Complete Simulation and Fault Diagnosis of Sucker-Rod Pumping (includes associated comment)

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Bin Zhang, Xian-wen Gao, Xiangyu Li
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引用次数: 4

Abstract

In this paper, we study the simulation and fault diagnosis of a conventional pumping unit under balanced conditions. As the energy input of sucker-rod pumping (SRP), the motor power contains abundant information about the whole pumping cycle under SRP. It is an important step in oilfield information construction to establish a computer-aided system that is based on motor power diagnosis. Hence, we propose an SRP simulation model for generating motor power. By analyzing the working conditions of six oil wells that contain normal or insufficient liquid supply, gas lock, traveling valve leakage, standing valve leakage, and parting rod, we simulate the motor power of the six wells. In addition, we verify the simulation model using a test well with favorable performance and establish the motor power template set (MPTS) using this simulation model. To allow for computer-aided diagnosis, we propose the use of the area proportion method to extract motor power features. We establish a diagnosis model of oilwell conditions that is based on oblique decision tree and train the diagnosis model using the MPTS. Through the verification of six oil wells in the actual production of the oil field, the diagnosis model shows a favorable response. The test results show that the methods of establishing MPTS and oilwell working-condition diagnosis are feasible.
有杆抽油杆完全仿真与故障诊断(含相关评论)
本文对某型常规抽油机在平衡工况下的仿真与故障诊断进行了研究。电动机功率作为抽油杆抽油的能量输入,包含了抽油杆抽油整个抽油周期的丰富信息。建立基于电机功率诊断的计算机辅助系统是油田信息化建设的重要环节。因此,我们提出了一个发电电机功率的SRP仿真模型。通过对6口油井供液正常或不足、气锁、行走阀泄漏、站立阀泄漏、分油杆等工况的分析,对6口油井的电机功率进行了仿真。此外,我们用性能良好的测试井验证了仿真模型,并利用该仿真模型建立了电机功率模板集(MPTS)。为了允许计算机辅助诊断,我们建议使用面积比例法来提取电机功率特征。建立了基于斜决策树的油井工况诊断模型,并用MPTS对诊断模型进行训练。通过该油田实际生产中6口油井的验证,该诊断模型显示出良好的响应效果。试验结果表明,建立MPTS和油井工况诊断方法是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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