Scientific Machine Learning and Applications

All Items

• A machine learning-based method for analyzing the axial load capacity of rectangular reinforced concrete columns.

  juliana souza, Emerson Felipe Felix, Leandro Lopes da Silva

• A Proposal for Quality Classification of Cocoa Beans Using Convolutional Neural Networks

  BRENDA BAYERL PINHEIRO, Luiz Alberto Pinto

• 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

• Automatic Detection of Cardiac Pathologies from ECG Signals Using Variational Autoencoders (VAE)

  Elis De Mori Ravagnani, Daniel Cruz Cavalieri

• Enhanced EEG Classification of Foot Motor Imagery Using Unscented Kalman Filtering for Neurorehabilitation

  Rodrigo Oliveira Altoé, Gabriel da Silva Braz, Guilherme Rangel Furtado, Cristian Felipe Blanco‑Diaz, Cristian David Guerrero‑Mendez, Rafhael Milanezi de Andrade

• 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

• Estimation of concrete compressive strength using machine learning

  Dimas Ribeiro, Pedro Cesar Rodrigues Alves Abrão, Carlos Jose Massucato, Vanderley Moacyr John, André Carlos Ponce de Leon Ferreira de Carvalho

• Forecasting Wind and Solar Energy Generation Using Recurrent Neural Networks: A Comparison Between LSTM and GRU

  Fábio Pinto Monte, Daniel Barreto Merlo, Cassius Zanetti Resende, Fidelis Zanetti de Castro

• 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