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Keywords: anomaly
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Proceedings Papers
Leads: A Deep Learning Approach to Revolutionizing Gas Plant Maintenance with Advanced Anomaly Detection Technology
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Conference at Oman Petroleum & Energy Show, May 12–14, 2025
Paper Number: SPE-224966-MS
... losses. To prevent such failures, PEPC aims to develop an early warning system using anomaly detection to prevent equipment failures and mitigate production losses. The Leading Equipment Anomaly Detection System (LEADS) was developed using historical solvent pump operating data to model normal...
Proceedings Papers
An Unsupervised Learning Framework for Managing ESP-Driven Oil Field Operations with Water Injection in Northern Oman
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Conference at Oman Petroleum & Energy Show, May 12–14, 2025
Paper Number: SPE-225013-MS
... considerations for injectors and producers. Wells with abnormal behavior were identified by integrating anomaly detection, namely the isolation forests algorithm, into the exploratory analysis. In the second part of the study, k-means clustering was applied to categorize wells based on their operational...
Proceedings Papers
Cutting-Edge Capabilities for Corrosion and Cement Inspection by Combining Mechanical-Electromagnetic with Ultrasonic Technologies
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Conference at Oman Petroleum & Energy Show, May 12–14, 2025
Paper Number: SPE-225075-MS
... ultrasonic multi-finger caliper external corrosion amplitude cbl-vdl operator combining mechanical-electromagnetic metal loss corrosion and cement inspection anomaly new completion INTRODUCTION Background and Motivation Highly affected by eccentricity Subtle channels or micro-annulus...