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Research

Publications: MR Rodolfo Da Silva Machado De Freitas

Castellanos L, Freitas RSM, Parente A, Contino F ( 2023 ) . Deep learning dynamical latencies for the analysis and reduction of combustion chemistry kinetics . Physics of Fluids vol. 35 , ( 10 )
Freitas RSM, Péquin A, Galassi RM ( 2023 ) . Model identification in reactor-based combustion closures using sparse symbolic regression . Combustion and Flame vol. 255 ,
Freitas RSM, Lima ÁPF, Chen C ( 2022 ) . Towards predicting liquid fuel physicochemical properties using molecular dynamics guided machine learning models . Fuel vol. 329 ,
Freitas RSM, Barbosa CHS, Guerra GM, Coutinho ALGA ( 2021 ) . An encoder-decoder deep surrogate for reverse time migration in seismic imaging under uncertainty . Computational Geosciences vol. 25 , ( 3 ) 1229 - 1250 .
Freitas RSM, Rochinha FA, Mira D ( 2020 ) . Parametric and model uncertainties induced by reduced order chemical mechanisms for biogas combustion . Chemical Engineering Science vol. 227 ,
Guerra GM, Freitas R ( 2018 ) . Constructing Accurate Phenomenological Surrogate for Fluid Structure Interaction Models . Mechanisms and Machine Science vol. 63 , 295 - 305 .