应用人工智能工具诊断海潭-墨亭气田凝析油输送系统离心泵常见故障的研究

T. Nguyen, Truong Hung Trieu, H. Tran, H. H. Ngo, T. Tran
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引用次数: 0

摘要

泵、空压机等机械设备在石油和天然气的生产、加工和运输中起着重要的作用,因为每一台设备都有不同的功能。在油气输送系统中,泵是输送产品必不可少的机械设备。为了提高技术性能和工作效率,确保这些设备始终在最佳技术条件下最有效地工作是很重要的。将现代科学技术进步应用于机械设备的维护和运行,特别是泵的维护和运行,将有助于降低风险,为操作人员带来经济效益。因此,本文在分析现场数据的基础上,提出了将人工智能(AI)技术应用于海滩-墨亭气田凝析水泵常见故障诊断的研究结果,有助于提高凝析油输送效率。研究结果有助于预测和预警海达-墨亭油田凝析水泵可能出现的故障。研究结果可应用于越南油气生产过程中在相同条件下工作的其他设备装置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on the application of artificial intelligence tools to diagnose common failure of centrifugal pumps applied to gas condensate transportation system at Hai Thach - Moc Tinh field
Mechanical equipments such as pumps, air compressors, etc. play an important role in the production, processing and transporting oil and gas since every single equipment, serves different functions. For oil and gas transportation system, pump is an essential mechanical device used to pump and transport the product. In order to promote technical features as well as high working efficiency, it is important to ensure that these devices always work the most efficiently in the best technical conditions. The application of modern scientific and technical advances to the maintenance and operation of mechanical equipment in general and pumps in particular will help to reduce the risks and bring economic benefits to the operators. This paper, therefore, presents results of the research on the application of artificial intelligence (AI) in diagnosing common failure of Condensate pums at Hai Thach - Moc Tinh field basing on analysis of field data which help to improve the efficiency of gas condensate transportation. The results helped to predict and warn early the possible failures to the Condensate pums at Hai Thach - Moc Tinh field. Results of the research can be applied to other equipment devices working in the same conditions during oil and gas production process in Vietnam.
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