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20192024
most citedData-Driven Modeling and Prediction of Non-Linearizable Dynamics via Spectral Submanifolds

170 citations · 171 across the 3 of their papers we have counts for

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math.DS2023

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

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.DS2022

Fast data-driven model reduction for nonlinear dynamical systems

Joar Axås, Mattia Cenedese, George Haller

We present a fast method for nonlinear data-driven model reduction of dynamical systems onto their slowest nonresonant spectral submanifolds (SSMs). We use observed data to locate…

math.DS2022170 cited

Data-Driven Modeling and Prediction of Non-Linearizable Dynamics via Spectral Submanifolds

Mattia Cenedese, Joar Axås, Bastian Bäuerlein +2

We develop a methodology to construct low-dimensional predictive models from data sets representing essentially nonlinear (or non-linearizable) dynamical systems with a hyperbolic…

math.DS2020

Stability of Forced-Damped Response in Mechanical Systems from a Melnikov Analysis

Mattia Cenedese, George Haller

Frequency responses of multi-degree-of-freedom mechanical systems with weak forcing and damping can be studied as perturbations from their conservative limit. Specifically, recent…

math.DS2019

How do Conservative Backbone Curves Perturb into Forced Responses? A Melnikov Function Analysis

Mattia Cenedese, George Haller

Weakly damped mechanical systems under small periodic forcing tend to exhibit periodic response in a close vicinity of certain periodic orbits of their conservative limit. Specific…