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Comparison of Empirical and Analytical Methods for Production Forecasting in Unconventional Reservoirs:Lessons from North America

机译:非传统水库生产预测的实证分析方法的比较:北美的课程

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The prediction of Estimated Ultimate Recovery(EUR)for a well or group of wells in a development project is critical to accurate reserves estimation.A number of techniques,many of which can be used deterministically or probabilistically,are employed in EUR prediction in mature and maturing unconventional gas and oil plays in North America.These include the use of geological and production data from analogous reservoirs,the use of volumetric methods and recovery factors, analytical models,numerical reservoir simulation and production decline curve analysis(DCA). Decline curve analysis is arguably the most commonly used method for forecasting reserves in unconventional reservoirs. This paper discusses its basic theory and application,together with the potential pitfalls of using simple empirical production forecasting methods in complex reservoirs.We analyse production data from several US unconventional oil and gas plays and carry out production forecasting using the traditional Arps’methods as a basis for comparison,and newer empirical solutions including the Power Law,Stretched Exponential Decline Model,Duong(and variations thereof).The range of production forecasts provided by these methods is examined,together with methodologies for developing statistically valid type wells in unconventional plays,and how best to determine valid input parameters for the various empirical solutions. The effect of the variable length of production history available in the various plays,and how it impacts the accuracy of the forecasts is also examined.The results of the analyses are compared with analytical models developed for each play to determine the suitability of each decline curve analysis method:in which plays and under which circumstances they can be applied,and suggest reasonable input parameters and data requirements for each method.Finally,the potential future use of the methods in emerging plays outside of North America is presented.
机译:对开发项目中井或井组的估计最终恢复(EUR)的预测对于准确的储备来说至关重要。一种技术数量,其中许多可以在成熟的欧洲预测中使用在北美熟化非传民气体和石油剧。这些包括使用类似储层的地质和生产数据,使用体积方法和恢复因素,分析模型,数值储层模拟和生产下降曲线分析(DCA)。下降曲线分析可以说是预测非传统水库预测储备最常用的方法。本文讨论了其基本理论和应用,以及复杂水库中使用简单的经验生产预测方法的潜在陷阱。我们分析了来自几个美国非传统石油和天然气的生产数据,并使用传统的ARPS'Method开展生产预测比较基础,以及包括权力法,拉伸指数衰落模型,Duong(及其变型)的较新的经验解决方案。通过这些方法提供的生产预测范围,以及在非常规剧中开发统计上有效型井的方法。以及如何最好地确定各种经验解决方案的有效输入参数。还研究了各种戏剧中可用生产历史的可变长度的影响以及它如何影响预测的准确性。将分析结果与为每种游戏开发的分析模型进行比较,以确定每个下降曲线的适用性分析方法:在哪个播放和在哪种情况下可以应用,并提出每个方法的合理输入参数和数据要求。最后,提出了北美境外新兴戏剧中的潜在未来使用方法。

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