Picture for Peter Benner

Peter Benner

Data-Augmented Predictive Deep Neural Network: Enhancing the extrapolation capabilities of non-intrusive surrogate models

Add code
Oct 17, 2024
Viaarxiv icon

Structure-preserving learning for multi-symplectic PDEs

Add code
Sep 16, 2024
Viaarxiv icon

Active Sampling of Interpolation Points to Identify Dominant Subspaces for Model Reduction

Add code
Sep 05, 2024
Viaarxiv icon

Divergence-free neural operators for stress field modeling in polycrystalline materials

Add code
Aug 27, 2024
Viaarxiv icon

GN-SINDy: Greedy Sampling Neural Network in Sparse Identification of Nonlinear Partial Differential Equations

Add code
May 14, 2024
Viaarxiv icon

Stability-Certified Learning of Control Systems with Quadratic Nonlinearities

Add code
Mar 01, 2024
Viaarxiv icon

Learning reduced-order Quadratic-Linear models in Process Engineering using Operator Inference

Add code
Feb 27, 2024
Viaarxiv icon

A Robust SINDy Approach by Combining Neural Networks and an Integral Form

Add code
Sep 13, 2023
Viaarxiv icon

Guaranteed Stable Quadratic Models and their applications in SINDy and Operator Inference

Add code
Aug 26, 2023
Viaarxiv icon

Deep Learning for Structure-Preserving Universal Stable Koopman-Inspired Embeddings for Nonlinear Canonical Hamiltonian Dynamics

Add code
Aug 26, 2023
Viaarxiv icon