Faculty 5 – Georesources and Materials Engineering ▲ Sign in to save

• ▲ Stefan Sandfeld

  Forschungszentrum Jülich · RWTH Aachen University Materials Science
  1.95k

  citations

  27

  h-index

  40

  Aachen papers
• ▲ S. Sandfeld

  Forschungszentrum Jülich · RWTH Aachen University Materials Science
  0

  citations

  0

  h-index

  1

  Aachen papers
• ▲ R. Schwaiger

  Forschungszentrum Jülich · RWTH Aachen University Materials Science
  0

  citations

  0

  h-index

  1

  Aachen papers

3 results

• Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties

  2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access

  22

  citations
• Grain segmentation in atomistic simulations using orientation-based iterative self-organizing data analysis

  2022 Materialia article Materials Science Microstructure and mechanical properties Open access

  16

  citations
• A multi-physics model for the evolution of grain microstructure

  2024 International Journal of Plasticity article Materials Science Microstructure and mechanical properties Open access

  16

  citations
• Review of Sublimation Growth of SiC Bulk Crystals

  2022 Materials science forum article Engineering Silicon Carbide Semiconductor Technologies Open access

  13

  citations
• OptiMic: A tool to generate optimized polycrystalline microstructures for materials simulations

  2021 SoftwareX software-paper Materials Science Microstructure and mechanical properties Open access

  13

  citations
• Enhancing Semantic Segmentation in High-Resolution TEM Images: A Comparative Study of Batch Normalization and Instance Normalization

  2024 Microscopy and Microanalysis article Computer Science Advanced Neural Network Applications Open access

  10

  citations
• Data-mining of in-situ TEM experiments: Towards understanding nanoscale fracture

  2022 Computational Materials Science article Materials Science Microstructure and mechanical properties Open access

  10

  citations
• The processing chain of the wide bandgap semiconductor SiC – How small steps enabled a mature technology

  2023 Diamond and Related Materials article Engineering Silicon Carbide Semiconductor Technologies Open access

  9

  citations
• A multi-physics model for dislocation driven spontaneous grain nucleation and microstructure evolution in polycrystals

  2025 Journal of the Mechanics and Physics of Solids article Materials Science Microstructure and mechanical properties Open access

  6

  citations
• Revealing nanoscale plasticity of metallic nanosponges with correlative and scale-bridging 3D microscopy and modelling

  2025 Communications Materials article Materials Science Microstructure and mechanical properties Open access

  6

  citations
• Automated analysis of X-ray topography of 4H-SiC wafers: Image analysis, numerical computations, and artificial intelligence approaches for locating and characterizing screw dislocations

  2023 Journal of materials research/Pratt's guide to venture capital sources article Engineering Silicon Carbide Semiconductor Technologies Open access cited by 2 patents

  5

  citations
• Accurate distances measures and machine learning of the texture-property relation for crystallographic textures represented by one-point statistics

  2024 Modelling and Simulation in Materials Science and Engineering article Materials Science Machine Learning in Materials Science Open access

  2

  citations
• Accelerated quantification of reinforcement degradation in additively manufactured Ni-WC metal matrix composites via SEM and vision transformers

  2025 Materials Characterization article Computer Science Advanced Neural Network Applications Open access

  1

  citations
• A Numerical Investigation of Heat Generation Due to Dissipation in Ultrasonic Fatigue Testing of 42CrMo4 Steel Employing Thermography Data

  2024 Springer series in materials science book-chapter Engineering Fatigue and fracture mechanics Open access

  1

  citations
• MatBind: A Shared Embedding Space for Multimodal Materials Characterization

  2026 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access

  0

  citations
• Continual learning for autoregressive PDE surrogates under evolving physical regimes

  2026 Machine learning for computational science and engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  0

  citations
• Influence of initial lattice misorientation on the global and local response during wedge nanoindentation of single-crystal tungsten

  2026 Materials Science and Engineering A article Engineering Metal and Thin Film Mechanics Open access

  0

  citations

17 results