Scientific Machine Learning and Applications

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• Advancing Graph Neural Networks for CO2 Plume Migration in Complex Geological Formations

  Adriano Cortes, Roberto M. Velho, Rodrigo de S. Luna, Thiago H. N. Coelho, Renato N. Elias, Alexandre Evsukoff, Herve Gross, Mauricio Araya, Fernando A. Rochinha, Alvaro L. G. A. Coutinho

• Analysis of Steel Structural Profiles under Flexural-Compression stress using Machine Learning Algorithms

  David Coimbra, André Sarkis Müller

• Ensemble methodology incorporating uncertainty quantification applied to modeling COVID-19 outbreaks

  Douglas de Albuquerque, Renato Simões Silva, Gilson Antonio Giraldi, Regina Célia Cerqueira de Almeida

• Hybrid DeepONet Architectures for Porous Media Flow Simulation

  EZEQUIEL SOUZA DOS SANTOS, Alvaro L.G.A. Coutinho, Gabriel F. Barros, Romulo M. Silva, Amanda C.N. Oliveira, Rodolfo S.M. Freitas, Fernando A. Rochinha

• Numerical Simulation Using Nonlinear Finite Elements and Machine Learning for the Evaluation of Failure Probability of Reinforced Concrete Beams

  Oswald Casaverde Lopez, Leandro Lopes da Silva