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20232026
most citedData-Assisted Non-Intrusive Model Reduction for Forced Nonlinear Finite Elements Models

16 citations · 46 across the 11 of their papers we have counts for

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math.DS2026

Parametric Spectral Submanifolds across Hopf Bifurcations with Applications to Fluid Dynamics

James King, Bálint Kaszás, Gergely Buza +2

We investigate the persistence and regularity of spectral submanifolds (SSMs) in high-dimensional parametric dynamical systems undergoing a Hopf bifurcation. By analyzing how reson…

math.DS2026

Nonlinear Spectral Modeling and Control of Soft-Robotic Muscles from Data

Leonardo Bettini, Amirhossein Kazemipour, Robert K. Katzschmann +1

Artificial muscles are essential for compliant musculoskeletal robotics but complicate control due to nonlinear multiphysics dynamics. Hydraulically amplified electrostatic (HASEL)…

math.DS2025

Data-Driven Nonlinear Model Reduction to Spectral Submanifolds via Oblique Projection

Leonardo Bettini, Bálint Kaszás, Bernhard Zybach +2

The dynamics in a primary Spectral Submanifold (SSM) constructed over the slowest modes of a dynamical system provide an ideal reduced-order model for nearby trajectories. Modeling…

math.DS2024

Data-Driven Reduction of the Finite-Element Model of a Tribomechadynamics Benchmark Problem

Ahmed Amr Morsy, Zhenwei Xu, Paolo Tiso +1

Bolted joints can exhibit nonsmooth and significantly nonlinear dynamics. Finite Element Models (FEMs) of this phenomenon require fine spatial discretizations, inclusion of nonline…

math.DS2024

Nonlinear Model Reduction to Random Spectral Submanifolds in Random Vibrations

Zhenwei Xu, Roshan S. Kaundinya, Shobhit Jain +1

Dynamical systems in engineering and physics are often subject to irregular excitations that are best modeled as random. Monte Carlo simulations are routinely performed on such ran…

math.DS2023★ 2 cited

Model Reduction to Spectral Submanifolds in Non-Smooth Dynamical Systems

Leonardo Bettini, Mattia Cenedese, George Haller

We develop a model reduction technique for non-smooth dynamical systems using spectral submanifolds. Specifically, we construct low-dimensional, sparse, nonlinear and non-smooth mo…

math.DS2023★ 16 cited

Data-Assisted Non-Intrusive Model Reduction for Forced Nonlinear Finite Elements Models

Mattia Cenedese, Jacopo Marconi, George Haller +1

Spectral submanifolds (SSMs) have emerged as accurate and predictive model reduction tools for dynamical systems defined either by equations or data sets. While finite-elements (FE…

math.DS2023★ 15 cited

Fast computation and characterization of forced response surfaces via spectral submanifolds and parameter continuation

Mingwu Li, Shobhit Jain, George Haller

For mechanical systems subject to periodic excitation, forced response curves (FRCs) depict the relationship between the amplitude of the periodic response and the forcing frequenc…