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Quanten-Theorie der Materialien; PGI-1

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Quanten-Theorie der Materialien; PGI-1

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Poster 4 Preprint 2 Conference Presentation 1 Dataset 1 Journal Article 1 Lecture 1 Master Thesis 1 more ... Software 1 Website 1 less ...

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Conference Presentation

Magnetic Multilayers: From High-Throughput Ab-initio Calculations to Predictive Machine Learning

Hilgers, Robin
2023

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Journal Article

Classical and quantum machine learning applications in spintronics

Ghosh, Kumar J. B.
2023

Digital discovery, 2 (2023) 2, S. 512 - 519

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Workflow, data processing, data analysis and predictive ML scripts used for DFT-integrated machine learning methodology in combination with the FLAPW code FLEUR

Hilgers, Robin
2023

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Machine Learning Emulators for First-Principles Simulations of Quantum Materials

Wasmer, Johannes
2023

“...machine learning Other...”

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Machine Learning-based estimation and explainable artificial intelligence-supported interpretation of the critical temperature from magnetic ab initio Heusler alloys data

Hilgers, Robin
2023

2023

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Application of batch learning for boosting high-throughput ab initio success rates and reducing computational effort required using data-driven processes

Hilgers, Robin
2023

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Best of Atomistic Machine Learning

Wasmer, Johannes
2023

“...atomistic-machine-learning Other...”

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Application of Machine-Learning Models and XAI in Materials Science Using Magnetic DFT Data

Hilgers, Robin
2023

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ML-ready Curie temperatures and descriptors extracted from the JuHemd database

Hilgers, Robin
2022

2022 (2022) S. 174

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SiSc Lab 2022, Project 6. A machine learning playground in quantum mechanical simulation.

Wasmer, Johannes
2022

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Comparison of structural representations for machine learning-enhanced DFT of impurity embeddings

Wasmer, Johannes
2022

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Comparison of structural representations for machine learning-accelerated ab initio calculations

Wasmer, Johannes
2021

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Development of a surrogate machine learning model for the acceleration of density functional calculations with the Korringa-Kohn-Rostoker method

Wasmer, Johannes
2021

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Publications database Open Access 9

Poster 4 Preprint 2 Conference Presentation 1 Dataset 1 Journal Article 1 Lecture 1 more ... Master Thesis 1 Software 1 Website 1 see all ... less ...

Blügel, Stefan 10 Hilgers, Robin 6 Wasmer, Johannes 6 Wortmann, Daniel 6 Rüssmann, Philipp 5 A, Lixia 1 more ... Assent, Ira 1 Berkels, Benjamin 1 Blaiszik, Ben 1 Burdulea, Ilinca 1 Chen, Po-Yen 1 Evans, Matthew 1 Ghosh, Kumar J. B. 1 Ghosh, Sumit 1 Riebesell, Janosh 1 see all ... less ...

Topological Matter 11 Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE) 9 Joint Virtual Laboratort for AI, Data Analytics and Scalable Simulation 4 EXC 2004: Materie und Licht für Quanteninformation (ML4Q) 2 EXC 2004: Matter and Light for Quantum Computing (ML4Q) 2 Cross-Domain Algorithms, Tools, Methods Labs (ATMLs) and Research Groups 1 more ... Materials and Interfaces 1 Open-Access-Publikationskosten / 2022 - 2024 / Forschungszentrum Jülich (OAPKFZJ) 1 see all ... less ...

Quanten-Theorie der Materialien; PGI-1 Quanten-Theorie der Materialien; IAS-1 12 JARA - HPC; JARA-HPC 1 JARA-FIT; JARA-FIT 1

2023 9 2021 1 2022 1

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