Efficient Exploration of Microstructure-Property Spaces via Active Learning
Morand, Lukas, Link, Norbert, Iraki, Tarek, Dornheim, Johannes, Helm, Dirk
Published in Frontiers in materials (14.02.2022)
Published in Frontiers in materials (14.02.2022)
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Journal Article
Accurate distances measures and machine learning of the texture-property relation for crystallographic textures represented by one-point statistics
Iraki, Tarek, Morand, Lukas, Link, Norbert, Sandfeld, Stefan, Helm, Dirk
Published in Modelling and simulation in materials science and engineering (01.07.2024)
Published in Modelling and simulation in materials science and engineering (01.07.2024)
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Journal Article
Accurate Distances Measures and Machine Learning of the Texture-Property Relation for Crystallographic Textures Represented by One-Point Statistics
Iraki, Tarek, Morand, Lukas, Link, Norbert, Sandfeld, Stefan, Helm, Dirk
Year of Publication 07.12.2023
Year of Publication 07.12.2023
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Journal Article
Machine learning for structure-guided materials and process design
Morand, Lukas, Iraki, Tarek, Dornheim, Johannes, Sandfeld, Stefan, Link, Norbert, Helm, Dirk
Year of Publication 22.12.2023
Year of Publication 22.12.2023
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Journal Article
A multi-task learning-based optimization approach for finding diverse sets of material microstructures with desired properties and its application to texture optimization
Iraki, Tarek, Morand, Lukas, Dornheim, Johannes, Link, Norbert, Helm, Dirk
Year of Publication 27.10.2021
Year of Publication 27.10.2021
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Journal Article
Deep Reinforcement Learning Methods for Structure-Guided Processing Path Optimization
Dornheim, Johannes, Morand, Lukas, Zeitvogel, Samuel, Iraki, Tarek, Link, Norbert, Helm, Dirk
Published in arXiv.org (07.07.2021)
Published in arXiv.org (07.07.2021)
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Paper
Journal Article
Machine learning for structure-guided materials and process design
Morand, Lukas, Iraki, Tarek, Dornheim, Johannes, Sandfeld, Stefan, Link, Norbert, Helm, Dirk
Published in arXiv.org (26.07.2024)
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Published in arXiv.org (26.07.2024)
Paper
A multi-task learning-based optimization approach for finding diverse sets of material microstructures with desired properties and its application to texture optimization
Iraki, Tarek, Morand, Lukas, Dornheim, Johannes, Link, Norbert, Helm, Dirk
Published in arXiv.org (23.03.2022)
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Published in arXiv.org (23.03.2022)
Paper