钻孔

钻井自动化与创新 - 2023

随着数字时代的到来,大数据、自动化和人工智能解决方案正在迅速为人们更深入、更全面地了解世界各地的钻井作业打开大门。

DAI 焦点简介

随着数字时代的到来,大数据、自动化和人工智能解决方案正在迅速为人们更深入、更全面地了解世界各地的钻井作业打开大门。数据采集​​、建模和预测能力的指数级增长使多个钻井团队能够识别隐藏的模式和相关性,以应对建井中最复杂的挑战。

在相关的 SPE 论文中,有趣的是阅读运营商、服务公司和学术界采取的有希望的举措,不仅可以了解过去钻井事件的细节,还可以准确模拟、预测和自动化复杂的情况。用于改进决策的机器学习、设备故障预测、井位前瞻和自主操作等主题引起了业界的极大兴趣。

因此,钻井相关学科对数字技术熟练劳动力的需求将继续增长,新的信息和技术工作流程将被纳入油井生命周期。

随着活跃钻机数量不断增加,安全仍然是钻井作业的首要任务。数字技术和自动化的进步有助于实现这一目标,同时关注成本管理、运营一致性和碳足迹减少。持续采取的行动也将有助于加速地热能的开发,作为未来可再生能源组合的一部分。

所选论文重点介绍了在推动创新和促进流程和技术的有效利用方面的一些有趣贡献。

本月的技术论文

为渗透率优化而开发的机器学习模型

工业4.0平台实现自主定向钻井

人工智能驱动的永久钻屑监控可实现更安全、更快速的钻井

推荐补充阅读

SPE 205899 通过创新的微芯片技术进行钻井过程中的测量,以确定准确的井眼特性以实现高效的钻井作业, 作者:Zuyang Zhu,中石化等人。

SPE 211791由 Mahmoud ElGizawy、SLB 等人通过明确的动态测量和被动磁测距进行新型实时井防碰撞监测。

SPE 210306 用于地热井主动温度管理的钻探热图, 作者:德克萨斯大学奥斯汀分校 Mohamed Shafik Khaled 等人。


Danny Ochoa, SPE,在 SLB 工作,担任西半球钻井领域的冠军。他在石油和天然气行业活跃了 20 多年,之前曾在巴西、哥伦比亚、墨西哥湾、墨西哥和委内瑞拉的各种钻井项目中担任过职务。奥乔亚直接参与技术解决方案的实施,以提高陆地和海上作业的钻井性能。他拥有哥伦比亚美国大学石油工程学士学位,并且是JPT编辑审查委员会成员。

原文链接/jpt
Drilling

Drilling Automation and Innovation-2023

With the arrival of the digital age, solutions in big data, automation, and artificial intelligence are rapidly opening the door to a deeper and more-comprehensive understanding of drilling operations around the world.

DAI Focus Intro

With the arrival of the digital age, solutions in big data, automation, and artificial intelligence are rapidly opening the door to a deeper and more-comprehensive understanding of drilling operations around the world. The exponential growth in data acquisition, modeling, and prediction capabilities allows multiple drilling teams to identify hidden patterns and correlations to deal with the most-complicated challenges in well construction.

In related SPE papers, it was interesting to read about promising initiatives undertaken by operators, service companies, and academia, not only to recognize details on past drilling events but also to accurately simulate, anticipate, and automate complex situations. Topics such as machine learning for improved decision-making, equipment-failure prediction, well placement lookahead, and autonomous operations have attracted great interest from the industry.

Therefore, demand for a skilled workforce in digital technologies will continue to grow in drilling-related disciplines and new information and technology work flows will be incorporated into the well life cycle.

As the active rig count continues to increase, safety must remain top priority for drilling operations. Advances in digital technologies and automation contribute to this objective while keeping a focus on cost management, operational consistency, and carbon-footprint reduction. Ongoing actions will also help to accelerate the development of geothermal energy as part of the future mix of renewables.

The selected papers highlight some interesting contributions to drive innovation and promote efficient use of processes and technologies.

This Month’s Technical Papers

Machine-Learning Model Developed for Rate-of-Penetration Optimization

Autonomous Directional Drilling Achieved With Industry 4.0 Platform

AI-Driven Permanent Cuttings Monitoring Enables Safer and Faster Drilling

Recommended Additional Reading

SPE 205899 Measurements During Drilling Through an Innovative Microchip Technology To Determine Accurate Wellbore Properties for Efficient Drilling Operations by Zuyang Zhu, Sinopec, et al.

SPE 211791 A Novel Real-Time Well-Collision Avoidance Monitoring by Definitive Dynamic Surveys and Passive Magnetic Ranging by Mahmoud ElGizawy, SLB, et al.

SPE 210306 Drilling Heat Maps for Active Temperature Management in Geothermal Wells by Mohamed Shafik Khaled, The University of Texas at Austin, et al.


Danny Ochoa, SPE, works for SLB as drilling domain champion in the Western Hemisphere. He has been active in the oil and gas industry for more than 20 years, with previous assignments in a wide variety of drilling projects in Brazil, Colombia, Gulf of Mexico, Mexico, and Venezuela. Ochoa has been directly involved in the implementation of technological solutions to drive drilling performance in land and offshore operations. He holds a bachelor’s degree in petroleum engineering from Universidad de America at Colombia and is a member of the JPT Editorial Review Board.