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Optimization of Well Placement Under Time-Dependent Uncertainty

机译:时变不确定性下的井位优化

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摘要

Well-placement decisions made during the early stages of exploration and development activities have the capability to improve later placement decisions by providing more information (greater certainty). Therefore, recovery and efficient use of information may add value beyond the amount of oil recovered. This study proposes an approach that emphasizes the value of time-dependent information to achieve better decisions in terms of reduced uncertainty and increased probable net present value (NPV). Unlike previous approaches, well-placement optimization is coupled with recursive probabilistic history-matching steps through the use of the pseudohistory concept. The pseudohistory is defined as the probable (future) response of the reservoir that is generated by a probabilistic forecasting model. To test the results of the proposed approach, an example reservoir was investigated with multiple realizations, all of which match the same production history. The results of this study showed that subsequent well-placement decisions can be improved when probabilistic production profiles obtained from the wells, as they are drilled, are incorporated in the optimization scheme.
机译:在勘探和开发活动的早期阶段做出的井口决策能够通过提供更多信息(更大的确定性)来改进后期的井壁决策。因此,信息的回收和有效利用可能会增加石油回收量之外的价值。这项研究提出了一种方法,该方法强调了时变信息的价值,以减少不确定性和增加可能的净现值(NPV)来实现更好的决策。与以前的方法不同,井位优化通过使用伪历史概念与递归概率历史匹配步骤结合在一起。伪历史定义为由概率预测模型生成的储层的可能(未来)响应。为了测试所提出方法的结果,研究了具有多个实现的示例储层,所有实现都与相同的生产历史匹配。这项研究的结果表明,将钻探时从井中获得的概率生产曲线纳入优化方案中,可以改善后续的井位决策。

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