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Journal Article (27)
2024
Journal Article
Identification of Dominant Subspaces for Linear Structured Parametric Systems and Model Reduction. International Journal for Numerical Methods in Engineering, e7496 (2024)
Journal Article
Parameterized Interpolation of Passive Systems. SIAM journal on Matrix Analysis and Applications (accepted)
Journal Article
463, 134158 (2024)
Generalized Quadratic-Embeddings for Nonlinear Dynamics using Deep Learning. Physica D: Nonlinear Phenomena
Journal Article
Rank-Minimizing and Structured Model Inference. SIAM Journal on Scientific Computing (accepted)
Journal Article
50, 42 (2024)
Dominant Subspaces of High-Fidelity Polynomial Structured Parametric Dynamical Systems and Model Reduction. Advances in Computational Mathematics
Journal Article
Data-Driven Identification of Quadratic Representations for Nonlinear Hamiltonian Systems using Weakly Symplectic Liftings. Journal of Machine Learning for Modeling and Computing (accepted)
2023
Journal Article
200, 110620 (2023)
An Operator Inference Oriented Approach for Linear Mechanical Systems. Mechanical Systems and Signal Processing
Journal Article
10, 221475 (2023)
Neural Ordinary Differential Equations with Irregular and Noisy Data. Royal Society Open Science
Journal Article
9, 37 (2023)
An Artificial Neural Network for Surrogate Modeling of Stress Fields in Viscoplastic Polycrystalline Materials. npj Computational Materials 2022
Journal Article
56, pp. 28 - 51 (2022)
Operator Inference and Physics-Informed Learning of Low-Dimensional Models for Incompressible Flows. Electronic Transactions on Numerical Analysis: Special Issue SciML
Journal Article
67 (2), pp. 886 - 893 (2022)
Gramians, Energy Functionals and Balanced Truncation for Linear Dynamical Systems with Quadratic Outputs. IEEE Transactions on Automatic Control
Journal Article
56, pp. 102 - 116 (2022)
A Non-Intrusive Method to Inferring Linear Port-Hamiltonian Realizations using Time-Domain Data. Electronic Transactions on Numerical Analysis: Special Issue SciML
Journal Article
3, e16 (2022)
A Greedy Data Collection Scheme For Linear Dynamical Systems. Data-Centric Engineering
Journal Article
478 (2262), 20210883 (2022)
Discovery of Nonlinear Dynamical Systems using a Runge-Kutta Inspired Dictionary-based Sparse Regression Approach. Proceedings of the Royal Society A 2021
Journal Article
43 (1), pp. A84 - A108 (2021)
Interpolation-Based Model Order Reduction for Polynomial Systems. SIAM Journal on Scientific Computing
Journal Article
54 (2), pp. 486 - 497 (2021)
Tomographic X-ray Scattering based on Invariant Reconstruction: Analysis of the 3D Nanostructure of Bovine Bone. Journal of Applied Crystallography
Journal Article
12 (1), pp. 1 - 28 (2021)
Low-Dimensional Approximations of High-Dimensional Asset Price Models. SIAM Journal on Financial Mathematics
Journal Article
93 (8), pp. 2803 - 2821 (2021)
Learning Reduced-order Dynamics for Parametrized Shallow Water Equations from Data. International Journal for Numerical Methods in Fluids 2020
Journal Article
372, 113433, 17 pages (2020)
Operator Inference for Non-Intrusive Model Reduction of Systems with Non-Polynomial Nonlinear Terms. Computer Methods in Applied Mechanics and Engineering
Journal Article
143, 104741, 9 pages (2020)
Identification of Port-Hamiltonian Systems from Frequency Response Data. Systems & Control Letters