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01/18/2021
Cell division in deep material networks applied to multiscale strain localization modeling
Despite the increasing importance of strain localization modeling (e.g.,...
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07/28/2020
Machine learning for metal additive manufacturing: Predicting temperature and melt pool fluid dynamics using physics-informed neural networks
The recent explosion of machine learning (ML) and artificial intelligenc...
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03/20/2020
Intelligent multiscale simulation based on process-guided composite database
In the paper, we present an integrated data-driven modeling framework ba...
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08/07/2019
Deep material network with cohesive layers: Multi-stage training and interfacial failure analysis
A fundamental issue in multiscale materials modeling and design is the c...
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01/02/2019
Exploring the 3D architectures of deep material network in data-driven multiscale mechanics
This paper extends the deep material network (DMN) proposed by Liu et al...
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07/25/2018