使用决策树分析选择最佳漏失处理的稳健方法

IF 2.6 Q3 ENERGY & FUELS Upstream Oil and Gas Technology Pub Date : 2020-10-01 DOI:10.1016/j.upstre.2020.100018
Husam H. Alkinani, Abo Taleb T. Al-Hameedi, Shari Dunn-Norman
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引用次数: 0

摘要

与其他导致非生产时间(NPT)的因素不同,漏失是一个独特的挑战。由于易漏失地层的性质和类型的多变性,目前还没有通用的解决方案。本出版物提出了一种新的方法来指导决策过程的哪一个和何时应用某种治疗,而不是另一个。如果实施得当,可以显著减少与漏失相关的NPT。此外,还审查了每项处理的费用和不扩散条约。从1000多口井中收集了Dammam(白云岩)、Hartha(石灰岩)和Shuaiba(石灰岩)三个碳酸盐岩地层的漏失事件。根据漏失类型、成本和地层类型对处理方法进行了分类。本研究在决策过程中使用决策树分析(DTA)和期望货币价值(EMV)。数以千计的治疗方案被考虑用于治疗部分、严重和完全的损失。采用两个标准来选择每种类型的损失的治疗策略。第一个标准是治疗策略必须具有最低的EMV,第二个标准是治疗策略必须在现场实际适用。为了选择治疗策略,必须满足这两个标准。如果在实施了所有的处理措施后,漏失仍然没有停止,那么所有的处理策略都以尾管悬挂器结束。此外,本研究还提供了三种碳酸盐岩地层井漏的综合治理策略,以帮助钻井人员高效、经济地处理井漏。该研究为每种漏失类型和三种碳酸盐岩地层选择最佳漏失处理策略提供了一种新方法。由于应对漏失问题的方法不一致,本研究可为全球任何地层的漏失处理提供参考。
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A robust methodology to select the best lost circulation treatment using decision tree analysis

Lost circulation is a unique challenge unlike other factors contributing to non-productive time (NPT). Due to the variability in the nature and type of lost circulation prone formations, there is no universal solution to this challenge. This publication presents a new approach to guide the decision-making process of which and when to apply a certain treatment as compared to another. If implemented correctly, a significant reduction in NPT related to lost circulation can be expected. In addition, the examination of the cost of each treatment and the NPT was conducted. Lost circulation events for three carbonate formations which are the Dammam (dolomite), Hartha (limestone), and Shuaiba (limestone) were gathered from over 1000 wells. The treatments were categorized based on the type of loss, cost, and type of formations. This work uses decision tree analysis (DTA) and expected monetary value (EMV) in the decision-making process. Thousands of treatment scenarios were considered to treat partial, severe, and complete losses. Two criteria were utilized to choose the treatment strategies for each type of loss. The first criterion is that the treatment strategy has to have the lowest EMV, and the second criterion is the treatment strategy has to be practically applicable in the field. Both criteria have to be met in order to choose the treatment strategy. All treatment strategies end up with liner hanger if the lost circulation did not stop after applying all treatments. Moreover, this study provides comprehensive treatment strategies to handle lost circulation in three carbonate formations to assist the drilling personnel to deal with lost circulation efficiently and cost-effectively. This study provides a new method to select the best lost circulation treatment strategy for each type of loss and three carbonate formations. Due to the inconsistency of methods to respond to the lost circulation problem, this study can serve a reference to handle lost circulation in any formation worldwide.

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