VPI applied machine learning model and artificial intelligence to predict fractures in nha cai 188bet basement rock
nha cai 188bet Vietnam Petroleum Institute (VPI) said that it has applied artificial intelligence (AI) and machine learning (ML) algorithms to readily identify nha cai 188bet presence of fractures in basement rock with an accuracy of more than 80%, saving drilling time and cost.
nha cai 188bet discovery and successful putting into production of oil reservoirs in fractured granitoid basement of Bach Ho and other fields in Vietnam have changed nha cai 188bet conventional view, forming a new perspective in oil and gas prospecting and exploration in nha cai 188bet region and nha cai 188bet world as well.
To identify fractured basement rock by conventional methods requires specialized tools, which may have to stop drilling wells temporarily, prolong nha cai 188bet rental period of nha cai 188bet rig. Identifying nha cai 188bet fracture zone right during nha cai 188bet drilling process will help nha cai 188bet operator to recognize drilling risks and take appropriate treatments timely when drilling through nha cai 188bet fractured and faulting zones, helping nha cai 188bet process be safe and efficient, shortening nha cai 188bet rig rental period, and thus saving drilling costs (nha cai 188bet current rental is around 65 – 68,000 USD/day).
To optimize this process, based on drilling parameters and using machine learning models and artificial intelligence, VPI has studied and developed a solution to predict fractures in basement rock, nha cai 188bet VPI Application of Fracture Prediction, which helps to pinpoint nha cai 188bet presence of fracture systems based on real-time data.
Drilling parameters (such as torque, weight of bit, flow rate, standpipe pressure, rotor rotational speed, etc.) are used as input for nha cai 188bet supervised machine learning algorithms; then nha cai 188bet models will be screened, ranked, and evaluated to determine nha cai 188bet optimal one for fracture prediction.
This prediction model was tested with drilling data of 12 wells from several fields that have analogous geological structures, resulting in a fracture prediction accuracy of over 80% for those wells. nha cai 188bet output is displayed on nha cai 188bet MLOps platform, which helps to improve drilling efficiency, particularly to determine accurately nha cai 188bet depth ranges where fractures appear, supporting operators to make decisions promptly, saving drilling time and cost. nha cai 188bet cost savings will depend on nha cai 188bet specific drilling plan of each operator, treatment options during nha cai 188bet drilling, if any, but according to primary estimations it could be up to hundreds of thousands of USD at prices of equipment and specialized manpower quoted in 2022.
Le Ngoc Anh – VPI Data Director said, nha cai 188bet fractured basement rock prediction model exploits nha cai 188bet availability of relevant data of nha cai 188bet Vietnam oil and gas industry to develop optimal algorithms, creating novel values, ensuring nha cai 188bet required confidentiality and safety.
Implementing nha cai 188bet strategy of nha cai 188bet Vietnam Oil and Gas Group on digital transition “to support and accelerate nha cai 188bet business model transformation, optimize operation methods and improve operational management capacity", VPI has recently built and announced nha cai 188bet Oilgas AI Ecosystem to integrate, represent and analyze in-depth oil and gas data for products such as crude oil, gasoline, LPG and natural gas.
nha cai 188bet Oilgas AI Ecosystem creates a competitive advantage through optimal analysis, safe exploitation and usage of data, application of nha cai 188bet models and algorithms developed by VPI scientists in collaboration with other leading experts in nha cai 188bet oil and gas industry.
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Results of fracture prediction by nha cai 188bet VPI machine learning model and artificial intelligence