Blar i Institutt for kjemisk prosessteknologi på forfatter "B. R. Nogueira, Idelfonso"
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A framework for predicting odor threshold values of perfumes by scientific machine learning and transfer learning
Oliveira, Luis M.C.; Santana, Vinícius V.; Rodrigues, Alírio E.; Ribeiro, Ana M.; B. R. Nogueira, Idelfonso (Journal article; Peer reviewed, 2023)Knowledge of odor thresholds is very important for the perfume industry. Due to the difficulty associated with measuring odor thresholds, empirical models capable of estimating these values can be an invaluable contribution ... -
Generating Flavor Molecules Using Scientific Machine Learning
Queiroz, Luana P.; Rebello, Carine M.; Costa, Erbet A.; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; B. R. Nogueira, Idelfonso (Journal article; Peer reviewed, 2023) -
Metaheuristic Framework for Material Screening and Operating Optimization of Adsorption-Based Heat Pumps
Silva, Beatriz C.; Rebello, Carine Menezes; Rodrigues, Alírio E.; Ribeiro, Ana M.; Ferreira, Alexandre F. P.; B. R. Nogueira, Idelfonso (Peer reviewed; Journal article, 2023)The current methods applied to material screening for adsorption-based heat pumps are based on a fixed set of temperatures or their independent variation, providing a limited, insufficient, and unpractical evaluation of ... -
Novel Framework for Simulated Moving Bed Reactor Optimization Based on Deep Neural Network Models and Metaheuristic Optimizers: An Approach with Optimality Guarantee
Santana, Vinícius V.; Martins, Márcio A. F.; Loureiro, José M.; Ribeiro, Ana M.; Queiroz, Luana P.; Rebello, Carine M.; Rodrigues, Alírio E.; B. R. Nogueira, Idelfonso (Peer reviewed; Journal article, 2023)Model-based optimization of simulated moving bed reactors (SMBRs) requires efficient solvers and significant computational power. Over the past years, surrogate models have been considered for such computationally demanding ... -
A Reinforcement Learning Framework to Discover Natural Flavor Molecules
Queiroz, Luana P.; Rebello, Carine M.; Costa, Erbet A.; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; B. R. Nogueira, Idelfonso (Peer reviewed; Journal article, 2023)Flavor is the focal point in the flavor industry, which follows social tendencies and behaviors. The research and development of new flavoring agents and molecules are essential in this field. However, the development of ... -
A Robust Learning Methodology for Uncertainty-Aware Scientific Machine Learning Models
Costa, Erbet Almeida; Rebello, Carine de Menezes; Fontana, Márcio; Schnitman, Leizer; B. R. Nogueira, Idelfonso (Journal article; Peer reviewed, 2023)