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  • 标题:Early Pack-Off Diagnosis in Drilling Using an Adaptive Observer and Statistical Change Detection
  • 本地全文:下载
  • 作者:Anders Willersrud ; Lars Imsland ; Mogens Blanke
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:6
  • 页码:177-182
  • DOI:10.1016/j.ifacol.2015.08.028
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractPack-off is a partially or complete blocking of the circulation flow in oil and gas drilling, which can lead to costly delays. Early detection and localization of a pack-off is crucial in order to take necessary actions avoiding downtime. This incident will affect physical friction parameters in the well. A model-based adaptive observer is used to estimate these friction parameters as well as flow rates. Detecting changes to these estimates can then be used for pack-off diagnosis, which due to measurement noise is done using statistical change detection. Isolation of incident type and location is done using a multivariate generalized likelihood ratio test, determining the change direction of the estimated mean values. The method is tested on simulated data from the commercial high-fidelity multi-phase simulator OLGA, where three different pack-offs at different locations and with different magnitudes are successfully detected at an early stage and with low false alarms.
  • 关键词:KeywordsFault diagnosisadaptive observermultivariate statistical change detectionoil and gas drillingpack-off
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