Advanced Steel Microstructural Classification by Deep Learning Methods

• Prediction of statistical force–displacement curves of Charpy-V impact tests based on unsupervised fracture surface machine learning

  2025 Engineering Failure Analysis article Materials Science High-Velocity Impact and Material Behavior Open access

  5

  citations
• Extracting ductile cast iron microstructure parameters from fracture surfaces: A deep learning based instance segmentation approach

  2024 Engineering Fracture Mechanics article Engineering Metallurgy and Material Forming Open access

  10

  citations
• Automated segmentation of large image datasets using artificial intelligence for microstructure characterisation and damage analysis

  2024 Materials & Design article Materials Science Hydrogen embrittlement and corrosion behaviors in metals Open access

  15

  citations
• Deep learning based initial crack size measurements utilizing macroscale fracture surface segmentation

  2023 Engineering Fracture Mechanics article Engineering Non-Destructive Testing Techniques Open access

  21

  citations
• Explainable machine learning for predicting the mechanical properties in bainitic steels

  2023 Materials & Design article Engineering Microstructure and Mechanical Properties of Steels Open access

  17

  citations
• Identification of Martensite Bands in Dual‐Phase Steels: A Deep Learning Object Detection Approach Using Faster Region‐Based‐Convolutional Neural Network

  2023 steel research international article Engineering Microstructure and Mechanical Properties of Steels Open access

  9

  citations
• Efficient reconstruction of prior austenite grains in steel from etched light optical micrographs using deep learning and annotations from correlative microscopy

  2022 Frontiers in Materials article Biochemistry, Genetics and Molecular Biology Advanced Electron Microscopy Techniques and Applications Open access

  21

  citations
• Automated segmentation of martensite-austenite islands in bainitic steel

  2022 Materials Characterization article Engineering Microstructure and Mechanical Properties of Steels Open access

  47

  citations
• Aachen-Heerlen annotated steel microstructure dataset

  2021 Scientific Data data-paper Materials Science Machine Learning in Materials Science Open access

  25

  citations

9 results