A Multiscale Dislocation Language for Data-Driven Materials Science

Project Information

MuDiLingo

Grant agreement ID: 759419

DOI 10.3030/759419

Project closed

EC signature date 4 October 2017

Start date 1 November 2017

End date 31 October 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 1 499 145,00

EU contribution € 1 499 145,00

Coordinated by

FORSCHUNGSZENTRUM JULICH GMBH
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (18)

Automated Analysis of Continuum Fields from Atomistic Simulations Using Statistical Machine Learning

Author(s): Aruna Prakash; Stefan Sandfeld
Published in: Advanced engineering materials 24(12), 2200574 - (2022). doi:10.1002/adem.202200574, Issue 1, 2023, ISSN 1527-2648
Publisher: Wiley
DOI: 10.1002/adem.202200574

Data-mining of in-situ TEM experiments: Towards understanding nanoscale fracture

Author(s): Dominik Steinberger, Inas Issa, Rachel Strobl, Peter J. Imrich, Daniel Kiener, Stefan Sandfeld
Published in: Computational Materials Science, Issue Volume 216, 2023, Page(s) 111830, ISSN 0927-0256
Publisher: Elsevier BV
DOI: 10.1016/j.commatsci.2022.111830

Deep Neural Networks for Analysis of Microscopy Images—Synthetic Data Generation and Adaptive Sampling

Author(s): Patrick Trampert, Dmitri Rubinstein, Faysal Boughorbel, Christian Schlinkmann, Maria Luschkova, Philipp Slusallek, Tim Dahmen, Stefan Sandfeld
Published in: Crystals, Issue 11/3, 2021, Page(s) 258, ISSN 2073-4352
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cryst11030258

Statistical analysis of discrete dislocation dynamics simulations: initial structures, cross-slip and microstructure evolution

Author(s): Aytekin Demirci, Dominik Steinberger, Markus Stricker, Nina Merkert, Daniel Weygand and Stefan Sandfeld
Published in: Modelling and Simulation in Materials Science and Engineering, Issue Volume 31, Number 7, 2023, Page(s) 075003, ISSN 1361-651X
Publisher: IOP Publishing
DOI: 10.1088/1361-651x/acea39

Orientation-related twinning and dislocation glide in a cantor high entropy alloy at room and cryogenic temperature studied by in situ TEM straining

Author(s): Daniela Oliveros, Anna Fraczkiewicz, Antonin Dlouhy, Chen Zhang, Hengxu Song, Stefan Sandfeld, Marc Legros
Published in: Materials Chemistry and Physics, Issue 272, 2021, Page(s) 124955, ISSN 0254-0584
Publisher: Elsevier BV
DOI: 10.1016/j.matchemphys.2021.124955

A model for the interaction of dislocations with planar defects based on Allen–Cahn type microstructure evolution coupled to strain gradient elasticity

Author(s): M. Budnitzki, S. Sandfeld
Published in: Journal of the Mechanics and Physics of Solids, Issue 150, 2021, Page(s) 104222, ISSN 0022-5096
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.jmps.2020.104222

OptiMic: A tool to generate optimized polycrystalline microstructures for materials simulations

Author(s): Prince Henry Serrao; Stefan Sandfeld; Stefan Sandfeld; Stefan Sandfeld; Aruna Prakash
Published in: SoftwareX, Vol 15, Iss , Pp 100708- (2021), Issue 5, 2021, ISSN 2352-7110
Publisher: Elsevier
DOI: 10.1016/j.softx.2021.100708

Data-mining of dislocation microstructures: concepts for coarse-graining of internal energies

Author(s): Hengxu Song, Nina Gunkelmann, Giacomo Po, Stefan Sandfeld
Published in: Modelling and Simulation in Materials Science and Engineering, Issue 29/3, 2021, Page(s) 035005, ISSN 0965-0393
Publisher: Institute of Physics Publishing
DOI: 10.1088/1361-651x/abdc6b

Multiscale study of the dynamic friction coefficient due to asperity plowing

Author(s): Jianqiao Hu, Hengxu Song, Stefan Sandfeld, Xiaoming Liu, Yueguang Wei
Published in: Friction, Issue 9/4, 2021, Page(s) 822-839, ISSN 2223-7690
Publisher: Springer
DOI: 10.1007/s40544-020-0438-4

Chances and Challenges in Fusing Data Science with Materials Science

Author(s): A. Prakash, S. Sandfeld
Published in: Practical Metallography, Issue 55/8, 2018, Page(s) 493-514, ISSN 0032-678X
Publisher: Carl Hanser Verlag GmbH & Co.
DOI: 10.3139/147.110539

Machine Learning-Based Classification of Dislocation Microstructures

Author(s): D. Steinberger, H. Song, S. Sandfeld
Published in: frontiers in materials, Issue 6, Article 141, 2019, ISSN 2296-8016
Publisher: Frontiers
DOI: 10.3389/fmats.2019.0141

Shear relaxation behind the shock front in 1 1 0 molybdenum – From the atomic scale to continuous dislocation fields

Author(s): Roman Kositski, Dominik Steinberger, Stefan Sandfeld, Dan Mordehai
Published in: Computational Materials Science, Issue 149, 2018, Page(s) 125-133, ISSN 0927-0256
Publisher: Elsevier BV
DOI: 10.1016/j.commatsci.2018.02.058

Datasets for the analysis of dislocations at grain boundaries and during vein formation in cyclically deformed Ni micropillars

Author(s): Stefan Sandfeld, Vahid Samaee, Hosni Idrissi, Jonas Groten, Thomas Pardoen, Ruth Schwaiger, Dominique Schryvers
Published in: Data in Brief, Issue 27, 2019, Page(s) 104724, ISSN 2352-3409
Publisher: Elsevier BV
DOI: 10.1016/j.dib.2019.104724

Dislocation structures and the role of grain boundaries in cyclically deformed Ni micropillars

Author(s): Vahid Samaee, Stefan Sandfeld, Hosni Idrissi, Jonas Groten, Thomas Pardoen, Ruth Schwaiger, Dominique Schryvers
Published in: Materials Science and Engineering: A, Issue 769, 2020, Page(s) 138295, ISSN 0921-5093
Publisher: Elsevier BV
DOI: 10.1016/j.msea.2019.138295

Predicting the flow stress and dominant yielding mechanisms: analytical models based on discrete dislocation plasticity

Author(s): Jianqiao Hu, Hengxu Song, Zhanli Liu, Zhuo Zhuang, Xiaoming Liu, Stefan Sandfeld
Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-019-56252-x

FETI‐DP Solvers and Deal.II for Problems in Dislocation Mechanics

Author(s): Stephan Köhler, Oliver Rheinbach, Stefan Sandfeld, Dominik Steinberger
Published in: PAMM, Issue 19/1, 2019, ISSN 1617-7061
Publisher: Wiley Online Library
DOI: 10.1002/pamm.201900292

Data-mining of in-situ TEM experiments: On the dynamics of dislocations in CoCrFeMnNi alloys

Author(s): Chen Zhang, Hengxu Song, Daniela Oliveros, Anna Fraczkiewicz, Marc Legros, Stefan Sandfeld
Published in: Acta Materialia, Issue Volume 241, 2022, Page(s) 118394, ISSN 1359-6454
Publisher: Elsevier BV
DOI: 10.1016/j.actamat.2022.118394

Grain segmentation in atomistic simulations using orientation-based iterative self-organizing data analysis

Author(s): M. Vimal; S. Sandfeld; A. Prakash
Published in: Materialia 21, 101314 - (2022). doi:10.1016/j.mtla.2022.101314, Issue 3, 2022, ISSN 2589-1529
Publisher: Elsevier
DOI: 10.1016/j.mtla.2022.101314

Conference proceedings (3)

DISO: A Domain Ontology for Modeling Dislocations in Crystalline Materials

Author(s): Ahmad Zainul Ihsan, Said Fathalla, Stefan Sandfeld
Published in: Proceedings of the ACM Symposium on Applied Computing, Issue Annual ACM Symposium on Applied Computing, SAC 2023, 2023
Publisher: ACM
DOI: 10.1145/3555776.3578739

Steps towards a Dislocation Ontology for Crystalline Materials

Author(s): Ahmad Zainul Ihsan, Danilo Dessì, Mehwish Alam, Harald Sack, Stefan Sandfeld
Published in: CEUR Workshop Proceedings, 2021
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.5076455

Instance Segmentation of Dislocations in TEM Images

Author(s): Karina Ruzaeva, Kishan Govind, Marc Legros, Stefan Sandfeld
Published in: 2023 IEEE 23rd International Conference on Nanotechnology (NANO), 2023, ISBN 979-8-3503-3346-6
Publisher: IEEE
DOI: 10.1109/nano58406.2023.10231169