MS Scientific Machine Learning and Uncertainty QuantificationLocal: Sala Tabuba - 12/11/2024 das 16:00 às 16:15
Ablation study of a non-intrusive data-driven surrogate model for the Rayleigh-Bénard convection problem
Adriano Cortes, Roberto Machado Velho, Gabriel Freguglia Barros, Fernando Alves Rochinha, Alvaro Luiz Gayoso de Azeredo Coutinho
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- 12/11/2024 das 16:15 às 16:30
An information-theoretic Machine Learning for upscaling and downscaling of uncertainty stochastic reservoir
Ianyqui Falcão Costa, Liliane de Allan Fonseca, Ramiro Willmersdorf, Ézio da Rocha Araújo
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- 12/11/2024 das 16:30 às 16:45
Deep kernel learning to assist fuel design from molecular embeddings
Rodolfo da Silva Machado de Freitas, Fernando Alves Rochinha, Nader Karimi, Xi Jiang
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- 12/11/2024 das 16:45 às 17:00
Improving accuracy of parametric surrogate model for turbidity currents using diffusion-based super-resolution
Adriano Cortes, Ruan Felipe de Sousa e Silva, Roberto Machado Velho, Gabriel Freguglia Barros, Fernando Alves Rochinha, Alvaro Luiz Gayoso de Azeredo Coutinho
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- 12/11/2024 das 17:00 às 17:15
Machine Learning aided Phase-Field Method in Constitutive Modeling of Concrete Structures
Adalberto Horácio de Oliveira Mendes, Hugo Mouro Leão, Saulo Silvestre de Castro, Roque Luiz da Silva Pitangueira
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- 12/11/2024 das 17:15 às 17:30
Physics-informed neural networks approach for one-dimensional beams
Felipe Pereira dos Santos, Lapo Gori
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- 12/11/2024 das 17:30 às 17:45
Piecewise Dynamic Mode Decomposition of Fluid Flow Simulations
Matheus Borges Seidel, Alvaro Luiz Gayoso De Azeredo Coutinho, Michèle Schubert Pfeil, Renato Nascimento Elias, Gabriel Freguglia Barros
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- 12/11/2024 das 17:45 às 18:00
Uncertainty quantification analysis in porous media using differential evolution McMC method with selection (DESk)
Michel Antonio Tosin Caldas, Marcio R. Borges
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- 12/11/2024 das 18:00 às 18:15
Uncertainty Quantification for CO2 Sequestration Using Neural Operators
Rodolfo da Silva Machado de Freitas, Fernando A. Rochinha, Alvaro L.G.A. Coutinho, Rômulo M. Silva, Gabriel F. Barros, Ezequiel S. Santos
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