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Papers matching “data structure model” 82

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Data‐driven inverse design and optimisation of silica aerogel model networks
2023 PAMM article Materials Science Machine Learning in Materials Science Open access

Prakul Pandit, Rasul Abdusalamov, Mikhail Itskov, Barbara Milow, Ameya Rege

4

citations
Towards generalized machine learning models for dislocation image analysis: a parametric based synthetic data approach
2025 JuSER (Forschungszentrum Jülich) dissertation Materials Science Machine Learning in Materials Science Open access

Kishan Govind

0

citations
KNOWLEDGE GRAPH CONSTRUCTION FROM MATERIALS SCIENCE LITERATURE USING LARGE LANGUAGE MODELS AND ADVANCED DATA PREPROCESSING
2026 ChemRxiv preprint Materials Science Machine Learning in Materials Science Open access

Nasrin Mohammadi, Max Dreger, Diego Collarana, Mohammad J. Eslamibidgoli, Kourosh Malek, Michael Hermann Eikerling

1

citations
A multitask latent space learning framework for modeling and inversion of structure–property relationships
2026 RWTH Publications (RWTH Aachen) dissertation Materials Science Machine Learning in Materials Science Open access

Tarek Iraki

0

citations
Layered GaGe2Te: structure and chemical bonding
2023 Zeitschrift für anorganische und allgemeine Chemie article Materials Science Crystal Structures and Properties Open access

Tobias R. Juhlke, Simon Steinberg, Lennart Staab, Eleanor Lawrence Bright, Oliver Oeckler

5

citations
Reduced-order structure-property linkages for stochastic metamaterials
2025 Physical Review Materials article Materials Science Machine Learning in Materials Science Open access

Hooman Danesh, Maruthi Annamaraju, Tim Brepols, Stefanie Reese, Surya R. Kalidindi

0

citations
Synthesis, Crystal Structure and Properties of Iron Bisdicyanamide (Fe[N(CN)2]2) and Iron Diammine Bisdicyanamide (Fe[NH3]2[N(CN)2]2)
2026 Inorganics article Materials Science Magnetism in coordination complexes Open access

Laura Henrich, Aylin Koldemir, Jan Hempelmann, Jan van Leusen, Rainer Pöttgen, Andreas Houben, +2 more

0

citations
Empowering Reactivity Predictions through Noise-Based Data Augmentation
2025 Journal of the American Chemical Society article Materials Science Machine Learning in Materials Science

Julian A. Hueffel, Quentin P. Bindschaedler, Francesco Sala, Franziska Schoenebeck

15

citations
Validation of and Simulations using a High-Temperature Electrolysis Model
2023 ECS Meeting Abstracts conference-abstract Materials Science Advancements in Solid Oxide Fuel Cells

Markus Nohl, Izaak C. Vinke, Rüdiger‐A. Eichel, Lambertus G. J. de Haart

0

citations
Predicting the dissolution of metal-based nanoparticles by means of QSPRs and the effect of data augmentation
2025 NanoImpact article Materials Science Machine Learning in Materials Science Open access

Yuchao Song, Surendra Balraadjsing, Willie J.G.M. Peijnenburg, Martina G. Vijver

14

citations
An anisotropic thermo-mechanically coupled constitutive model for glass fiber reinforced polyamide 6 including crystallization kinetics
2025 International Journal of Plasticity article Materials Science Polymer crystallization and properties Open access

Marie‐Christine Reuvers, Christopher Dannenberg, Michael Johlitz, Alexander Lion, Stefanie Reese, Tim Brepols

9

citations
A Model for Characteristic X-Ray Emission in Electron Probe Microanalysis Based on the (Filtered) Spherical Harmonic () Method for Electron Transport
2022 Microscopy and Microanalysis article Materials Science Electron and X-Ray Spectroscopy Techniques

Jonas Bünger, Silvia Richter, Manuel Torrilhon

6

citations
A Model for Characteristic X-Ray Emission in Electron Probe Microanalysis based on the Spherical Harmonic (PN) Method for Electron Transport
2021 Preprints.org preprint Materials Science Electron and X-Ray Spectroscopy Techniques Open access

Jonas Buenger, Silvia Richter, Manuel Torrilhon

0

citations
A Machine Learning Enabled Image‐data‐driven End‐to‐end Mechanical Field Predictor For Dual‐Phase Steel
2023 PAMM article Materials Science Machine Learning in Materials Science Open access

Binbin Lin, Setareh Medghalchi, Sandra Korte‐Kerzel, Bai‐Xiang Xu

10

citations
Machine Learning-based estimation and explainable artificial intelligence-supported interpretation of the critical temperature from magnetic ab initio Heusler alloys data
2025 Physical Review Materials article Materials Science Machine Learning in Materials Science Open access

Robin Hilgers, Daniel Wortmann, Stefan Blügel

9

citations
Machine Learning-based estimation and explainable artificial intelligence-supported interpretation of the critical temperature from magnetic ab initio Heusler alloys data
2023 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access

Robin Hilgers, Daniel Wortmann, Stefan Blügel

4

citations
Modeling flow and cell formation in foam sheet extrusion of polystyrene with CO2 and co‐blowing agents. Part I: Material model
2021 Polymer Engineering and Science article Materials Science Polymer Foaming and Composites Open access

Robert Breuer, Sven Hendriks, Nicolas Reinhardt, Martin Facklam, Christian Hopmann

5

citations
Modeling flow and cell formation in foam sheet extrusion of polystyrene with CO2 and co‐blowing agents. Part II : Process model
2021 Polymer Engineering and Science article Materials Science Polymer Foaming and Composites Open access

Robert Breuer, Sven Hendriks, Nicolas Reinhardt, Martin Facklam, Christian Hopmann

6

citations
Data set for report based on DC-operated near-infrared light emitting diode based on MOCVD-grown WSe2 monolayers
2026 DuEData dataset Materials Science 2D Materials and Applications Open access

Tobiloba Grace Fabunmi, Melike Seda Kartal, Songyao Tang, Henrik Myja, Nicole Stracke, Yibing Wang, +6 more

0

citations
Triple junction benchmark for multiphase-field models combining capillary and bulk driving forces
2024 Modelling and Simulation in Materials Science and Engineering article Materials Science Solidification and crystal growth phenomena Open access

Paul Wilhelm Hoffrogge, Simon Daubner, Daniel Schneider, Britta Nestler, Janin Eiken

11

citations
Machine guess of scattering factors – SALTED-NoSpherA2
2024 Acta Crystallographica Section A Foundations and Advances article Materials Science X-ray Diffraction in Crystallography Open access

Florian Kleemiss, L. Seiffert, D. Brüx

0

citations
Crystal Field Parameters and Magnetic Properties Correlations in Rare-earth Orthoferrite HoFeO3
2022 Journal of Surface Investigation X-ray Synchrotron and Neutron Techniques article Materials Science Magnetic and transport properties of perovskites and related materials

Oleg Usmanov, Aleksandr Ovsianikov, I.A. Zobkalo, K. A. Shaykhutdinov, K. Yu. Terentjev, S. V. Semenov

5

citations
Understanding the mechanism of columnar–to-equiaxed transition and grain refinement in additively manufactured steel during laser powder bed fusion
2023 Additive manufacturing article Materials Science Solidification and crystal growth phenomena Open access

Venkatesh Pandian Narayana Samy, Moritz Benedikt Schäfle, Frederike Brasche, Ulrich Krupp, Christian Haase

75

citations
Learning Self-Supervised Representations of Powder-Diffraction Patterns
2025 Crystals article Materials Science Machine Learning in Materials Science Open access

Shubhayu Das, Markus Vorholt, Andreas Houben, Richard Dronskowski

3

citations
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

Binh Duong Nguyen, Pavlo Potapenko, Aytekin Demirci, Kishan Govind, Sébastien Bompas, Stefan Sandfeld

22

citations