A Failure Prediction Method for Oil Field Complex Technical Objects

被引:0
作者
Korovin, Iakov [1 ]
Kalyaev, Igor [1 ]
Kalyaev, Anatoly [1 ]
Khisamutdinov, Maxim [1 ]
Ivanov, Donat [1 ]
Schaefer, Gerald [2 ]
机构
[1] Southern Fed Univ, Taganrog, Russia
[2] Loughborough Univ, Loughborough, Leics, England
来源
2018 JOINT 7TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV) AND 2018 2ND INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR) | 2018年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The raise of hydrocarbon prices has recently reanimated interest in the oil industry. In this paper, we propose a method to solve the task of forecasting malfunctions of complex technical objects, in particular of oil field equipment. Our background in the domain and state-of-art analysis led us to develop a novel approach based on online building of control object failure zones. Following that, we predict in real time the position of the object in the required time interval and conclude whether there will be a malfunction or not. Further ahead, we will develop software to test our method experimentally with our industrial partner providing raw oil field technological data. Finally, we will develop a dedicated decision support system and implement it in one of the Western Siberian oil companies.
引用
收藏
页码:594 / 598
页数:5
相关论文
共 11 条
  • [1] Khisamutdinov M., 2017, INFORMATICS ELECT VI, P1
  • [2] [Коровин Я.С. Korovin I.S.], 2017, [Нефтяное хозяйство, Neftyanoe khozyaistvo], P84
  • [3] Intelligent oilfield model
    Korovin, I. S.
    Tkachenko, M. G.
    [J]. 5TH INTERNATIONAL YOUNG SCIENTIST CONFERENCE ON COMPUTATIONAL SCIENCE, YSC 2016, 2016, 101 : 300 - 303
  • [4] [Коровин Я.С. Korovin I.S.], 2016, [Нефтяное хозяйство, Neftyanoe khozyaistvo], P106
  • [5] Korovin I. S., 2013, 2 INT S COMP COMM CO
  • [6] Korovin I.S., 2014, ADV MAT RES, V902, P409, DOI DOI 10.4028/WWW.SCIENTIFIC.NET/AMR.902.409
  • [7] Korovin I, 2016, 2016 5TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS AND VISION (ICIEV), P1169, DOI 10.1109/ICIEV.2016.7760184
  • [8] Korovin I, 2016, 2016 5TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS AND VISION (ICIEV), P1149, DOI 10.1109/ICIEV.2016.7760179
  • [9] On DSS Implementation in the Dynamic Model of the Digital Oil field
    Korovin, Iakov S.
    Khisamutdinov, Maksim V.
    Kalyaev, Anatoly I.
    [J]. INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND APPLIED COMPOSITE MATERIALS, 2018, 307
  • [10] Embedded Digital Oilfield Model
    Korovin, Iakov S.
    Boldyreff, Anton S.
    [J]. HIGH-PERFORMANCE COMPUTING IN GEOSCIENCE AND REMOTE SENSING VII, 2017, 10430