Forschungsbericht 2025

Machine Learning in Virtual Materials Design M-EXK5

Leitung: Aydin, Roland C.
Gründungsdatum: 1.7.2023

Institut auf TORE
Institutswebsite

Publikationen

• Deep learning-based 3D reconstruction of dentate nuclei in Friedreich’s ataxia from T2*weighted MR images - Journal Article
  Sardhara, Trushal; Dadsena, Ravi; Aydin, Roland C.; Hilgers, Ralf-Dieter; Horn, Leon; Schulz, Jörg B.; Reetz, Kathrin; Romanzetti, Sandro; Dogan, Imis; the FACROSS study group
  Machine Learning with Applications 22: 100790 (2025)
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• Functional partitioning through competitive learning - Journal Article
  Tacke, Marius; Busch, Matthias; Linka, Kevin; Cyron, Christian J.; Aydin, Roland
  Frontiers in Artificial Intelligence 8: 1661444 (2025)
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• Constitutive Kolmogorov–Arnold Networks (CKANs): Combining accuracy and interpretability in data-driven material modeling - Journal Article
  Abdolazizi, Kian Philipp; Aydin, Roland; Cyron, Christian J.; Linka, Kevin
  Journal of the Mechanics and Physics of Solids 203: 106212 (2025)
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• Large language models predicting the corrosion inhibition efficiency of magnesium dissolution modulators - Journal Article
  Busch, Matthias; Tacke, Marius; Lamaka, Sviatlana V.; Zheludkevich, Mikhail L.; Linka, Kevin; Cyron, Christian J.; Feiler, Christian; Aydin, Roland
  Corrosion Science 255: 113080 (2025)
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• TiAlNb alloy interatomic potentials: comparing passive and active machine learning techniques with MTP and DeePMD - Journal Article
  Chandran, Anju; Santhosh, Archa; Pistidda, Claudio; Jerabek, Paul; Aydin, Roland; Cyron, Christian J.
  Frontiers in Materials 12: 1591955 (2025)
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• Regression models for the prediction of the influence of magnesium ions on primary endothelial cell (HUVEC) proliferation and migration - Journal Article
  Helmholz, Heike; Resuli, Redon; Tacke, Marius; Nourisa, Jalil; Tomforde, Sven; Aydin, Roland; Willumeit-Römer, Regine; Zeller-Plumhoff, Berit
  Computational and Structural Biotechnology Journal 27: 2711-2718 (2025)
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• Constitutive scientific generative agent (CSGA): leveraging large language models for automated constitutive model discovery - Journal Article
  Tacke, Marius; Busch, Matthias; Bali, Kartik; Abdolazizi, Kian Philipp; Linka, Kevin; Cyron, Christian; Aydin, Roland
  Machine Learning for Computational Science and Engineering 1 (1): 23 (2025)
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• Machine learning pipeline for structure–property modeling in Mg-alloys using microstructure and texture descriptors - Journal Article
  Guru, Mahish K.; Bohlen, Jan; Aydin, Roland; Ben Khalifa, Noomane
  Acta Materialia 295: 121132 (2025)
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• Generative adversarial networks for creating realistic training data for machine learning-based segmentation of FIB tomography data - Journal Article
  Sardhara, Trushal; Cyron, Christian J.; Ritter, Martin; Aydin, Roland
  Machine Learning: Science and Technology 6 (2): 025023 (2025)
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• The AI alignment paradox - Journal Article
  West, Robert M.; Aydin, Roland
  Communications of the ACM 68 (3): 24-26 (2025)
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• Non-iterative generation of optimized meshes for finite element simulations with deep learning - Journal Article
  Legeland, Martin; Linka, Kevin; Aydin, Roland; Cyron, Christian J.
  Machine learning for computational science and engineering 1: 12 (2025)
  Open Access | Publisher DOI
  
  
• T-matrix representation of optical scattering response: Suggestion for a data format - Journal Article
  Asadova, Nigar; Achouri, Karim; Arjas, Kristian; Auguié, Baptiste; Aydin, Roland; Baron, Alexandre; Beutel, Dominik; Bodermann, Bernd; Boussaoud, Kaoutar; Burger, Sven; Choi, Minseok; Czajkowski, Krzysztof M.; Evlyukhin, Andrey B.; Fazel-Najafabadi, Atefeh; Fernandez-Corbaton, Ivan; Garg, Puneet; Globosits, David; Hohenester, Ulrich; Kim, Hongyoon; Kim, Seokwoo; Lalanne, Philippe; Le Ru, Eric C.; Meyer, Jörg; Mun, Jungho; Pattelli, Lorenzo; Pflug, Lukas; Rockstuhl, Carsten; Rho, Junsuk; Rotter, Stefan; Stout, Brian; Törmä, Päivi; Trigo, Jorge Olmos; Tristram, Frank; Tsitsas, Nikolaos L.; Vallée, Renaud; Vynck, Kevin; Weiss, Thomas; Wiecha, Peter R.; Wriedt, Thomas; Yannopapas, Vassilios; Yurkin, Maxim A.; Zouros, Grigorios P.
  Journal of Quantitative Spectroscopy and Radiative Transfer 333: 109310 (2025)
  Open Access | Publisher DOI
  
  

Projekte

• EXC 3120 BlueMat - Cross Area Data
  Deutsche Forschungsgemeinschaft (DFG); Laufzeit 2026-2032
  Projektleitung: Aydin, Roland
  Co-Projektleitung: Benner, Philipp; Cyron, Christian J.
  Mitarbeitende: Harm Kube; Thu Huong Nguyen; Sohn, Seoyun
  Externe beteiligte Einrichtungen: Bundesanstalt für Materialforschung und -prüfung (BAM)