Benjamin Peherstorfer
New York University
H-index: 28
North America-United States
Top articles of Benjamin Peherstorfer
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Coupling parameter and particle dynamics for adaptive sampling in Neural Galerkin schemes | Physica D: Nonlinear Phenomena | Yuxiao Wen Eric Vanden-Eijnden Benjamin Peherstorfer | 2024/3/12 |
Greedy construction of quadratic manifolds for nonlinear dimensionality reduction and nonlinear model reduction | arXiv preprint arXiv:2403.06732 | Paul Schwerdtner Benjamin Peherstorfer | 2024/3/11 |
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations | arXiv preprint arXiv:2402.14646 | Jules Berman Benjamin Peherstorfer | 2024/2/22 |
Learning nonlinear reduced models from data with operator inference | Boris Kramer Benjamin Peherstorfer Karen E Willcox | 2024/1/19 | |
Neural Galerkin schemes with active learning for high-dimensional evolution equations | Journal of Computational Physics | Joan Bruna Benjamin Peherstorfer Eric Vanden-Eijnden | 2024/1/1 |
Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations | arXiv preprint 2404.01145 | Huan Zhang Yifan Chen Eric Vanden-Eijnden Benjamin Peherstorfer | 2024/4 |
Active operator inference for learning low-dimensional dynamical-system models from noisy data | SIAM Journal on Scientific Computing | Wayne Isaac Tan Uy Yuepeng Wang Yuxiao Wen Benjamin Peherstorfer | 2023/8/31 |
On the sample complexity of stabilizing linear dynamical systems from data | Foundations of Computational Mathematics | Steffen WR Werner Benjamin Peherstorfer | 2023/1/23 |
Meta variance reduction for Monte Carlo estimation of energetic particle confinement during stellarator optimization | Journal of Computational Physics | Frederick Law Antoine Cerfon Benjamin Peherstorfer Florian Wechsung | 2023/12/15 |
Manifold Approximations via Transported Subspaces: Model Reduction for Transport-Dominated Problems | SIAM Journal on Scientific Computing | Donsub Rim Benjamin Peherstorfer Kyle T Mandli | 2023/2/28 |
Multifidelity Covariance Estimation via Regression on the Manifold of Symmetric Positive Definite Matrices | arXiv preprint arXiv:2307.12438 | Aimee Maurais Terrence Alsup Benjamin Peherstorfer Youssef Marzouk | 2023/7/23 |
Context-aware controller inference for stabilizing dynamical systems from scarce data | Proceedings of the Royal Society A | Steffen WR Werner Benjamin Peherstorfer | 2023/2/22 |
Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks | Jules Berman Benjamin Peherstorfer | 2023/12 | |
Multifidelity Robust Controller Design with Gradient Sampling | SIAM Journal on Scientific Computing | Steffen WR Werner Michael L Overton Benjamin Peherstorfer | 2023/4/30 |
Rank-Minimizing and Structured Model Inference | arXiv preprint arXiv:2302.09521 | Pawan Goyal Benjamin Peherstorfer Peter Benner | 2023/2/19 |
Lookahead data-gathering strategies for online adaptive model reduction of transport-dominated problems | Chaos: An Interdisciplinary Journal of Nonlinear Science | Rodrigo Singh Wayne Isaac Tan Uy Benjamin Peherstorfer | 2023/11/1 |
Nonlinear embeddings for conserving Hamiltonians and other quantities with Neural Galerkin schemes | arXiv preprint arXiv:2310.07485 | Paul Schwerdtner Philipp Schulze Jules Berman Benjamin Peherstorfer | 2023/10/11 |
Physics-informed regularization and structure preservation for learning stable reduced models from data with operator inference | Computer Methods in Applied Mechanics and Engineering | Nihar Sawant Boris Kramer Benjamin Peherstorfer | 2023/2/1 |
Context-Aware Surrogate Modeling for Balancing Approximation and Sampling Costs in Multifidelity Importance Sampling and Bayesian Inverse Problems | SIAM/ASA Journal on Uncertainty Quantification | Terrence Alsup Benjamin Peherstorfer | 2023/3/31 |
Operator inference with roll outs for learning reduced models from scarce and low-quality data | Computers & Mathematics with Applications | Wayne Isaac Tan Uy Dirk Hartmann Benjamin Peherstorfer | 2023/9/1 |
Co-Authors
