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Eduardo Camponogara

Federal University of Santa Catarina (UFSC)

Campus Reitor João David Ferreira Lima

Bairro Trindade

FLORIANOPOLIS, Santa Catarina 88040

Brazil

SCHOLARLY PAPERS

6

DOWNLOADS

436

TOTAL CITATIONS

0

Scholarly Papers (6)

1.

Physics-Informed Neural Nets for Control of Dynamical Systems

Number of pages: 40 Posted: 02 Feb 2023
Federal University of Santa Catarina (UFSC), Federal University of Santa Catarina (UFSC), affiliation not provided to SSRN, Federal University of Santa Catarina (UFSC), Federal University of Santa Catarina (UFSC) and Federal University of Santa Catarina (UFSC)
Downloads 217 (361,209)

Abstract:

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Physics-informed neural networks, deep learning, nonlinear model predictive control

2.

Physics-Informed Neural Networks for Control of Single-Phase Flow Systems Governed by Partial Differential Equations

Number of pages: 62 Posted: 13 Mar 2025
affiliation not provided to SSRN, Federal University of Santa Catarina (UFSC), Federal University of Santa Catarina (UFSC) and Department of Geoscience and Petroleum, NTNU
Downloads 56 (1,041,696)

Abstract:

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Physics-Informed Neural Networks, PINC, Model Predictive Control, Real-time optimization, Flow Control, PDEs

3.

Physics-Informed Neural Networks for Two-Phase Flow Modeling in Pipelines with State-Dependent Properties: Parameter Estimation and Experiment Design

Number of pages: 53 Posted: 25 Mar 2026
affiliation not provided to SSRN, Federal University of Santa Catarina (UFSC), Department of Geoscience and Petroleum, NTNU and Federal University of Santa Catarina (UFSC)
Downloads 51 (1,145,425)

Abstract:

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Physics-Informed Neural Networks, Parameterized PINNs, Multiphase Flow Systems, Inverse Problems, Differential-Algebraic Equations, Uncertainty Quantification

4.

Physics-Informed Neural Networks with Skip Connections for Modeling and Control of Gas-Lifted Oil Wells

Number of pages: 57 Posted: 19 Sep 2023
Norwegian University of Science and Technology (NTNU), Federal University of Santa Catarina (UFSC), Federal University of Santa Catarina (UFSC) and Norwegian University of Science and Technology (NTNU)
Downloads 45 (1,145,425)

Abstract:

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physics-informed neural networks, gas-lifted oil well, skip connections, hierarchical architecture

5.

A Branch-and-Price Algorithm for Energy Aware Task Scheduling of Constellations of Nanosatellites

Number of pages: 30 Posted: 02 Apr 2025
Pedro Antunes, Laio Seman and Eduardo Camponogara
affiliation not provided to SSRN, affiliation not provided to SSRN and Federal University of Santa Catarina (UFSC)
Downloads 41 (1,183,237)

Abstract:

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Scheduling, Dantzig-Wolfe Decomposition, Branch-and-Price, Nanosatellite, Constellation, Quality of Service

6.

Stochastic Retraining of ReLU Nets Surrogate Models for Nonlinear Functions: Applications in Oil Production Optimization

Number of pages: 23 Posted: 23 Feb 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, Federal University of Santa Catarina (UFSC), affiliation not provided to SSRN, affiliation not provided to SSRN, Petrobras, Petrobras and Petrobras
Downloads 26 (1,424,331)

Abstract:

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ReLU Neural Networks, Surrogate Models, Mixed-Integer Linear Programming, Smart Training