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Efficient recovery of petroleum from reservoir and optimized well design and operation through well-based production and automated decline curve analysis

机译:通过基于井的生产和自动下降曲线分析,有效地从储层中开采石油并优化井的设计和运营

摘要

Embodiments are directed to automatically detecting an event in a production curve, generating a production estimate using a quantile regression and to performing a probabilistic decline curve analysis. In one scenario, a computer system identifies a candidate break point in a production decline curve which represents a decline in material production at a well. The computer system identifies one trend for the production decline curve occurring before the candidate break point and identifies a second trend for the production decline curve occurring after the candidate break point. The computer system calculates the difference between the first material production decline estimate and the second material production decline estimate and identifies the candidate break points where the difference between the first material production decline estimate and the second material production decline estimate is beyond a threshold value. Identifying the candidate break points allows generation of accurate material production forecasts for the well.
机译:实施例针对于自动检测生产曲线中的事件,使用分位数回归来生成生产估计以及执行概率下降曲线分析。在一种情况下,计算机系统在产量下降曲线中识别候选断裂点,该断裂点表示井中材料产量的下降。该计算机系统为在候选断点之前发生的生产下降曲线识别一个趋势,并为在候选断点之后发生的生产下降曲线识别第二趋势。该计算机系统计算第一材料产量下降估计值与第二材料产量下降估计值之间的差,并识别候选断裂点,其中第一材料产量下降估计值与第二材料产量下降估计值之间的差超过阈值。识别候选断点可生成井的准确材料产量预测。

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