Latest Research in Model Reduction and Neural Networks

23 research papers · 2026 median publication year

Top Research Topics in Model Reduction and Neural Networks

Highest-Cited Papers

  1. The Seonggil Framework for Non-Local, Multi-Layered Causal Networks: Real-Time Global Control and Feedback Stabilization
  2. Carleman estimates for a nonconservative Timoshenko beam involving Dirichlet-Neumann boundary conditions and application to exact controllability
  3. Sampling, approximation, and interpolation of differential forms by admissible integral k-meshes
  4. FEM-BEM coupling for the high-frequency Helmholtz problem
  5. Structure-Preserving Analysis of Euler and Navier–Stokes Equations Scaling, Residuals, and Quantitative Regularity
  6. Exploration of the 3D Incompressible Euler Equations
  7. Towards provable energy-stable overset grid methods using sub-cell summation-by-parts operators
  8. Higher-order hyperuniformity of random measures
  9. Numerical Methods for Dynamical Low-Rank Approximations of Stochastic Differential Equations -- Part II: Stochastic discretization
  10. Rate of convergence of a fully discrete structure-preserving midpoint scheme for the stochastic Landau--Lifshitz--Gilbert equation
  11. Convergence of a continuous Galerkin method for the Biot-Allard poroelasticity system
  12. A structure-preserving implicit-explicit method for a hyperbolic approximation of fourth-order PDEs
  13. Energy-Consistent Splitting and Decomposition Approaches for Coupled port-Hamiltonian ODEs
  14. Error estimate of the nonuniform BDF3-L2 method for subdiffusion equations via multiscale solution decomposition
  15. Learning Efficient and Provably Convergent Symmetric Splitting Methods
  16. GUE-corners process in two-periodic Aztec diamonds
  17. A Double-Adaptivity Solver for Parabolic PDEs
  18. Reimagining Dynamical Systems
  19. A model order reduction based adaptive parareal method for time-dependent partial differential equations
  20. Free-surface Stokes problem: stability estimates and time-step improvements
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L3 Region - - 2026 Sep Q3

Model Reduction and Neural Networks

23 papers

Top Topics (10)

Numerical Analysis10
Model Reduction and Neural Networks3
Neural Networks Stability and Synchronization1
Stability and Controllability of Differential Equations1
Probabilistic and Robust Engineering Design1
Electromagnetic Simulation and Numerical Methods1
Navier-Stokes equation solutions1
Probability1
Markov Chains and Monte Carlo Methods1
Mathematical Physics1

Top Publications (20)

1.The Seonggil Framework for Non-Local, Multi-Layered Causal Networks: Real-Time Global Control and Feedback Stabilization2.Carleman estimates for a nonconservative Timoshenko beam involving Dirichlet-Neumann boundary conditions and application to exact controllability3.Sampling, approximation, and interpolation of differential forms by admissible integral k-meshes4.FEM-BEM coupling for the high-frequency Helmholtz problem5.Structure-Preserving Analysis of Euler and Navier–Stokes Equations Scaling, Residuals, and Quantitative Regularity6.Exploration of the 3D Incompressible Euler Equations7.Towards provable energy-stable overset grid methods using sub-cell summation-by-parts operators8.Higher-order hyperuniformity of random measures9.Numerical Methods for Dynamical Low-Rank Approximations of Stochastic Differential Equations -- Part II: Stochastic discretization10.Rate of convergence of a fully discrete structure-preserving midpoint scheme for the stochastic Landau--Lifshitz--Gilbert equation11.Convergence of a continuous Galerkin method for the Biot-Allard poroelasticity system12.A structure-preserving implicit-explicit method for a hyperbolic approximation of fourth-order PDEs13.Energy-Consistent Splitting and Decomposition Approaches for Coupled port-Hamiltonian ODEs14.Error estimate of the nonuniform BDF3-L2 method for subdiffusion equations via multiscale solution decomposition15.Learning Efficient and Provably Convergent Symmetric Splitting Methods16.GUE-corners process in two-periodic Aztec diamonds17.A Double-Adaptivity Solver for Parabolic PDEs18.Reimagining Dynamical Systems19.A model order reduction based adaptive parareal method for time-dependent partial differential equations20.Free-surface Stokes problem: stability estimates and time-step improvements
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