Titlebook: Continuum Models and Discrete Systems; CMDS-14, Paris, Fran François Willot,Justin Dirrenberger,Andrej V. Cher Conference proceedings 2024

coddle

Optimal Design of Programmable Mechanical Metamaterials,re architectured, cellular materials and exhibit exotic behavior, but are more specifically tailored for engineering purposes: PMs can be applied wherever a custom-fit reaction to environmental and operating conditions of a material is required. Instead of a homogeneous layout of unit cells, often c

investigate

Modeling Multi-grain Multi-hole Thin Solid State Films,those years, there was much interest in the stability of bulk bi- and poly-crystalline materials, which can be strongly affected by the dynamics of their exterior surface features. In recent years the focus has been extended to include many new materials, which can enable the manufacture of strong a

Prophylaxis

,Choquet Capacity Networks for Random Point Process Classification and Regression,nable Choquet capacity model, we enhance the ability to represent the spatial arrangement and density variations in random point processes of convolutional neural networks. To validate the effectiveness of our approach, numerical experiments are conducted on synthetic datasets simulating diverse spa

Accomplish

,Simulation of Microstructures and Machine Learning,an be replaced by training a convolutional neural network or a random forest with a high potential to generalize. However, machine learning methods rely on huge amounts of representative image data along with a ground truth, usually obtained by manual annotation. Thus, limited availability of traini

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