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physics.comp-ph2026
Differential-Embedding Reconstruction of Dynamical Systems from Scalar Time Series
Ameir Shaa, Claude Guet
We study the reconstruction of an unknown dynamical system from a single noisy scalar time series. The goal is to recover the underlying dynamics for forecasting. We introduce a me…
physics.comp-ph2025
Hybrid Neural Interpolation of a Sequence of Wind Flows
Ameir Shaa, Claude Guet, Xiasu Yang +3
Rapid and accurate urban wind field prediction is essential for modeling particle transport in emergency scenarios. Traditional Computational Fluid Dynamics (CFD) approaches are to…