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| 基于支持向量机沉没度预测的潜油泵冲次优化研究 | |
| 引用本文： | 于德亮,齐维贵,邓盛川,张永明,王新民,李鑫.基于支持向量机沉没度预测的潜油泵冲次优化研究[J].中国电机工程学报,2011,31(27). |
| 作者姓名： | 于德亮 齐维贵 邓盛川 张永明 王新民 李鑫 |
| 作者单位： | 1. 哈尔滨工业大学电气工程及其自动化学院,黑龙江省哈尔滨市,150001 2. 大庆油田采油工程研究院,黑龙江省大庆市,163000 3. 东北石油大学机械科学与工程学院,黑龙江省大庆市,163000 |
| 基金项目： | 黑龙江省工信委产业化基金资助项目(08020017)~~ |
| 摘 要： | 在石油开采过程中，利用直线电机驱动潜油往复泵是一种新型举升方式。这种举升方式可使抽油机具有较好的可控性。在这一背景下，提出一种基于沉没度预测的潜油往复泵冲次优化方法。文中对在采油厂采集的沉没度数据进行时间序列的输入空间重构，基于支持向量机（support vector machines，SVM）建立沉没度预测模型。以抽油机的经济效益为目标，以预测得到的沉没度为参量，对直线电机的冲次进行优化。采用沉没度一冲次子区间匹配方法改进原优化算法，进一步降低原方法的计算量和数据量。改进的优化算法可以更好地适应现场计算机对计算量的限制。该优化方法可有效地提高往复泵的产油量，并避免直线电机长期工作于满载或过载状态。 |
| 关 键 词： | 潜油往复泵 直线电机 沉没度预测 冲次优化 支持向量机 |
Optimization Frequency of Stroke Based on Submergence Depth SVM Forecasting of Submersible Pump |
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| YU Deliang,QI Weigui,DENG Shengchuan,ZHANG Yongming,WANG Xinmin,LI Xin.Optimization Frequency of Stroke Based on Submergence Depth SVM Forecasting of Submersible Pump[J].Proceedings of the CSEE,2011,31(27). | |
| Authors: | YU Deliang QI Weigui DENG Shengchuan ZHANG Yongming WANG Xinmin LI Xin |
| Affiliation: | YU Deliang1,QI Weigui1,DENG Shengchuan1,ZHANG Yongming1,WANG Xinmin2,LI Xin3(1.School of Electrical Engineering and Automation,Harbin Institute of Technology,Harbin 150001,Heilongjiang Province,China,2.Research Institute of Oil Production Engineering,Daqing Oilfield Company,Daqing 163000,3.Mechanical Science and Engineering Institute,Northeast Petroleum University,China) |
| Abstract: | In the process of oil production,the submersible reciprocating pump is driven by linear motor,such pump application is novel lifting method which has been considered as with good controllability.On this background,an optimization method for stroke frequency of submersible reciprocating pump based on submergence depth forecasting was presented.The submergence depth data in field was measured pretreated to form submergence depth time series,and then reconstruction phase space of input samples.The submergence ... |
| Keywords: | submersible reciprocating pump linear motor submergence depth forecasting optimization frequency of stroke support vector machines(SVM) |
| 本文献已被 CNKI 万方数据 等数据库收录！ | |
