Dipl.-Ing. Alexander Raßloff
Dipl.-Ing. Alexander Raßloff
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Chair of Computational and Experimental Solid Mechanics
Visiting address:
Zeunerbau, Room 350 George-Bähr-Straße 3c
01069 Dresden
Research
- data-driven prediction of structure-property linkages for additive manufacturing (Project AMTwin, Project DualLaser)
- structure-property linkages for inverse microstructure design (Project autonomous research)
- ResearchGate, GoogleScholar
Teaching
- Tutorials
Publications
2024
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Fast descriptor-based 2D and 3D microstructure reconstruction using the Portilla-Simoncelli algorithm , 22 Jul 2024, In: Engineering with computers. 19 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Morphological evaluation of β-Ti-precipitation and its link to the mechanical properties of Ti-6Al-4V after laser powder bed fusion and subsequent heat treatments , 14 Jul 2024, In: Materials Science & Engineering A: Structural Materials: Properties, Microstructure and Processing. 913, 146958Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata , Mar 2024, In: Integrating materials and manufacturing innovation. 13, 1, p. 272-287, 16 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Inverse design of spinodoid structures using Bayesian optimization , 20 Feb 2024Electronic (full-text) versionResearch output: Preprint/documentation/report > Preprint
2023
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DA-VEGAN: Differentiably Augmenting VAE-GAN for microstructure reconstruction from extremely small data sets , 20 Nov 2023, In: Computational materials science. 232 (2024), 14 p., 112661Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Reconstructing microstructures from statistical descriptors using neural cellular automata , 28 Sep 2023Electronic (full-text) versionResearch output: Preprint/documentation/report > Preprint
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On the relevance of descriptor fidelity in microstructure reconstruction , 15 Sep 2023, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 23, 3, e202300116Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Scattering transform in microstructure reconstruction , 12 Sep 2023, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 23, 3, e202300169Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Two-stage 2D-to-3D reconstruction of realistic microstructures: Implementation and numerical validation by effective properties , 1 Jul 2023, In: Computer Methods in Applied Mechanics and Engineering. 412, 116098Electronic (full-text) versionResearch output: Contribution to journal > Research article
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DA-VEGAN: Differentiably Augmenting VAE-GAN for microstructure reconstruction from extremely small data sets , 17 Feb 2023, 20 p.Electronic (full-text) versionResearch output: Preprint/documentation/report > Preprint
Conference Talks
- A. Raßloff, P. Seibert, K. A. Kalina, M. Kästner
Inverse design of spinodoids from sparse data through Bayesian optimization
11th GAMM AG Data Workshop, Dresden, 2024 - A. Raßloff, P. Seibert, M. Kästner
Inverse microstructure design by Bayesian optimisation through statistical descriptors
1st Conference on Artificial Intelligence in Materials Science and Engineering (AI MSE), Saarbrücken, 2023 - A. Raßloff, P. Seibert, B. Schmidt, K. A. Kalina, M. Kästner
Establishing and optimising structure-property linkages based on statistical descriptors
7th ECCOMAS Young Investigators Conference, Porto, 2023 - A. Raßloff, P. Seibert, K. A. Kalina, M. Kästner
Statistical descriptors in structure-property linkages for inverse microstructure design
93rd GAMM Annual Meeting, Dresden, 2023 - A. Raßloff, P. Seibert, B. Schmidt, M. Kästner
Data-based optimisation of microstructures in the small-data regime through a computational augmentation loop
9th GACM Colloquium, Essen, 2022 - A. Raßloff, P. Seibert, M. Ambati, M. Kästner
Pore-microstructure characterisation, reconstruction and simulation for CT-based fatigue-ranking of additively manufactured materials
8th European Congress on Computational Methods in Applied Sciences and Engineering, Oslo, 2022 - A. Raßloff, P. Seibert, B. Schmidt, M. Kästner
Daten- und simulationsbasierte Struktur-Eigenschaftsbeziehungen für additiv gefertigtes Ti-6Al-4V
3. Fachtagung Werkstoffe und Additive Fertigung, Dresden, 2022 - A. Raßloff, P. Seibert, B. Schmidt, M. Ambati, M. Zimmermann, M. Kästner
A framework for computationally investigating microstructure-property relationships
18th European Mechanics of Materials Conference, Oxford, 2022. - A. Raßloff, P. Schulz, R. Kühne, A.T. Zeuner, M. Ambati, I. Koch, M. Gude, M. Zimmermann, M. Kästner
Experimental-numerical analysis of microstructure-property linkages for additively manufactured materials
9th International Conference on Fatigue Design, Senlis, 2021. - A. Raßloff, P. Schulz, R. Kühne, A.T. Zeuner, M. Ambati, I. Koch, M. Gude, M. Zimmermann, M. Kästner
Experimental-numerical analysis of microstructure-property linkages for additively manufactured materials
16. U.S. National Congress on Computational Mechanics, virtual, 2021. - A. Raßloff, H. Wiemer, M. Zimmermann, M. Kästner
Datengetriebene Prozess-, Werkstoff- und Strukturanalyse für die Additive Fertigung (AMTwin)
DVM Workshop 'Grundlagen und Beispiele zur Digitalisierung für die Materialforschung und -prüfung', Berlin, 2020.
Awards
- Georg-Helm-Preis der TU Dresden, 2020
- Enno Heidebroek-Urkunde der TU Dresden, 2020