Hyperparameter Tuning and Feature Selection for Improving Flow Instability Detection in Offshore Oil Wells. - Bruno Guilherme Carvalho; Ricardo Emanuel Vaz Vargas; Ricardo Menezes Salgado; Celso José Munaro; Flávio Miguel Varejão (INDIN, 2021)

Flow Instability Detection in Offshore Oil Wells with Multivariate Time Series Machine Learning Classifiers. - Bruno Guilherme Carvalho; Ricardo Emanuel Vaz Vargas; Ricardo Menezes Salgado; Celso José Munaro; Flávio Miguel Varejão (ISIE, 2021)

Time series clustering to improve one-class classifier performance. - André Paulo Ferreira Machado; Celso José Munaro; Patrick Marques Ciarelli; Ricardo Emanuel Vaz Vargas (Expert Syst. Appl., 2024)

3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells. - Ricardo Emanuel Vaz Vargas; Afrânio José de Melo Junior; Celso José Munaro; Cláudio Benevenuto de Campos Lima; Eduardo Toledo de Lima Junior; Felipe Muntzberg Barrocas; Flávio Miguel Varejão; Guilherme F. Peixer; Igor de Melo Nery Oliveira; Jader Barbosa Jr.; Jaime Andrés Lozano Cadena; Jean Carlos Dias de Araújo; et al. (CoRR, 2025)