Cahn–Hilliard equation
PulseAugur coverage of Cahn–Hilliard equation — every cluster mentioning Cahn–Hilliard equation across labs, papers, and developer communities, ranked by signal.
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New physics-guided CNN predicts complex system evolution
Researchers have developed a new physics-guided convolutional neural network designed to predict the evolution of complex physical systems. This attention-based model is trained to accurately forecast the spatiotemporal…
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New ESPINN framework aids phase-field model identification
Researchers have developed an extended pseudo-spectral physics-informed neural network (ESPINN) framework to identify phase-field models from observational data. This method allows for the simultaneous recovery of bulk …
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ANCHOR framework enhances neural operator accuracy for PDE simulations
Researchers have developed ANCHOR, a novel framework that combines neural operators with classical numerical solvers to improve the accuracy and stability of simulating time-dependent partial differential equations (PDE…