Fabritius, H.; Sachs, C.; Nikolov, S.; Romano, P.; Hild, S.; Raabe, D.: Wie beeinflussen Struktur und chemische Zusammensetzung auf unterschiedlichen Längenskalen die mechanischen Eigenschaften von biologischen Materialien ? Institute Colloquium, Department of Polymer Science, Johannes Kepler University Linz (JKU), Linz, Austria (2008)
Romano, P.: Microstructure characterization of multiphase steels (TRIP) using EBSD techniques. Corus Ceramics Research Centre, IJmuiden, The Netherlands (2008)
Romano, P.; Zaefferer, S.: Identification of Bainite in Al-TRIP Steels using orientation microscopy. 14th Conference on Electron Backscatter Diffraction, New Lanark, Scotland, UK (2007)
Romano, P.; Barani, A.; Ponge, D.; Raabe, D.: Design of High-Strength Steels by microalloying and thermomechanical treatment. TMS 2006, San Antonio, TX, USA (2006)
Sachs, C.; Fabritius, H.; Romano, P.; Raabe, D.: Viscoelastic Behavior of Lobster Cuticle as a Function of Mineralization Grade. MRS Fall Meeting, Boston, MA, USA (2005)
Fabritius, H.; Romano, P.; Sachs, C.; Al-Sawalmih, A.; Raabe, D.: Arthropod cuticle as an example for bio-composite materials with a strong hierarchical order from the nano- to the macro-level of organization. MRS Fall Meeting, Boston, MA, USA (2005)
Romano, P.: Lobster shell: Smart anisotropic and nano-structured material. Seminar at Institute of Physics, Rosario University, Rosario, Argentina (2005)
Raabe, D.; Romano, P.; Al-Sawalmih, A.; Sachs, C.; Servos, G.; Hartwig, H. G.: Microstructure and Mesostructure of the exoskeleton of the lobster homarus americanus. MRS Spring Meeting, San Francisco, CA, USA (2005)
Zaefferer, S.; Romano, P.: Attempt to identify and quantify microstructural constituents in low-alloyed TRIP steels by simultaneous EBSD and EDS measurements. M&M 2007, Microscopy and Microanalysis 2007 Meeting, Ft. Lauderdale, FL, USA (2007)
Al-Sawalmih, A.; Romano, P.; Sachs, C.; Raabe, D.: Structure and texture analysis of chitin-bio-nanocomposites using synchrotron radiation. MRS Spring Meeting, San Francisco, CA, USA (2005)
Romano, P.; Al-Sawalmih, A.; Sachs, C.; Raabe, D.; Brokmeier, H. G.: Mesostructure, microstructure and anisotropy of the lobster cuticle. MRS Spring Meeting, San Francisco, CA, USA (2005)
Romano, P.; Raabe, D.; Al-Sawalmih, A.; Sachs, C.; Servos, G.; Hartwig, H. G.: Influence of sample preparation and anisotropy on lobster claw studied by LOM, SEM and TEM. Focus on Microscopy, Jena, Germany (2005)
Scientists of the Max-Planck-Institut für Eisenforschung pioneer new machine learning model for corrosion-resistant alloy design. Their results are now published in the journal Science Advances
Data-rich experiments such as scanning transmission electron microscopy (STEM) provide large amounts of multi-dimensional raw data that encodes, via correlations or hierarchical patterns, much of the underlying materials physics. With modern instrumentation, data generation tends to be faster than human analysis, and the full information content is…
The project’s goal is to synergize experimental phase transformations dynamics, observed via scanning transmission electron microscopy, with phase-field models that will enable us to learn the continuum description of complex material systems directly from experiment.
In order to prepare raw data from scanning transmission electron microscopy for analysis, pattern detection algorithms are developed that allow to identify automatically higher-order feature such as crystalline grains, lattice defects, etc. from atomically resolved measurements.
The general success of large language models (LLM) raises the question if they could be applied to accelerate materials science research and to discover novel sustainable materials. Especially, interdisciplinary research fields including materials science benefit from the LLMs capability to construct a tokenized vector representation of a large…