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19912026
most citedGeometric deep learning: going beyond Euclidean data

3.7k citations

Showing 2022 · math.NAShow all

6 papers · 2 filters

math.NA2022★ 5 cited

On the robustness of inverse scattering for penetrable, homogeneous objects with complicated boundary

Carlos Borges, Manas Rachh, Leslie Greengard

The acoustic inverse obstacle scattering problem consists of determining the shape of a domain from measurements of the scattered far field due to some set of incident fields (prob…

math.NA2022★ 5 cited

Numerical geometric acoustics: an eikonal-based approach for modeling sound propagation in 3D environments

Samuel F. Potter, Maria K. Cameron, Ramani Duraiswami

We present algorithms for solving high-frequency acoustic scattering problems in complex domains. The eikonal and transport partial differential equations from the WKB/geometric op…

math.NA2022★ 8 cited

Adjoint DSMC for Nonlinear Spatially-Homogeneous Boltzmann Equation With a General Collision Model

Yunan Yang, Denis Silantyev, Russel Caflisch

We derive an adjoint method for the Direct Simulation Monte Carlo (DSMC) method for the spatially homogeneous Boltzmann equation with a general collision law. This generalizes our…

math.NA2022★ 8 cited

Robust and efficient primal-dual Newton-Krylov solvers for viscous-plastic sea-ice models

Yu-hsuan Shih, Carolin Mehlmann, Martin Losch +1

We present a Newton-Krylov solver for a viscous-plastic sea-ice model. This constitutive relation is commonly used in climate models to describe the material properties of sea ice.…

math.NA2022★ 44 cited

Neural Galerkin Schemes with Active Learning for High-Dimensional Evolution Equations

Joan Bruna, Benjamin Peherstorfer, Eric Vanden-Eijnden

Deep neural networks have been shown to provide accurate function approximations in high dimensions. However, fitting network parameters requires informative training data that are…

math.NA2022★ 1 cited

Structured model order reduction for vibro-acoustic problems using interpolation and balancing methods

Quirin Aumann, Steffen W. R. Werner

Vibration and dissipation in vibro-acoustic systems can be assessed using frequency response analysis. Evaluating a frequency sweep on a full-order model can be very costly, so mod…