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Research of Energy-saving Control of Oil-well Power Heater Based on RNN Neural Network

Research of Energy-saving Control of Oil-well Power Heater Based on RNN Neural Network
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摘要 For the beam pumping unit,the power consumption of oil-well power heater accounts for a large part of the pumping unit.Decreasing the energy consumption of the power heater is an important approach to reduce that of the pumping unit.To decrease the energy consumption of oil-well power heater,the proper control method is needed.Based on summarizing the existing control method of power heater,a control method of oil-well power heater of beam pumping unit based on RNN neural network is proposed.The method is forecasting the polished rod load of the beam pumping unit through RNN neural network and using the polished rod load for real-time closed-loop control of the power heater,which adjusts average output power,so as to decrease the power consumption.The experimental data show that the control method is entirely feasible.It not only ensures the oil production,but also improves the energy-saving effect of the pumping unit. For the beam pumping unit, the power consumption of oil-well power heater accounts for a large part of the pumping unit. Decreasing the energy consumption of the power heater is an important approach to reduce that of the pumping unit. To decrease the energy consumption of oil-well power heater, the proper control method is needed. Based on summarizing the existing control method of power heater, a control method of oil-well power heater of beam pumping unit based on RNN neural network is proposed. The method is fore-casting the polished rod load of the beam pumping unit through RNN neural network and using the polished rod load for real-time closed-loop control of the power heater, which adjusts average output power, so as to decrease the power consumption. The experimental data show that the control method is entirely feasible. It not only ensures the oil production, but also improves the energy-saving effect of the pumping unit.
出处 《沈阳理工大学学报》 CAS 2014年第4期87-94,共8页 Journal of Shenyang Ligong University
关键词 RNN neural network oil-wells power heating ENERGY-SAVING RNN neural network oil-wells power heating energy-saving
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  • 1Tomohiro Takagi,Michio Sugeno.Fuzzy identification of systems and its application to modeling and control[J].IEEE Trans SMC,1985,15(1):116-132.
  • 2K X Qian,P zeng,H Y Yuan.Measurement of rotary pump flow and pressure by computation of driving motor power and speed[J].Journal of System Medical Engineering Technology.2000,24(1):273-276.

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