Model order reduction methods for geometrically nonlinear structures: a review of nonlinear techniques

C Touzé, A Vizzaccaro, O Thomas - Nonlinear Dynamics, 2021 - Springer
This paper aims at reviewing nonlinear methods for model order reduction in structures with
geometric nonlinearity, with a special emphasis on the techniques based on invariant …

Review on the theories and applications of dynamic condensation and component mode synthesis methods in solving FEM-based structural dynamics

Y Sun, Y Lu, Z Song - Acta Mechanica Solida Sinica, 2023 - Springer
The rapid development of modern science, technology, and industrialization has promoted
the birth of more large and complex engineering structures. When the finite element (FE) …

How to compute invariant manifolds and their reduced dynamics in high-dimensional finite element models

S Jain, G Haller - Nonlinear dynamics, 2022 - Springer
Invariant manifolds are important constructs for the quantitative and qualitative
understanding of nonlinear phenomena in dynamical systems. In nonlinear damped …

High-order direct parametrisation of invariant manifolds for model order reduction of finite element structures: application to generic forcing terms and parametrically …

A Opreni, A Vizzaccaro, C Touzé, A Frangi - Nonlinear Dynamics, 2023 - Springer
The direct parametrisation method for invariant manifolds is used for model order reduction
of forced-damped mechanical structures subjected to geometric nonlinearities. Nonlinear …

[HTML][HTML] Reduced order modeling of parametrized systems through autoencoders and SINDy approach: continuation of periodic solutions

P Conti, G Gobat, S Fresca, A Manzoni… - Computer Methods in …, 2023 - Elsevier
Highly accurate simulations of complex phenomena governed by partial differential
equations (PDEs) typically require intrusive methods and entail expensive computational …

Frequency combs in a MEMS resonator featuring 1: 2 internal resonance: ab initio reduced order modelling and experimental validation

G Gobat, V Zega, P Fedeli, C Touzé, A Frangi - Nonlinear Dynamics, 2023 - Springer
This paper is devoted to a detailed analysis of the appearance of frequency combs in the
dynamics of a micro-electro-mechanical systems (MEMS) resonator featuring 1: 2 internal …

Nonlinear analysis of forced mechanical systemswith internal resonance using spectral submanifolds, Part I: Periodic response and forced response curve

M Li, S Jain, G Haller - Nonlinear Dynamics, 2022 - Springer
We show how spectral submanifold theory can be used to construct reduced-order models
for harmonically excited mechanical systems with internal resonances. Efficient calculations …

Deep learning‐based reduced order models for the real‐time simulation of the nonlinear dynamics of microstructures

S Fresca, G Gobat, P Fedeli, A Frangi… - … Journal for Numerical …, 2022 - Wiley Online Library
We propose a non‐intrusive deep learning‐based reduced order model (DL‐ROM) capable
of capturing the complex dynamics of mechanical systems showing inertia and geometric …

Reduced order modelling and experimental validation of a MEMS gyroscope test-structure exhibiting 1: 2 internal resonance

G Gobat, V Zega, P Fedeli, L Guerinoni, C Touzé… - Scientific Reports, 2021 - nature.com
Abstract Micro-Electro-Mechanical Systems revolutionized the consumer market for their
small dimensions, high performances and low costs. In recent years, the evolution of the …

Reduced-order modelling based on non-linear modes

CEN Mazzilli, PB Gonçalves, GR Franzini - International Journal of …, 2022 - Elsevier
This paper addresses a detailed literature review on non-linear modes of vibration and its
role in obtaining more efficient reduced-order models, as compared to those obtained by …