Finite Elements on Dyadic Grids with Applications. - Cláudio G. S. Cardoso; Maria Cristina Cunha; Anamaria Gomide; Denis J. Schiozer; Jorge Stolfi (Math. Comput. Simul., 2006)

Selection of Representative Models for Decision Analysis Under Uncertainty. - Luis A. A. Meira; Guilherme Palermo Coelho; Antonio Alberto S. Santos; Denis J. Schiozer (Comput. Geosci., 2016)

Search Operators for Genetic Algorithms Applied to Well Positioning in Oil Fields. - Romulo M. S. Souza; Guilherme Palermo Coelho; Antonio Alberto S. Santos; Denis J. Schiozer (BRACIS, 2018)

Participatory Design of System Messages in Petroleum Fields Management Software. - Pedro Alan T. Ramos; Júlio Cesar dos Reis; Antonio Alberto de Souza dos Santos; Denis José Schiozer (HCI (3), 2019)

Design Process for Human-Data Interaction: Combining Guidelines with Semio-participatory Techniques. - Eliane Zambon Victorelli; Júlio Cesar dos Reis; Antonio Alberto S. Santos; Denis J. Schiozer (ICEIS (2), 2019)

A Design Process Integrating Human-Data Interaction Guidelines and Semio-Participatory Design. - Eliane Zambon Victorelli; Júlio Cesar dos Reis; Antonio Alberto de Souza dos Santos; Denis José Schiozer (ICEIS (Revised Selected Papers), 2019)

A comparison of machine learning algorithms as surrogate model for net present value prediction from wells arrangement data. - João Roberto Bertini Junior; Mei Abe Funcia; Antonio Alberto S. Santos; Denis J. Schiozer (IJCNN, 2019)

Participatory Evaluation of Human-Data Interaction Design Guidelines. - Eliane Zambon Victorelli; Júlio Cesar dos Reis; Antonio Alberto de Souza dos Santos; Denis José Schiozer (INTERACT (1), 2019)

A continuous learning algorithm for history matching. - Cristina C. B. Cavalcante; Célio Maschio; Antonio Alberto S. Santos; Denis J. Schiozer; Anderson Rocha 001 (Eng. Appl. Artif. Intell., 2019)

A stochastic learning-from-data approach to the history-matching problem. - Cristina C. B. Cavalcante; Célio Maschio; Denis J. Schiozer; Anderson Rocha 001 (Eng. Appl. Artif. Intell., 2020)

A synthetic case study of measuring the misfit between 4D seismic data and numerical reservoir simulation models through the Momenta Tree. - Aurea Soriano-Vargas; Klaus Rollmann; Forlan Almeida; Alessandra Davólio; Bernd Hamann; Denis J. Schiozer; Anderson Rocha 001 (Comput. Geosci., 2020)

Convolutional Neural Network Formulation to Compare 4-D Seismic and Reservoir Simulation Models. - Klaus Rollmann; Aurea Soriano-Vargas; Forlan Almeida; Alessandra Davólio; Denis José Schiozer; Anderson Rocha 001 (IEEE Trans. Syst. Man Cybern. Syst., 2022)

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)

Rock-type classification: A (critical) machine-learning perspective. - Pedro Ribeiro Mendes Júnior; Soroor Salavati; Oscar Linares; Maiara Moreira Gonçalves; Marcelo Ferreira Zampieri; Vitor Hugo de Sousa Ferreira; Manuel Castro 002; Rafael de Oliveira Werneck; Renato Moura; Elayne Morais; Ahmed Esmin; Leopoldo Lusquino; et al. (Comput. Geosci., 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)

A multi-modal approach for mixed-frequency time series forecasting. - Leopoldo Lusquino Filho; Rafael de Oliveira Werneck; Manuel Castro 002; Pedro Ribeiro Mendes Júnior; Augusto Lustosa; Marcelo Ferreira Zampieri; Oscar Linares; Renato Moura; Elayne Morais; Murilo Amaral; Soroor Salavati; Ashish Loomba; et al. (Neural Comput. Appl., 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)

Efficient proxy for time-lapse seismic forward modeling using a U-net encoder-decoder approach. - Michael Diniz; Masoud Maleki; Marcos V. M. Cirne; Shahram Danaei; João Oliveira; Denis José Schiozer; Alessandra Davólio; Anderson Rocha 001 (Comput. Geosci., 2025)