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Journal ArticleDOI

A review of indirect/non-intrusive reduced order modeling of nonlinear geometric structures

TLDR
In this article, a review of reduced order modeling techniques for geometrically nonlinear structures, more specifically those techniques that are applicable to structural models constructed using commercial finite element software, is presented.
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This article is published in Journal of Sound and Vibration.The article was published on 2013-05-13. It has received 286 citations till now. The article focuses on the topics: Finite element method & Nonlinear system.

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Citations
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Journal ArticleDOI

Digital Twin: Values, Challenges and Enablers From a Modeling Perspective

TL;DR: This work reviews the recent status of methodologies and techniques related to the construction of digital twins mostly from a modeling perspective to provide a detailed coverage of the current challenges and enabling technologies along with recommendations and reflections for various stakeholders.

Application of nonlinear systems theory to transonic unsteady aerodynamic responses

TL;DR: In this article, a methodology for using the Volterra-Wiener theory of nonlinear systems in aeroservoelastic (ASE) analyses and design is presented, based on unit impulse responses, and applied to a simple bilinear single-input-single-output (SISO) system.
Journal ArticleDOI

A deep learning enabler for nonintrusive reduced order modeling of fluid flows

TL;DR: In this paper, a modular deep neural network (DNN) framework for data-driven reduced order modeling of dynamical systems relevant to fluid flows is proposed. But it is not suitable for modeling complex fluid flows.
Journal ArticleDOI

An artificial neural network framework for reduced order modeling of transient flows

TL;DR: In this article, a supervised machine learning framework for the non-intrusive model order reduction of unsteady fluid flows is proposed to provide accurate predictions of non-stationary state variables when the control parameter values vary.
Journal ArticleDOI

A deep learning enabler for non-intrusive reduced order modeling of fluid flows

TL;DR: A modular deep neural network (DNN) framework for data-driven reduced order modeling of dynamical systems relevant to fluid flows is introduced and can be used as a robust predictive tool for non-intrusive model order reduction of complex fluid flows.
References
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Book

Nonlinear Continuum Mechanics for Finite Element Analysis

TL;DR: Bonet and Wood as discussed by the authors provide a complete, clear, and unified treatment of nonlinear continuum analysis and finite element techniques under one roof, providing an essential resource for postgraduates studying non-linear continuum mechanics and ideal for those in industry requiring an appreciation of the way in which their computer simulation programs work.
Book

Classical and Computational Solid Mechanics

TL;DR: In this paper, a tensor analysis of strain conservation laws elastic and plastic behaviour of materials linearized theory of elasticity solutions of problems by potentials two-dimensional problems in variational calculus, energy theorems, Saint-Venant's principle Hamilton's principle, wave propagation, applications of generalized co-ordinates elasticity and thermodynamics irreversible thermodynamics and viscoelasticity thermoelasticness visco-elasticy large deformation incremental approach to solving some nonlinear problems.
Journal ArticleDOI

On the physical interpretation of proper orthogonal modes in vibrations

TL;DR: In this article, the authors relate the proper orthogonal modes, as applied in discrete vibration systems, to normal modes of vibration in systems with a known mass matrix in the case of undamped free vibration.
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On Structural Fatigue Under Random Loading

TL;DR: In this paper, the authors studied the stress spectrum and the "equivalent fatigue stress" of an elastic structure subjected to random loading, and derived a similarity expression for the probable value of the equivalent fatigue stress of a panel subjected to buffeting.
Journal ArticleDOI

Determination of nonlinear stiffness with application to random vibration of geometrically nonlinear structures

TL;DR: In this paper, a method for determining the nonlinear modal stiffness coefficients for an arbitrary finite element model is presented, which is suitable for use with commercial finite element codes having a geometrically nonlinear static capability.
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