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Optimization of Petroleum Reservoir Production Based on Numerical Simulation Guided by Metaheuristic

机译:基于数值模拟的石油储层生产优化

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This work proposes a methodology based on a metaheuristic that combines Branch-and-Bound,Tabu Search and Scatter Search in order to optimize the production of a petroleum reservoir by determining well types(producer or injector)and locations.After analyzing reservoir geometry and drainage area,possible places were proposed where wells could be drilled.With that,40 binary variables were created to decide whether or not a producer or an injector should be drilled.Numerical simulations,guided by the metaheuristic,were performed in order to maximize the objective function.The objective function took into account not only cumulative oil production,but also well drilling costs.As posed,this problem has a solution space of almost 3 and a half trillion possible simulation cases,thus the need of an efficient optimizer.By the time objective is the best solution and as reservoir engineering functions are not so easy to solve,a simulation-based optimization is then required.The methodology was implemented in a synthetic field,resulting in a development plan that corresponded to a 12%increase on the recovery factor over a field life of 25 years.
机译:这项工作提出了一种基于成式素描的方法,它通过确定井类型(生产者或注射器)和位置来优化分支和绑定,禁忌搜索和分散搜索的方法。分析储层几何形状和排水,从而优化石油储层的生产面积,可能的地方提出了井的钻井。在那里,创建了40个二进制变量以决定生产者或喷射器是否应该被钻探。在成群质训练引导的情况下,进行了数值模拟,以最大化目标函数。客观函数不仅考虑了累计油生产,而且还考虑了钻井成本良好的钻井成本。提出,这个问题有一个近3个半亿令人可能的模拟案例的解决方案空间,因此需要有效的优化器.by时间目标是最好的解决方案,并且随着水库工程功能不那么容易解决,然后需要一种基于模拟的优化。方法论是IMP在合成领域中描述,导致开发计划,该计划与25年的场寿命相比增加了恢复因子的增加。

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