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Journal Article (20)
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
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
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
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 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 2019
Journal Article
355, pp. 184 - 197 (2019)
Time-Limited H2-Optimal Model Order Reduction. Applied Mathematics and Computation
Journal Article
3 (3), pp. 535 - 540 (2019)
Balanced Truncation for a Special Class of Bilinear Descriptor Systems. IEEE Control Systems Letters 2018
Journal Article
39 (2), pp. 983 - 1032 (2018)
H2-Quasi-Optimal Model Order Reduction for Quadratic-Bilinear Control Systems. SIAM Journal on Matrix Analysis and Applications 2017
Journal Article
315, pp. 303 - 318 (2017)
Krylov Subspace-Based Model Reduction for a Class of Bilinear Descriptor Systems. Journal of Computational and Applied Mathematics
Journal Article
97 (10), pp. 1252 - 1267 (2017)
Moment-Matching Based Model Reduction for Navier–Stokes Type Quadratic-Bilinear Descriptor Systems. Zeitschrift für Angewandte Mathematik und Mechanik
Journal Article
106, pp. 777 - 784 (2017)
POD-DEIM for Efficient Reduction of a Dynamic 2D Catalytic Reactor Model. Computers & Chemical Engineering 2016
Journal Article
97, pp. 1 - 11 (2016)
Multipoint Interpolation of Volterra Series and H2-Model Reduction for a Family of Bilinear Descriptor Systems. Systems & Control Letters