Machine Learning in Modeling and Simulation

Machine Learning in Modeling and Simulation

Methods and Applications

Rabczuk, Timon; Bathe, Klaus-Juergen

Springer International Publishing AG

10/2024

451

Mole

9783031366468

15 a 20 dias

Descrição não disponível.
Machine Learning in Computer-Aided Engineering.- Artificial Neural Networks.- Gaussian Processes.- Machine Learning Methods for Constructing Dynamic Models from Data.- Physics-Informed Neural Networks: Theory and Applications.- Physics-Informed Deep Neural Operator Networks.- Digital Twin for Dynamical Systems.- Reduced Order Modeling.- Regression Models for Machine Learning.- Overview on Machine Learning Assisted Topology Optimization Methodologies.- Mixed-variable Concurrent Material, Geometry and Process Design in Integrated Computational Materials Engineering.- Machine Learning Interatomic Potentials: Keys to First-principles Multiscale Modeling.
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Machine Learning;Modeling and Simulation;Computational Mechanics;Computational Materials Science;Optimization;Reduced Order Modeling