Machine learning aided multiscale magnetostatics

نویسندگان

چکیده

Computational material modeling using advanced numerical techniques speeds up the design process and reduces costs of developing new engineering products. In field multiscale modeling, huge computation efforts are expected for heterogeneous materials while trying to reach high accuracy levels. this work, a machine learning approach, namely convolutional neural network (CNN), is developed as solution providing level being computationally efficient. The input CNN model consists two/three-dimensional images artificial periodic biphasic microstructures in form nonoverlapping overlapping, mono- polydisperse circular/spherical inclusion systems, which generated by random sequential inhibition process. These correspond Statistical Volume Elements (SVE). Considering linear magnetostatics at microscale, output apparent permeability SVE. Training testing data properties produced with finite element method-based two-scale asymptotic homogenization. efficiency revealed employing some representative examples two three-dimensional settings. regard, performance assessed applied computational homogenization method relating efficiency. results show predicting homogenized significant decrease time.

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ژورنال

عنوان ژورنال: Mechanics of Materials

سال: 2023

ISSN: ['0167-6636', '1872-7743']

DOI: https://doi.org/10.1016/j.mechmat.2023.104726