Dr Rodolfo Da Silva Machado De Freitas
PhD, MSc

• Biography
• Research
• Publications

All Publications

2023

• Deep learning dynamical latencies for the analysis and reduction of combustion chemistry kinetics
  Castellanos L, Freitas RSM, Parente A, Contino F
  Physics of Fluids, Aip Publishing vol. 35 (10) 
  DOI 10.1063/5.0167110
  
  01-10-2023
• Model identification in reactor-based combustion closures using sparse symbolic regression
  Freitas RSM, Péquin A, Galassi RM
  Combustion and Flame, Elsevier vol. 255 
  DOI 10.1016/j.combustflame.2023.112925

  QMRO

  Abstract

   
  
  01-09-2023

2022

• Towards predicting liquid fuel physicochemical properties using molecular dynamics guided machine learning models
  Freitas RSM, Lima ÁPF, Chen C, Rochinha FA
  Fuel, Elsevier Bv vol. 329, 125415-125415.  
  DOI 10.1016/j.fuel.2022.125415

  QMRO

  Abstract

   
  
  05-08-2022

2021

• An encoder-decoder deep surrogate for reverse time migration in seismic imaging under uncertainty
  Freitas RSM, Barbosa CHS, Guerra GM, Coutinho ALGA
  Computational Geosciences, Springer Nature vol. 25 (3), 1229-1250.  
  DOI 10.1007/s10596-021-10052-3

  QMRO

  Abstract

   
  
  06-04-2021

2020

• Parametric and Model Uncertainties Induced by Reduced Order Chemical Mechanisms for Biogas Combustion
  M. Freitas RS, Rochinha FA, Mira D
  Chemical Engineering Science, Elsevier Bv, 115949-115949.  
  DOI 10.1016/j.ces.2020.115949

  QMRO

  Abstract

   
  
  15-07-2020

2018

• Constructing Accurate Phenomenological Surrogate for Fluid Structure Interaction Models
  Guerra GM, Freitas R
  Mechanisms and Machine Science, Springer Nature vol. 63, 295-305.  
  DOI 10.1007/978-3-319-99272-3_21

  Abstract

   
  
  19-08-2018