Optimization of a True Moving Bed unit and determination of its feasible operating region using a novel Sliding Particle Swarm Optimization. - Idelfonso B. R. Nogueira; Márcio A. F. Martins; Reiner Requião; Amanda R. Oliveira; Vinícius Viena; Hannu Koivisto; Alírio E. Rodrigues; José M. Loureiro; Ana M. Ribeiro (Comput. Ind. Eng., 2019)

Transient analysis of true/simulated moving bed reactors: A case study on the synthesis of n-Propyl propionate. - Vinícius Viena; Márcio A. F. Martins; Alírio E. Rodrigues; José M. Loureiro; Ana M. Ribeiro; Idelfonso B. R. Nogueira (Comput. Chem. Eng., 2020)

Optimal fragrances formulation using a deep learning neural network architecture: A novel systematic approach. - Vinícius V. Santana; Márcio A. F. Martins; José M. Loureiro; Ana M. Ribeiro; Alírio E. Rodrigues; Idelfonso B. R. Nogueira (Comput. Chem. Eng., 2021)

A new Reinforcement Learning framework to discover natural flavor molecules. - Luana P. Queiroz; Carine M. Rebello; Erbet Almeida Costa; Vinícius V. Santana; Bruno C. L. Rodrigues; Alírio E. Rodrigues; Ana M. Ribeiro; Idelfonso B. R. Nogueira (CoRR, 2022)

A Robust Scientific Machine Learning for Optimization: A Novel Robustness Theorem. - Luana P. Queiroz; Carine M. Rebello; Erbet Almeida Costa; Vinícius V. Santana; Alírio E. Rodrigues; Ana M. Ribeiro; Idelfonso B. R. Nogueira (CoRR, 2022)

Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach. - Vinícius V. Santana; Erbet Almeida Costa; Carine M. Rebello; Ana M. Ribeiro; Chris Rackauckas; Idelfonso B. R. Nogueira (CoRR, 2023)

PUFFIN: A Path-Unifying Feed-Forward Interfaced Network for Vapor Pressure Prediction. - Vinícius Viena Santana; Carine Menezes Rebello; Luana P. Queiroz; Ana Mafalda Almeida Peixoto Ribeiro; Nadia Shardt; Idelfonso B. R. Nogueira (CoRR, 2023)

Harnessing graph neural networks to craft fragrances based on consumer feedback. - Bruno C. L. Rodrigues; Vinícius V. Santana; Luana P. Queiroz; Carine M. Rebello; Idelfonso B. R. Nogueira (Comput. Chem. Eng., 2024)

Molecule Generation and Optimization for Efficient Fragrance Creation. - Bruno C. L. Rodrigues; Vinícius V. Santana; Sandris Murins; Idelfonso B. R. Nogueira (CoRR, 2024)