Analysis of second phase particles in metals using deep learning: Segmentation of nanoscale dispersoids in 6xxx series aluminum alloys (Al-Mg-Si)

Aurel Arnoldt,Lukas Semmelrock, Daniel Soukup,Johannes A. Österreicher

Materials Characterization（2022）

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摘要

During the homogenization heat treatment of 6xxx series aluminum alloys, nanoscale precipitates—commonly named dispersoids—are formed that influence material properties during further processing by extrusion, forging, or rolling, as well as final product quality.

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关键词

Scanning electron microscopy,Homogenization,Convolutional neural networks (CNN),Backscattered electrons,Image analysis,Machine learning

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