Enhancing Karstified Carbonate Characterization Through Focused Seismic Reprocessing and Machine Learning Utilization in Ubadari Field

M. Sahidu
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Abstract

Ubadari is an undeveloped gas field in Bintuni Bay (West Papua, Indonesia) about 70km west of the Tangguh LNG plant. Seismic reprocessing (2015 and 2018) and appraisal well results (2019) elevated the field from option to the main project of Tangguh Expansion phase 2. The development plan will require several development wells from one or two platforms and a dedicated pipeline to supply gas to the 3rd Tangguh LNG train. The previous seismic reprocessing projects in Ubadari were focused on improving the reservoir image and the imaging in the overlying karstified carbonate remained suboptimal. Given the magnitude of drilling problems associated with this karstified Faumai formation and the role of seismic data in identifying the karst features (Birt, 2015; Riangguna, 2016; Birt, 2019), a seismic reprocessing with the focus on the overburden was required. bp completed the latest Ubadari seismic reprocessing in 2021 to identify the overburden drilling hazards that may impact the platform numbers and location. The seismic reprocessing resulted in step improvements of the overburden imaging although it was still highly masked by the karsts. Therefore, seismic attributes using the rapid interpretation Machine Learning-based tools were utilized to remove interpretation biases and improve the confidence level. The major faults in the carbonate can now be extracted and identified as having interaction with the older fault system on the reservoir level. The faults also formed a long span of collapse system on the very shallow carbonate section. The typical karst system in Tangguh (known as discrete circular bright troughs amplitude features) was also identified along or near the faults. This robust overburden characterization and drilling hazards assessment were delivered on time to be part of key consideration in the screening and optimization of the Ubadari future platform location for the TEP phase 2 project.
利用集中地震再处理和机器学习增强Ubadari油田岩溶盐岩表征
Ubadari是Bintuni湾(印度尼西亚西巴布亚)一个未开发的天然气田,位于Tangguh液化天然气厂以西约70公里处。地震再处理(2015年和2018年)和评价井结果(2019年)将该油田从备选项目提升为唐古扩建二期的主要项目。开发计划将需要一个或两个平台的几个开发井和一条专用管道,向第三Tangguh液化天然气列车供应天然气。以往Ubadari地区的地震再处理主要集中在改善储层图像上,上覆岩溶盐岩的成像效果欠佳。考虑到与该岩溶Faumai地层相关的钻井问题的严重程度以及地震数据在识别岩溶特征方面的作用(Birt, 2015;Riangguna, 2016;Birt, 2019),需要对覆盖层进行地震再处理。bp在2021年完成了最新的Ubadari地震再处理,以确定可能影响平台数量和位置的覆盖层钻井危险。地震再处理使上覆岩成像得到了逐步改善,但仍被岩溶高度遮蔽。因此,利用基于机器学习的快速解释工具来消除解释偏差并提高置信度。碳酸盐岩中的主要断层现在可以被提取出来,并在储层水平上与较老的断层系统相互作用。这些断裂还在极浅的碳酸盐岩剖面上形成了一个大跨度的塌陷体系。沿断层或断层附近还发现了典型的唐谷岩溶系统(离散圆亮槽振幅特征)。这一强大的覆盖层特征和钻井危害评估按时交付,成为TEP二期项目Ubadari未来平台位置筛选和优化的关键考虑因素之一。
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