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Latent dynamics for reconstructing fine-scale PDE trajectories from coarse observations

Si, Chenhao et al.
arXiv (All) · Papers
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machine-learning
Coarse PDE observations omit spatial detail and intermediate states of evolving fields. We present Structured Latent Dynamics (SLD), a framework that reconstructs high-resolution trajectories from spatially and temporally downsampled simulations. SLD interpolates the input in time, adds a learned te
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