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Cell division in deep material networks applied to multiscale strain localization modeling
Machine learning for metal additive manufacturing: Predicting temperature and melt pool fluid dynamics using physics-informed neural networks
Intelligent multiscale simulation based on process-guided composite database
Deep material network with cohesive layers: Multi-stage training and interfacial failure analysis
A data-driven multiscale theory for modeling damage and fracture of composite materials
Transfer learning of deep material network for seamless structure--property predictions
Exploring the 3D architectures of deep material network in data-driven multiscale mechanics
A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials
Multiscale simulations of material with heterogeneous structures based on representative volume element techniques
An integrated process--structure--property modeling framework for additive manufacturing
A stable and convergent Lagrangian particle method with multiple nodal stress points for large strain and material failure analyses in manufacturing processes
Data-driven mechanistic modeling of influence of microstructure on high-cycle fatigue life of nickel titanium
Modeling process-structure-property relationships for additive manufacturing
Data-driven multi-scale multi-physics models to derive process--structure--property relationships for additive manufacturing
Reduced-order homogenization of heterogeneous material systems: from viscoelasticity to nonlinear elasto-plastic softening material
Microstructural material database for self-consistent clustering analysis of elastoplastic strain softening materials
Multiscale modeling of carbon fiber reinforced polymer (CFRP) for integrated computational materials engineering process
Data-driven self-consistent clustering analysis of heterogeneous materials with crystal plasticity
A framework for data-driven analysis of materials under uncertainty: Countering the curse of dimensionality
Modular-based multiscale modeling on viscoelasticity of polymer nanocomposites
An extended micromechanics method for probing interphase properties in polymer nanocomposites
Self-consistent clustering analysis: an efficient multi-scale scheme for inelastic heterogeneous materials
Linking process, structure, and property in additive manufacturing applications through advanced materials modelling
A statistical descriptor based volume-integral micromechanics model of heterogeneous material with arbitrary inclusion shape