PG-EAM - Graduate Program in Aeronautical and Mechanical Engineering
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Flávio Luiz Cardoso-Ribeiro

Flávio Luiz Cardoso-Ribeiro

CNPq Fellow Nível C
10
h-index
285
Citations
31
Articles

Research Lines

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Last Update: 2026-06-25

Publications (31)

31 publications
Article 2025

Rotational shallow water equations with viscous damping and boundary control: structure-preserving spatial discretization

Cardoso-Ribeiro, Flávio Luiz , Haine, Ghislain , Lefèvre, Laurent , Matignon, Denis

Mathematics of Control Signals and Systems , vol. 37 (2) , pp. 361-394
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© The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2024.This paper is dedicated to structure-preserving spatial discretization of shallow water dynamics. First, a port-Hamiltonian formulation is provided for the two-dimensional rotational shallow water equations with viscous damping. Both tangential and normal boundary port variables are introduced. Then, the corresponding weak form is derived and a partitioned finite element method is applied to obtain a finite-dimensional continuous-time port-Hamiltonian approximation. Four simulation scenarios are investigated to illustrate the approach and show its effectiveness.

Article 2024

Port-Hamiltonian formulations for the modeling, simulation and control of fluids

Cardoso-Ribeiro, Flávio Luiz , Haine, Ghislain , Le Gorrec, Yann , Matignon, Denis , Ramirez, Hector

Computers and Fluids , vol. 283
Citations: 6
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© 2024This paper presents a state of the art on port-Hamiltonian formulations for the modeling and numerical simulation of open fluid systems. This literature review, with the help of more than one hundred classified references, highlights the main features, the positioning with respect to seminal works from the literature on this topic, and the advantages provided by such a framework. A focus is given on the shallow water equations and the incompressible Navier–Stokes equations in 2D, including numerical simulation results. It is also shown how it opens very stimulating and promising research lines towards thermodynamically consistent modeling and structure-preserving numerical methods for the simulation of complex fluid systems in interaction with their environment.

Article 2024

Surrogate Modeling of a Lumped-Mass Multibody Structure Using Hamiltonian Neural Networks

Santos, Vitor B. , Cardoso-Ribeiro, Flávio Luiz , Brugnoli, Andrea

IFAC Papersonline , vol. 58 (6) , pp. 48-53
Citations: 2
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Copyright © 2024 The Authors.The complexity of highly flexible structures restricts their use in real-time simulations. To address this challenge, we investigate the use of Hamiltonian neural networks (HNNs) as an alternative method for modeling a highly flexible cantilever beam. We derived the reference structural model using a lumped-mass rigid multibody method considering the Hamiltonian formalism and used it to generate a dataset consisting of generalized coordinates and momenta as inputs and their respective time derivatives as outputs. The trained neural networks are used as surrogate models to simulate the cantilever beam under free and forced conditions. Preliminary findings indicate that HNNs create accurate and efficient surrogate models whilst learning conservation laws. For forced-response simulations, our approach requires analytical calculation of external forces, offsetting the computational efficiency gains of our surrogate models. The outcomes of this study give initial perspectives and limitations of the use of surrogate models based on HNNs as a means to efficient simulations of highly flexible structures.

Article 2024

A port-Hamiltonian model of airplane longitudinal dynamics

de Mattos Fernandes, João Erick , Cardoso-Ribeiro, Flávio Luiz , Morales, Mauricio Andrés Varela

IFAC Papersonline , vol. 58 (6) , pp. 125-130
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Copyright © 2024 The Authors.This paper contributes to the application of port-Hamiltonian systems (pHs) theory in the context of fixed-wing airplanes, an area challenged by the difficulty of introducing aerodynamics in this framework. Expanding on recent initiatives that applied pHs theory to fixed-wing airplane dynamics - a move that simplified thrust and aerodynamics - our study introduces a comprehensive longitudinal dynamics formulation. This approach not only clarifies these earlier models by aligning more closely with traditional airplane dynamics equations but also integrates physical parameters from an A300 airplane model. By addressing and enhancing the thrust and aerodynamic representations, our formulation achieves a more accurate depiction of airplane dynamics. This work marks a step forward in the ongoing efforts to adapt pHs theory for aerospace engineering, laying the groundwork for more effective modeling and control strategies in this field.

Article 2024

Simultaneous Estimation of Engine Deck and Drag Polar Based on Specific Excess Power Measurement

Domingos, Fernando A. , Cardoso Ribeiro, Flávio Luiz , de Oliveira Silva, Bruno Giordano

AIAA Aviation Forum and Ascend 2024
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© 2024, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.Most performance data reduction methods rely on the availability of a flight thrust deck. Nevertheless, for many reasons, such as industrial intellectual property, this information is not always available for the aircraft end user, or has prohibitive costs. For that reason, the ability to estimate an engine flight thrust deck based on flight data may be of special interest for flight test organizations or flight test schools. Thus, the objective of this work is to demonstrate a flight test method that enables the estimation of a reliable engine deck, using limited flight test instrumentation. The proposed method uses the specific excess power to estimate the thrust and drag balance. By combining level flight accelerations at constant altitudes and climb/descents at constant Mach numbers, using different thrust settings, it was possible to estimate the engine thrust for a combination of engine rotation speeds, altitudes, and airspeed. Using the method, it was also possible to estimate the drag polar at different Mach numbers.

Article 2024

COMPARATIVE ANALYSIS OF FLIGHT MANEUVER LOADS BETWEEN FLEXIBLE AND RIGID AIRCRAFT

Pinto, Eduardo A.M. , Cardoso-Ribeiro, Flávio L. , Moreira, Fernando J.O.

International Forum on Aeroelasticity and Structural Dynamics Ifasd 2024
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© 2024 International Forum on Aeroelasticity and Structural Dynamics, IFASD 2024. All rights reserved.The analysis of aircraft loads during flight maneuvers plays a pivotal role in ensuring structural integrity, safety, design of lighter structures and more fuel-efficient vehicles. This study focuses on a comparative analysis of internal load diagrams and flight parameters time histories for a flexible aircraft and its rigid-body counterpart, emphasizing the impact of structural flexibility on flight dynamics and loads during flight maneuvers. The research employs a dynamically-coupled formulation for the flexible model, considering small deformations and inertially coupled equations of motion. The aerodynamic loads are calculated with a quasi-steady VLM model, and the structural dynamics is represented by a linear FEM model. The rigid-body model is obtained by neglecting structural flexibility, setting the number of elastic modes to zero. To calculate the internal loads, the force summation method is employed. Three maneuvers from CS-25 specifications are simulated: the symmetrical unchecked and checked maneuvers, and the roll maneuver. For the unchecked and roll maneuvers, the flexible model exhibits a slightly slower response and reduced wing and horizontal tail loads compared to the rigid model. In the checked maneuver, the flexible model displays nuanced differences in flight dynamics and horizontal tail loads, computing higher absolute TMY values, and higher SLZ and BMX loads at the instant of maximum positive FZTH, while the rigid-body model presented higher absolute values of SLZ and BMX. Regardless of the obtained variations, the study emphasizes the importance of considering structural flexibility in analyzing flight maneuver loads and the need for more precise and efficient methods to address the evolving landscape of aircraft design.

Article 2024

RAYLEIGH-RITZ METHOD WITH MULTIBODY DYNAMICS FOR HIGHLY FLEXIBLE STRUCTURES

da Luz, Leonardo Barros , Cardoso-Ribeiro, Flávio Luiz , Paglione, Pedro

International Forum on Aeroelasticity and Structural Dynamics Ifasd 2024
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© 2024 International Forum on Aeroelasticity and Structural Dynamics, IFASD 2024. All rights reserved.Flexible structures are increasingly prevalent in the commercial aviation industry, and the use of highly flexible structures is a prominent trend for the future. When analyzing those structures, it is crucial to consider geometric nonlinearities caused by large displacements. This means that the modeling of the structures must incorporate nonlinear structural models, which can lead to a reasonable increase in computational costs. To tackle this challenge, a framework has been developed for static and dynamic analyses of highly flexible structures. It is based on a linear structural model, utilizing the Rayleigh-Ritz method, coupled with multibody dynamics. The geometric nonlinearities are modeled through rigid connections between multiple flexible bodies that form the final structure. Two different approaches have been used for the multibody dynamics. The former considers all degrees of freedom of each body and solves only the kinematics of the constraint to maintain the connections between the bodies, which resulted in an augmented system with Lagrange multipliers that can be used to reconstruct forces and moments of constraint. The latter utilizes only the independent degrees of freedom whilst reconstructing the dependent ones through the equations that define the constraints between the bodies, directly solving the constraints. The results obtained show that proposed framework accurately describes the dynamics of highly flexible structures and can be used to simulate structures with various types of connections, showcasing its versatility for other applications like simulations of morphing structures such as wings with folding wingtips.

Article 2024

IDENTIFICATION OF FLEXIBLE AIRCRAFT PARAMETERS WITH VARYING FLEXIBILITY CONFIGURATIONS: INTEGRATING ELASTIC EFFECTS AND SENSOR DATA

Neto, Abraão Ferreira de Sousa , Costa, Kaique Silveira Viana , Cardoso-Ribeiro, Flávio Luiz

International Forum on Aeroelasticity and Structural Dynamics Ifasd 2024
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© 2024 International Forum on Aeroelasticity and Structural Dynamics, IFASD 2024. All rights reserved.The necessity to mitigate pollutant emissions highlights the importance of research into flexible aircraft. Identifying models that accurately represent these aircraft is essential for the validation of early-stage design models and control design. This study focuses on performing a parametric system identification in the time domain for aircraft with varying levels of flexibility. The approach employs a simplified longitudinal stability and control model for short-period dynamics, rooted in the Quad-M methodology (Maneuver, Measurements, Model, and Method). The system identification technique used is the output error method, applied to a flexible model aircraft in three different flexibility configurations. Data were collected through nonlinear simulation of the flexible aircraft. Comparison of identification results across the different flexible configurations indicates an improvement in parametric values by incorporating elastic effects into the identification models. The study also explores the feasibility of various sensors to more closely simulate flight test procedures. Identifications are analyzed by comparing deflection measurements and accelerometers as observational variables, with acceleration measurements providing more accurate parameter estimations. Future work should extend the analysis presented to system identification using flight test data.

Article 2024

SURROGATE MODELING OF HIGHLY FLEXIBLE STRUCTURES AND AERODYNAMICS USING NEURAL NETWORKS

Santos, Vitor B. , Vieira, Breno S.C. , Cardoso-Ribeiro, Flávio L. , Guimarães Neto, Antônio B.

International Forum on Aeroelasticity and Structural Dynamics Ifasd 2024
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© 2024 International Forum on Aeroelasticity and Structural Dynamics, IFASD 2024. All rights reserved.The renaissance of neural networks in the scientific community in recent years has brought new perspectives for improving the computational efficiency of traditional modeling techniques. Hamiltonian neural networks leverage the energy-preserving properties of the Hamiltonian formalism to provide surrogate models with increased interpretability compared to conventional feed-forward models. In this study, we employ a lumped-mass multibody method to derive the equations of motion of two highly flexible structures. We perform a model order reduction via modal decomposition while preserving the nonlinearities with the use of exact kinematic relations. After validating full- and reduced-order models, we use them to produce datasets and train the neural networks, which serve as ready-to-use surrogate models. Preliminary findings show that the surrogate models based on neural networks can significantly reduce the time necessary to simulate the free response of the structures. Furthermore, we demonstrate that surrogate models based on Hamiltonian neural networks have energy-preserving capabilities, maintaining accuracy levels even for long simulations. Due to their architecture, when external loads are considered, the surrogate models require the analytical calculation of the generalized forces, jeopardizing the efficiency gains obtained by our approach. We also present initial findings on the use of neural networks for faster aerodynamic models for flexible aircraft, particularly as surrogate models for the vortex-lattice method. By using a neural network as the aerodynamic surrogate model in a specific flexible aircraft simulation framework, the computational costs were reduced by a factor of 100 on average. The outcomes of this study demonstrate that surrogate models based on neural networks can soon become an efficient and reliable alternative for modeling arbitrarily flexible aircraft, provided the current limitations are addressed.

Article 2023

Flexible Aircraft Simulation Validation with Flight Test Data

Guimarães Neto, Antônio B. , Barbosa, Guilherme C. , Paulino, Juliano A. , Bertolin, Rafael M. , Nunes, Jéssica S.M. , González, Pedro J. , Cardoso-Ribeiro, Flávio L. , Morales, Maurício A.V. , da Silva, Roberto G.A. , Bussamra, Flávio L.S. , Silvestre, Flávio J. , Moreira, Fernando J.O. , Cesnik, Carlos E.S.

AIAA Journal , vol. 61 (1) , pp. 285-304
Citations: 17
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© 2021 by Antônio B. Guimarães Neto, Guilherme C. Barbosa, Juliano A. Paulino, Rafael M. Bertolin, Jéssica S. M. Nunes, Pedro J. González, Flávio L. Cardoso-Ribeiro, Maurício A. V. Morales, Roberto G. A. da Silva, Flávio L. S. Bussamra, Flávio J. Silvestre, Fernando J. O. Moreira, and Carlos E. S. Cesnik. Published by the American Institute of Aeronautics and Astronautics,.The challenges of modeling flexible aircraft include appropriate fidelity capturing and validation with experimental data. In fact, the validation of formulations and models for the flexible flight dynamics is indispensable to ensure that all the important phenomena are correctly captured. With this objective, two high-aspect-ratio flexible aircraft have been flight-tested, and coupled aeroelastic–flight dynamics data have been collected to support model validation. Additional ground vibration and static tests were carried out to fully characterize the structural dynamic properties. Numerical models were built based on a linear structural representation but with geometrically nonlinear aerodynamics. Low Reynolds number effects were included in a simplified way with lookup tables of two-dimensional airfoil data. Wing-tip effects were considered via the vortex-and doublet-lattice methods. Propulsive data were obtained with wind-tunnel tests. This paper describes the numerical models, the two aircraft, and their instrumentation and presents the data collected from the aircraft sensors during flight tests. Numerical and experimental results are compared for angular velocities, accelerations, and strains measured at different points of the aircraft. Despite its limitations and simplifications, the numerical model captures the real aircraft main aeroelastic and flight dynamic behaviors.

Supervisions (14 master's, 1 phd)

14
Master's Dissertations
1
PhD Theses
15
As Advisor
0
As Co-advisor

Eduardo Augusto de Melo Pinto (2024) Master's