3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells
3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells
In the oil industry, undesirable events in oil wells can cause economic losses, environmental accidents, and human casualties. Solutions based on Artificial Intelligence and Machine Learning for Early Detection of such events have proven valuable for diverse applications across industries. In 2019, recognizing the importance and the lack of public datasets related to undesirable events in oil wells, Petrobras developed and publicly released the first version of the 3W Dataset, which is essentially a set of Multivariate Time Series labeled by experts. Since then, the 3W Dataset has been developed collaboratively and has become a foundational reference for numerous works in the field. This data article describes the current publicly available version of the 3W Dataset, which contains structural modifications and additional labeled data. The detailed description provided encourages and supports the 3W community and new 3W users to improve previous published results and to develop new robust methodologies, digital products and services capable of detecting undesirable events in oil wells with enough anticipation to enable corrective or mitigating actions.
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 Fidelis Peixer、Igor de Melo Nery Oliveira、Jader Riso Barbosa、Jaime Andrés Lozano Cadena、Jean Carlos Dias de Araújo、João Neuenschwander Escosteguy Carneiro、Lucas Gouveia Omena Lopes、Lucas Pereira de Gouveia、Mateus de Araujo Fernandes、Matheus Lima Scramignon、Patrick Marques Ciarelli、Rodrigo Castello Branco、Rogério Leite Alves Pinto
石油天然气工业经济钻井工程
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 Fidelis Peixer,Igor de Melo Nery Oliveira,Jader Riso Barbosa,Jaime Andrés Lozano Cadena,Jean Carlos Dias de Araújo,João Neuenschwander Escosteguy Carneiro,Lucas Gouveia Omena Lopes,Lucas Pereira de Gouveia,Mateus de Araujo Fernandes,Matheus Lima Scramignon,Patrick Marques Ciarelli,Rodrigo Castello Branco,Rogério Leite Alves Pinto.3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells[EB/OL].(2025-06-25)[2025-07-16].https://arxiv.org/abs/2507.01048.点此复制
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