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A piecewise linear-quadratic approximation for production optimization of gas-lifted oil fields

机译:气举油田生产优化的分段线性二次逼近

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The optimization of oil wells operated by gas-lift under facility, routing and pressure constraints is a problem that has been addressed in technical literature. Due to the presence of unknown functions that are not given in explicit form, two methods are commonly used to approximate such relations: nonlinear and piecewise-linear models. The nonlinear methods fall into derivative-free or black-box approaches, or make use of surrogates obtained by curve fitting procedures, which can entail solving challenging problems. In this work, it is proposed a hybrid approach relying on concave quadratic approximations for well production curves and piecewise-linear functions for pressure drops. The result is a Mixed-Integer Convex Programming (MICP) formulation which is more compact and allows the global optimum to be reached. Two MICP formulations were developed and their performance were assessed by means of computational analysis for a representative synthetic oil field.
机译:在技​​术,路线和压力限制下通过气举操作的油井的优化是一个已经在技术文献中解决的问题。由于存在未以显式形式给出的未知函数,因此通常使用两种方法来近似这种关系:非线性模型和分段线性模型。非线性方法属于无导数方法或黑盒方法,或者利用通过曲线拟合程序获得的替代方法,这可能需要解决具有挑战性的问题。在这项工作中,提出了一种混合方法,该方法依赖于井生产曲线的凹二次方近似和压降的分段线性函数。结果是混合整数凸规划(MICP)公式,该公式更加紧凑,可以实现全局最优。开发了两种MICP配方,并通过计算分析评估了代表性合成油田的性能。

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