differentiable physics 1fluid mechanics 1neural networks 1partial differential equations 1radial basis functions 1spatial reconstruction 1
From the 1 of 2 linked papers with an AI index.
2 papers
stat.ML2026
Leveraging Differentiable PDE Solvers for Semi-Neural Spatial Reconstruction From Sparse Measurements
Ofek Aloni, Barak Fishbain
The paper proposes a hybrid method that combines radial basis function interpolation, a neural network correction, and a differentiable PDE solver to reconstruct dense physical fie…
stat.ME2025
Synthetic Random Environmental Time Series Generation with Similarity Control, Preserving Original Signal's Statistical Characteristics
Ofek Aloni, Gal Perelman, Barak Fishbain
Synthetic datasets are widely used in many applications, such as missing data imputation, examining non-stationary scenarios, in simulations, training data-driven models, and analy…