Generalized Predictive Control applied to intelligent production of an oil well

Y. Qing, D. Davies
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引用次数: 3

Abstract

The implementation of intelligent well technology into the petroleum production industry provides, for the first time, the opportunity to apply advanced control algorithms at the well or reservoir zone level. An “Intelligent” or “Smart” well is a well equipped with multiple, downhole chokes or Inflow Control Valves (ICVs) as well as downhole, real-time, data measurements of, for example, pressure, temperature and flow rate at a specific point within the well. This paper applies Generalized Predictive Control (GPC) to the ICVs for automatic regulation of the production rate or the pressure at a specified value within the flow system. A multi-zone, horizontal, intelligent well case study shows that the GPC works efficiently. The robustness of the technique was illustrated when noise and/or outliers were introduced into the output data.
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广义预测控制在油井智能生产中的应用
智能井技术在石油生产行业的应用,首次为在井或储层层面应用先进的控制算法提供了机会。“智能”井是指配备了多个井下节流阀或流入控制阀(icv)以及井下实时数据测量(例如井内特定点的压力、温度和流量)的井。本文将广义预测控制(GPC)应用于icv,实现流量系统内产量或压力在规定值上的自动调节。一个多层、水平、智能井的案例研究表明,GPC是有效的。当噪声和/或异常值被引入输出数据时,说明了该技术的鲁棒性。
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