The submersible pumping unit is a new type of pumping system for lifting formation fluids from onshore oil wells, and the identification of its working condition has an important influence on oil production. In this p...The submersible pumping unit is a new type of pumping system for lifting formation fluids from onshore oil wells, and the identification of its working condition has an important influence on oil production. In this paper we proposed a diagnostic method for identifying the working condition of the submersible pumping system. Based on analyzing the working principle of the pumping unit and the pump structure, different characteristics in loading and unloading processes of the submersible linear motor were obtained at different working conditions. The characteristic quantities were extracted from operation data of the submersible linear motor. A diagnostic model based on the support vector machine （SVM） method was proposed for identifying the working condition of the submersible pumping unit, where the inputs of the SVM classifier were the characteristic quantities. The performance and the misjudgment rate of this method were analyzed and validated by the data acquired from an experimental simulation platform. The model proposed had an excellent performance in failure diagnosis of the submersible pumping system. The SVM classifier had higher diagnostic accuracy than the learning vector quantization （LVQ） classifier.展开更多
为了提高运行监控系统(operation control system,OCS)主站系统根据配电变压器失压信息倒推开关故障的准确性,提出一种量化评估倒推结果真实性的方法,对影响倒推结果的随机误信号和漏收信号两大因素造成误判、漏判的概率进行研究。探讨...为了提高运行监控系统(operation control system,OCS)主站系统根据配电变压器失压信息倒推开关故障的准确性,提出一种量化评估倒推结果真实性的方法,对影响倒推结果的随机误信号和漏收信号两大因素造成误判、漏判的概率进行研究。探讨利用泊松分布公式计算开关出现故障的误判率的算法,以及利用组合概率公式计算开关出现故障的漏判率的算法,拟定倒推规则,并提出了动态优化概率目标限值、动态计算系统单位时间随机误信号个数和针对单个开关动态计算其接收准确率的具体方法。该方法具备自动适应不同OCS主站数据质量环境的能力,其推断结果的准确性会随其投入应用时间的推移而不断提升。展开更多
In many situations,we are interested in selection of important variables whichare adequate for prediction under a linear regression model.In this paper,a fast selectionprocedure is proposed and is proved to be strongl...In many situations,we are interested in selection of important variables whichare adequate for prediction under a linear regression model.In this paper,a fast selectionprocedure is proposed and is proved to be strongly consistent.Also,the convergence rate ofmisjudgement probability is given.展开更多
文摘The submersible pumping unit is a new type of pumping system for lifting formation fluids from onshore oil wells, and the identification of its working condition has an important influence on oil production. In this paper we proposed a diagnostic method for identifying the working condition of the submersible pumping system. Based on analyzing the working principle of the pumping unit and the pump structure, different characteristics in loading and unloading processes of the submersible linear motor were obtained at different working conditions. The characteristic quantities were extracted from operation data of the submersible linear motor. A diagnostic model based on the support vector machine （SVM） method was proposed for identifying the working condition of the submersible pumping unit, where the inputs of the SVM classifier were the characteristic quantities. The performance and the misjudgment rate of this method were analyzed and validated by the data acquired from an experimental simulation platform. The model proposed had an excellent performance in failure diagnosis of the submersible pumping system. The SVM classifier had higher diagnostic accuracy than the learning vector quantization （LVQ） classifier.
文摘为了提高运行监控系统(operation control system,OCS)主站系统根据配电变压器失压信息倒推开关故障的准确性,提出一种量化评估倒推结果真实性的方法,对影响倒推结果的随机误信号和漏收信号两大因素造成误判、漏判的概率进行研究。探讨利用泊松分布公式计算开关出现故障的误判率的算法,以及利用组合概率公式计算开关出现故障的漏判率的算法,拟定倒推规则,并提出了动态优化概率目标限值、动态计算系统单位时间随机误信号个数和针对单个开关动态计算其接收准确率的具体方法。该方法具备自动适应不同OCS主站数据质量环境的能力,其推断结果的准确性会随其投入应用时间的推移而不断提升。
文摘In many situations,we are interested in selection of important variables whichare adequate for prediction under a linear regression model.In this paper,a fast selectionprocedure is proposed and is proved to be strongly consistent.Also,the convergence rate ofmisjudgement probability is given.
