Text mining of hypereutectic Al-Si alloys literature based on active learning
Sign Up to like & getrecommendations! Published in 2021 at "Materials Today Communications"
DOI: 10.1016/j.mtcomm.2021.102032
Abstract: Abstract The data-driven model is the core issue of the Material Genome Initiative (MGI), but how to quickly obtain a large amount of material data has become a critical issue that needs to be resolved.… read more here.
Keywords: literature; text mining; active learning; material ... See more keywords
Enhanced springback prediction for bending of high-strength spring steel using material data from an inverse modelling approach
Sign Up to like & getrecommendations! Published in 2019 at "Procedia Manufacturing"
DOI: 10.1016/j.promfg.2019.02.120
Abstract: Abstract Springs for electrical components made from strip materials and flat wires are produced using stamping and forming technologies. The process design of multi-stage stamping and bending processes is still based on expert knowledge and… read more here.
Keywords: high strength; material data; spring steel;
A semi-analytical model for inverse identification of cyclic material data from measured forces during roller levelling
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DOI: 10.1016/j.promfg.2019.02.157
Abstract: Abstract The process of roller levelling is essential to ensure flatness of sheet metals and to reduce residual stresses within the material. Besides process parameters like machine geometry and roll positions, the process is sensitive… read more here.
Keywords: inverse identification; semi analytical; model; material ... See more keywords
Data augmentation in microscopic images for material data mining
Sign Up to like & getrecommendations! Published in 2020 at "npj Computational Materials"
DOI: 10.1038/s41524-020-00392-6
Abstract: Recent progress in material data mining has been driven by high-capacity models trained on large datasets. However, collecting experimental data (real data) has been extremely costly owing to the amount of human effort and expertise… read more here.
Keywords: strategy; data mining; mining; material data ... See more keywords