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A New Mathematical Method for Solving Cuttings Transport Problem of Horizontal Wells: Ant Colony Algorithm

机译:解决水平井钻屑运移问题的新数学方法:蚁群算法

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摘要

Cuttings transport problem has long been recognized as one of the key difficulties in drilling horizontal wells, and the models in cuttings transport research are usually formulated with highly nonlinear equations set. When using Newton methods to solve real engineering problems with nonlinear equations set, the problems of result dependence on initial values, Jacobian matrix singularity, and variable outflow of its definition domain in iterations are three of the often-encountered difficulties. In this paper, the ant colony algorithm is applied to solve the two-layer cuttings transport model with highly nonlinear equations set. The solution-searching process of solving nonlinear equations set is transformed into an optimization process of searching the minimum value of an objective function by applying ant colony algorithm. Analyzing the results of the example, it can be concluded that ant colony algorithm can be used to solve the highly nonlinear cuttings transport model with good solution accuracy; transforming the solution-searching process of solving nonlinear equations set into an optimization process of searching the minimum value of the objective function is necessary; the real engineering problem should be simplified as much as possible to decrease the number of unknown variables and facilitate the use of ant colony algorithm.
机译:长期以来,人们一直认为岩屑运输问题是钻探水平井的关键难题之一,而岩屑运输研究中的模型通常是通过高度非线性方程组来制定的。当使用牛顿法解决带有非线性方程组的实际工程问题时,结果依赖于初始值,雅可比矩阵奇异性以及其定义域在迭代中的变量流出的结果是经常遇到的三个难题。本文采用蚁群算法求解具有高度非线性方程组的两层cutting插运移模型。通过应用蚁群算法,将求解非线性方程组的解搜索过程转化为搜索目标函数最小值的优化过程。通过对实例结果的分析,可以得出结论:可以采用蚁群算法求解具有较高求解精度的高度非线性岩屑运移模型。必须将求解非线性方程组的求解搜索过程转换为搜索目标函数最小值的优化过程;实际工程问题应尽可能简化,以减少未知变量的数量并促进蚁群算法的使用。

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  • 来源
    《Mathematical Problems in Engineering》 |2017年第8期|7898647.1-7898647.8|共8页
  • 作者单位

    China Univ Petr, Sch Petr Engn, Qingdao 266580, Peoples R China;

    Yulin Univ, Coll Energy Engn, Yulin 719000, Peoples R China;

    Sinopec, Shengli Petr Engn Corp, Drilling Technol Res Inst, Dongying 257000, Peoples R China;

    Yumen Oilfield, Laojunmiao Oil Prod Plant, Jiuquan 735000, Peoples R China;

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