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Advanced microstructure classification by data mining methods
Computational Materials Science, 2018The mechanical properties of modern multi-phase materials significantly depend on the distribution, the shape and the size of the microstructural constituents.
J. Gola +6 more
semanticscholar +2 more sources
Machine Learning Approach on Steel Microstructure Classification
, 2020The microstructure of a material is its inner morphological features. The microstructure of steel can be diverse and complex depending on the composition, heat treatment, and processing of the alloy, making it difficult to accurately predict the material’s property and composition without physically analyzing the microstructure.
Haon Park, Abdullah Öztürk
semanticscholar +2 more sources
Application of deep learning to shale microstructure classification
Marine and Petroleum Geology, 2022Amanda Knaup +5 more
semanticscholar +2 more sources
Microstructure without Essentialism: A New Perspective on Chemical Classification
Philosophy of Science, 2014Recently, macroscopic accounts of chemical kind individuation have been proposed as alternatives to the microstructural essentialist account advocated by Kripke, Putnam, and others. These accounts argue that individuation of chemical kinds is based on macroscopic criteria such as reactivity or thermodynamics, and they challenge the essentialism that ...
Julia R. S. Bursten
semanticscholar +2 more sources
AM&P Technical Articles, 2021
This article demonstrates the application of machine learning to the classification and segmentation of bainitic microstructures and compares three approaches for assigning the ground truth: correlative microscopy using EBSD as an additional ...
M. Müller, D. Britz, F. Mücklich
semanticscholar +1 more source
This article demonstrates the application of machine learning to the classification and segmentation of bainitic microstructures and compares three approaches for assigning the ground truth: correlative microscopy using EBSD as an additional ...
M. Müller, D. Britz, F. Mücklich
semanticscholar +1 more source
Microstructure Classification in the Unsupervised Context
Social Science Research Network, 2020Traditional microstructure classification requires human annotations provided by a subject matter expert. The requirement of human input is both costly and subjective and cannot keep up with the current volume of experimentally and computationally ...
C. Kunselman +4 more
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Response classification of simple polycrystalline microstructures
Computer Methods in Applied Mechanics and Engineering, 2008zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Tan, L, Arwade, SR
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Physical Review E, 2020
The Minkowski functionals, as the full set of additive morphological measures in three dimensions (3D) consisting of volume, surface area, mean curvature, and total curvature, can be calculated directly by evaluating the local contributions of vertices ...
Han Jiang, C. Arns
semanticscholar +1 more source
The Minkowski functionals, as the full set of additive morphological measures in three dimensions (3D) consisting of volume, surface area, mean curvature, and total curvature, can be calculated directly by evaluating the local contributions of vertices ...
Han Jiang, C. Arns
semanticscholar +1 more source