评估采用基于数字技术的技术解决方案来提高油井套管质量的效果

D. V. Shalyapin, D. L. Bakirov, V. G. Kuznetsov
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摘要

文章介绍了在西西伯利亚西部油田基于数字技术制定提高固井质量措施的过程。文章指出并解决了因使用多个独立来源而导致输入信息质量低下的问题。利用机器学习算法降低建模数据收集的人工成本,所开发方法的经济效益得到了证明。如果实施所开发的解决方案,有望降低维修和保温工作的成本。文章提供了有关所产生的假设及其目标的关键信息。文章作者介绍了使用各种数学算法分析工业实验结果的方法。通过比较实验井和使用基本技术建造的固井结果,评估了所开发解决方案的效率。西西伯利亚西部油田的水泥质量增长动态总结为一般结果。根据获得的经验,对解决方案进行了调整,目前正在重新实施过程中,以便对其有效性进行最终评估。
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An evaluation of the effectiveness of implementing technological solutions based on digital technologies to improve well casing quality
The article presents the process of forming measures based on digital technologies to improve the quality of well cementing at the fields of Western Siberia. The problem associated with the low quality of input information due to the use of several independent sources was identified and solved. The economic efficiency of the developed methods for reducing the labour costs of data collection for modelling using machine learning algorithms is demonstrated. If the solutions developed are implemented, there is a prospect of reducing the cost of repair and insulation work. Key information is provided about the hypotheses generated and their objectives. The authors of the article describe the method of using various mathematical algorithms to analyze the results of industrial experimental work. The efficiency of the developed solutions is evaluated by comparing the results of cementing experimental wells and wells built using the basic technology. The dynamics of cement quality growth in the fields of Western Siberia are summarised as a general result. As a result of the experience gained, the solutions have been adapted and are in the process of being re-implemented in order to make a final assessment of their effectiveness.
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