Time2Vec transformer: a time series approach for gas detection in seismic data. - Petterson Sousa Diniz; Domingos Alves Dias Júnior; João Otávio Bandeira Diniz; Anselmo Cardoso de Paiva; Aristófanes Corrêa Silva; Marcelo Gattass; Roberto Quevedo; Diogo Michelon; Carlos Siedschlag; Roberto Ribeiro (SAC, 2022)

Generalization of deep learning models for natural gas indication in 2D seismic data. - Luis Fernando Marin Sepulveda; Marcelo Gattass; Aristófanes Corrêa Silva; Roberto Quevedo; Diogo Michelon; Carlos Siedschlag; Roberto Ribeiro (Pattern Recognit., 2023)

Improved Hydrocarbon Detection with Self-Supervised Long Short-Term Memory Networks. - Antônio Pinto; Felipe Andrade; Carlos Suarez; Luiz Fernando Santos; Frederico Miranda; Diogo Michelon; Roberto Ribeiro; Paulo Ivson 001 (SIBGRAPI, 2024)

Improving generalization through self-supervised learning using generative pre-training transformer for natural gas segmentation. - Luiz Fernando Santos; Marcelo Gattass; Carlos Rodriguez; Jan Hurtado; Frederico Miranda; Diogo Michelon; Roberto Ribeiro (Comput. Geosci., 2025)