth of SiC Bulk Crystals
Materials science forum 1062, 104 - 112 (2022) [10.4028/p-05sz31]
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Journal Article
Common workflows for computing material properties using different quantum engines
npj computational materials 7(1), 136 (2021) [10.1038/s41524-021-00594-6]
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Journal Article
OptiMic: A tool to generate optimized polycrystalline microstructures for materials simulations
SoftwareX 15, 100708 - (2021) [10.1016/j.softx.2021.100708]
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Journal Article
Multiscale study of the dynamic friction coefficient due to asperity plowing
Friction 9(4), 822 - 839 (2021) [10.1007/s40544-020-0438-4]
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Journal Article
Orientation-related twinning and dislocation glide in a cantor high entropy alloy at room and cryogenic temperature studied by in situ TEM straining
Materials chemistry and physics 272, 124955 - (2021) [10.1016/j.matchemphys.2021.124955]
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Data-mining of dislocation microstructures: concepts for coarse-graining of internal energies
Modelling and simulation in materials science and engineering 29(3), 035005 - (2021) [10.1088/1361-651X/abdc6b]
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Deep Neural Networks for Analysis of Microscopy Images—Synthetic Data Generation and Adaptive Sampling
Crystals 11(3), 258 - (2021) [10.3390/cryst11030258]
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A model for the interaction of dislocations with planar defects based on Allen–Cahn type microstructure evolution coupled to strain gradient elasticity
Journal of the mechanics and physics of solids 150, 104222 - (2021) [10.1016/j.jmps.2020.104222]
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Dislocation structures and the role of grain boundaries in cyclically deformed Ni micropillars
Materials science and engineering / A 769, 138295 - (2020) [10.1016/j.msea.2019.138295]
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