Machine Learning Techniques for the Segmentation of Tomographic Image Data of Functional Materials

Orkun Furat, Mingyan Wang, Matthias Neumann, +4

Frontiers in Materials

Convolutional Neural NetworkEngineeringMachine LearningMechanical EngineeringGrain Boundary Images +23

Quantifying the influence of charge rate and cathode-particle architectures on degradation of Li-ion cells through 3D continuum-level damage models

Jeffery M. Allen, Peter J. Weddle, Ankit Verma, +10

Journal of Power Sources

Mapping the architecture of single lithium ion electrode particles in 3D, using electron backscatter diffraction and machine learning segmentation

Orkun Furat, Donal P. Finegan, David R. Diercks, +3

Journal of Power Sources

EngineeringMicroscopyElectron DiffractionElectron MicroscopyElectron Backscatter Diffraction +22

Description of Ore Particles from X-Ray Microtomography (XMT) Images, Supported by Scanning Electron Microscope (SEM)-Based Image Analysis

Orkun Furat, Thomas Leißner, Ralf Ditscherlein, +6

Microscopy and Microanalysis

Artificial generation of representative single Li-ion electrode particle architectures from microscopy data

Orkun Furat, Lukas Petrich, Donal P. Finegan, +4

npj Computational Materials

Stochastic Modeling of Multidimensional Particle Properties Using Parametric Copulas

Orkun Furat, Thomas Leißner, Kai Bachmann, +3

Microscopy and Microanalysis

Cohesive phase-field chemo-mechanical simulations of inter- and trans- granular fractures in polycrystalline NMC cathodes via image-based 3D reconstruction

Wanxin Chen, Jeffery M. Allen, Shahed Rezaei, +6

Journal of Power Sources

Mineralogical and microstructural response of hydrated cement blends to leaching

Claudia Baldermann, Andre Baldermann, Orkun Furat, +6

Construction and Building Materials

Geotechnical EngineeringMaterials ScienceHydrated Cement BlendsCementationEngineering +4

Super-resolving microscopy images of Li-ion electrodes for fine-feature quantification using generative adversarial networks

Orkun Furat, Donal P. Finegan, Zhenzhen Yang, +3

npj Computational Materials

EngineeringMachine LearningMicroscopyBiomedical EngineeringImage Analysis +21

Multiscale Tomographic Analysis for Micron-Sized Particulate Samples

Ralf Ditscherlein, Orkun Furat, Mathieu de Langlard, +6

Microscopy and Microanalysis