Deep hierarchical distillation proxy-oil modeling for heterogeneous carbonate reservoirs. - Gabriel Cirac Mendes Souza; Jeanfranco Farfan; Guilherme Daniel Avansi; Denis José Schiozer; Anderson Rocha 001 (Eng. Appl. Artif. Intell., 2023)

End-to-end dimensionality reduction and regression from 3D geological uncertainties to estimate oil reservoir simulations. - Jeanfranco Farfan; Gabriel Cirac Mendes Souza; Guilherme Daniel Avansi; Célio Maschio; Denis José Schiozer; Anderson Rocha 001 (Appl. Soft Comput., 2024)

Few-shot learning and modeling of 3D reservoir properties for predicting oil reservoir production. - Gabriel Cirac Mendes Souza; Guilherme Daniel Avansi; Jeanfranco Farfan; Denis José Schiozer; Anderson Rocha 001 (Neural Comput. Appl., 2024)

Cross-Domain Feature learning and data augmentation for few-shot proxy development in oil industry. - Gabriel Cirac Mendes Souza; Jeanfranco Farfan; Guilherme Daniel Avansi; Denis José Schiozer; Anderson Rocha 001 (Appl. Soft Comput., 2024)

Data-driven oil production strategy selection under uncertainties. - Gabriel Cirac; Guilherme Daniel Avansi; Jeanfranco Farfan; Denis José Schiozer; Anderson Rocha 001 (Appl. Soft Comput., 2025)