Scholarlink

<p>In the oil industry, undesirable events in oil wells can cause economic losses, environmental accidents, and human casualties. 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 additional instances, more variables, and a new label. Furthermore, a new data structure has been developed to make data access more robust and efficient. The detailed description we provide 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.</p>

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2026年4月24日

查看全文
  • Ricardo Emanuel Vaz Vargas,
  • Afrânio José de Melo Junior,
  • Claudio Benevenuto de Campos Lima,
  • Jean Carlos Dias de Araújo,
  • Mateus de Araujo Fernandes,
  • Rogério Leite Alves Pinto,
  • Jader Riso Barbosa Jr.,
  • Celso José Munaro,
  • Patrick Marques Ciarelli,
  • Flávio Miguel Varejão,
  • Felipe Muntzberg Barrocas,
  • João Neuenschwander Escosteguy Carneiro,
  • Matheus Lima Scramignon,
  • Rodrigo Castello Branco,
  • Tiago Pereira Siqueira,
  • Eduardo Toledo de Lima Junior,
  • Igor de Melo Nery Oliveira,
  • Lucas Gouveia Omena Lopes,
  • Lucas Pereira de Gouveia,
  • Guilherme Fidelis Peixer,
  • Jaime Andrés Lozano Cadena

摘要

In the oil industry, undesirable events in oil wells can cause economic losses, environmental accidents, and human casualties. 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 additional instances, more variables, and a new label. Furthermore, a new data structure has been developed to make data access more robust and efficient. The detailed description we provide 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.