2 citations · 2 across the 6 of their papers we have counts for
6 papers
Molecule Generation and Optimization for Efficient Fragrance Creation
Bruno C. L. Rodrigues, Vinicius V. Santana, Sandris Murins +1
This research introduces a Machine Learning-centric approach to replicate olfactory experiences, validated through experimental quantification of perfume perception. Key contributi…
PUFFIN: A Path-Unifying Feed-Forward Interfaced Network for Vapor Pressure Prediction
Vinicius Viena Santana, Carine Menezes Rebello, Luana P. Queiroz +3
Accurately predicting vapor pressure is vital for various industrial and environmental applications. However, obtaining accurate measurements for all compounds of interest is not p…
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach
Vinicius V. Santana, Erbet Costa, Carine M. Rebello +3
This study presents a systematic machine learning approach for creating efficient hybrid models and discovering sorption uptake models in non-linear advection-diffusion-sorption sy…
A nested loop for simultaneous model topology screening, parameters estimation, and identification of the optimal number of experiments: Application to a Simulated Moving Bed unit
Rodrigo V. A. Santos, Carine M. Rebello, Anderson Prudente +6
Simulated Moving Bed (SMB) chromatography is a well-known technique for the resolution of several high-value-added compounds. Parameters identification and model topology definitio…
A Robust Scientific Machine Learning for Optimization: A Novel Robustness Theorem
Luana P. Queiroz, Carine M. Rebello, Erber A. Costa +4
Scientific machine learning (SciML) is a field of increasing interest in several different application fields. In an optimization context, SciML-based tools have enabled the develo…
A new Reinforcement Learning framework to discover natural flavor molecules
Luana P. Queiroz, Carine M. Rebello, Erbet A. Costa +5
The 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 essentia…