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physics.app-ph2024★ 1 cited
Iterated learning and multiscale modeling of history-dependent architectured metamaterials
Yupeng Zhang, Kaushik Bhattacharya
Neural network based models have emerged as a powerful tool in multiscale modeling of materials. One promising approach is to use a neural network based model, trained using data g…
physics.app-ph2023
Learning the Effective Adhesive Properties of Heterogeneous Substrates
Maximo Cravero Baraja, Kaushik Bhattacharya
Adhesion is a fundamental phenomenon that plays a role in many engineering and biological applications. This paper concerns the use of machine learning to characterize the effectiv…