Neural surrogates
PulseAugur coverage of Neural surrogates — every cluster mentioning Neural surrogates across labs, papers, and developer communities, ranked by signal.
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DDSNet neural network improves photonic crystal laser design
Researchers have developed DDSNet, a novel neural network designed to predict the properties of photonic crystal surface-emitting lasers. This network integrates translation-equivariant spectral filtering with a symmetr…
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Label-free training method for neural surrogates in fluid dynamics
Researchers have developed a novel method for training neural surrogates for thermo-fluid field predictions, utilizing a label-free approach based on minimizing finite-volume method (FVM) residuals. This technique, appl…
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Attention mechanism enhances neural surrogates for fluid dynamics simulations
Researchers have developed a novel neural surrogate model for simulating free-surface fluid dynamics using the Particle Finite Element Method (PFEM). This model employs attention mechanisms to effectively handle evolvin…