direct numerical simulation
PulseAugur coverage of direct numerical simulation — every cluster mentioning direct numerical simulation across labs, papers, and developer communities, ranked by signal.
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New Transformer Model Reconstructs 3D Flows from Sparse Data
Researchers have developed DFK-Former, a novel set-to-field transformer model capable of reconstructing incompressible 3D velocity fields from sparse and noisy data. This model predicts the parameters of a divergence-fr…
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New 3D-VAE enhances turbulent flow simulation resolution
Researchers have developed a patch-based 3D variational autoencoder (3D-VAE) to improve the super-resolution of turbulent channel flow simulations. This method reconstructs fine-scale flow structures from coarser data, …
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New AI model drastically cuts computation for piezoelectric composite design
Researchers have developed a novel piezoelectric deep material network (PDMN) to significantly accelerate the homogenization process for piezoelectric composites. This physics-informed surrogate model embeds governing e…