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Proceedings Papers
A Reinforcement Learning Approach for Real-Time Autonomous Decision-Making in Well Construction
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium Leveraging Artificial Intelligence to Shape the Future of the Energy Industry, January 17–18, 2023
Paper Number: SPE-214465-MS
... Abstract The drilling industry is permanently seeking to reduce operational costs by improving the efficiency of the drilling process. The complexity and uncertainty of the drilling process and limited information during the well construction lead to difficulty in applying standard control...
Proceedings Papers
Case Study: Predicting Electrical Submersible Pump Failures Using Artificial Intelligence and Physics-Based Hybrid Models
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium Leveraging Artificial Intelligence to Shape the Future of the Energy Industry, January 17–18, 2023
Paper Number: SPE-214462-MS
.... Novel/Additive Information PFA is an innovative approach which combines AI, statistical and physics-based methods to provide explainable predictions of ESP failure. Unlike commonly used threshold-based approaches, PFA tends to generate fewer alarms which enables proactive optimization of ESP...
Proceedings Papers
Digitally Augmented Subsurface History Match (DASH-Sim): A New Frontier in Reservoir Simulation History Matching
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium Leveraging Artificial Intelligence to Shape the Future of the Energy Industry, January 17–18, 2023
Paper Number: SPE-214474-MS
... and subsurface time-lapse measured surveillance data. history matching saturation asia government saudi arabia government permeability united states government modeling & simulation upstream oil & gas reservoir simulation artificial intelligence workflow history equation information...
Proceedings Papers
AI in Hydraulic Fracturing: The Journey from Guessing to Certainty
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium Leveraging Artificial Intelligence to Shape the Future of the Energy Industry, January 17–18, 2023
Paper Number: SPE-214463-MS
... technipfmc downtime united states government real time system information non-productive time procedure mechanism guessing petroleum engineer north america journey autonomous operation judgement society Introduction According to the Energy Information Authority (EIA), unconventional oil...
Proceedings Papers
AI for Production Forecasting and Optimization of Gas Wells: A Case Study on a Gas Field in Oman
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium: Artificial Intelligence - Towards a Resilient and Efficient Energy Industry, October 18–19, 2021
Paper Number: SPE-208658-MS
... Abstract Oil & Gas extraction companies are using a vast amount of capital and expertise on production optimization. The scale and diversity of information required for analysis is massive and often leading to a prioritization between time and precision for the teams involved in the process...
Proceedings Papers
Evaluation of Machine Learning Methods for Prediction of Multiphase Production Rates
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium: Artificial Intelligence - Towards a Resilient and Efficient Energy Industry, October 18–19, 2021
Paper Number: SPE-208648-MS
... deep learning machine learning artificial intelligence production control flow metering production monitoring neural network accuracy vfm gryzlov scenario upstream oil & gas flow rate multiphase rate data-driven method machine learning methods information prediction application...
Proceedings Papers
Electrical Submersible Pump Prognostics and Health Monitoring Using Machine Learning and Natural Language Processing
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium: Artificial Intelligence - Towards a Resilient and Efficient Energy Industry, October 18–19, 2021
Paper Number: SPE-208649-MS
... the inventory issue. Therefore, it is desirable to reduce workover time and optimize production by providing early warning of ESP failures ( Fig. 1 ). artificial lift system neural network artificial intelligence machine learning deep learning accuracy information electrical submersible pump...
Proceedings Papers
Modelling of Electric Submersible Pump Work on Gas-Liquid Mixture by Machine Learning
Available to PurchaseKirill Alexandrovich Goridko, Arturas Rimo Shabonas, Rinat Alfredovich Khabibullin, Vladimir Sergeevich Verbitsky, Andrey Valeryevich Gladkov
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Symposium: Artificial Intelligence - Towards a Resilient and Efficient Energy Industry, October 18–19, 2021
Paper Number: SPE-208661-MS
... learning artificial intelligence esp operation production control production logging vibration sensor artificial lift system reservoir surveillance upstream oil & gas information coefficient wsg mixture liquid flow rate gas content pump operation flow rate wg mixture virtual flowmeter...
Proceedings Papers
Smart Condition Monitoring Using Machine Learning
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Oil and Gas Symposium, May 9–10, 2017
Paper Number: SPE-187936-MS
...%. This paper was selected for presentation by an SPE program committee following review of information contained in an abstract submitted by the author(s). Contents of the paper have not been reviewed by the Society of Petroleum Engineers and are subject to correction by the author(s). The material does...
Proceedings Papers
Novel Well Modelling Approach Enhances Daily Production Rate Estimation and Allocation Process in an Intelligent Oil Field, Abu Dhabi
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Oil and Gas Symposium, May 9–10, 2017
Paper Number: SPE-187930-MS
... by real time data, enhances oil back allocation process. Artificial Intelligence drillstem/well testing information well performance Upstream Oil & Gas production test optimization problem inflow performance correlation rate estimation approach enhance consistency real time system...
Proceedings Papers
Data-Driven Optimization of Injection/Production in Waterflood Operations
Available to PurchaseCenk Temizel, Mehdi Nabizadeh, Nematollah Kadkhodaei, Rahul Ranjith, Anuj Suhag, Karthik Balaji, Diyar Dhannoon
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Oil and Gas Symposium, May 9–10, 2017
Paper Number: SPE-187468-MS
.... Statistics is a strong tool to turn information or data into knowledge when used with care and physical understanding of the cause-effect relation between attributes and the outcome. Unfortunately, historical data and learnings from the past cannot be used in an efficient way in oilfield decisions due...
Proceedings Papers
Multiwell Operational Performance Benchmarking: A Continuous Drilling Optimization Approach for a Brownfield Drilling Project in Malaysia
Available to PurchaseJia Jun Goo, Nor Nabilah Abdul Rahman, Alberto Cavallini, Yasser El-Yamany, Ahmad Helmi Azmily, Ahmad Haziq Mohd Shah Zainudin
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Oil and Gas Symposium, May 9–10, 2017
Paper Number: SPE-187470-MS
... the performance of ongoing operations and provides consistent, fact-based decisions for selecting the ideal operating approach for each well. Artificial Intelligence Upstream Oil & Gas rig state benchmarking optimization problem information workflow performance indicator KPIs drilling...
Proceedings Papers
Smart Metering Solutions: How to Combine Digital Technology with Business Expertise to Improve Metering Performance
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176762-MS
... expertise information production data operation business expertise combine digital technology sensor data quality Upstream Oil & Gas calculation digital technology application data validation society of petroleum engineers Multiphase validation Introduction Oil & gas business...
Proceedings Papers
Trusted Data as a Company Asset
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176757-MS
... for its manipulation needs to be documented as well. Trusted data means that each member of the team trusts each other's methodology to transform data into information. An enabler is the generation of meta-data to encapsulate this logic with the shared output. Such fresh approaches to data validation...
Proceedings Papers
Digital Oil Field Cyber Security Best in Class
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176754-MS
... Abstract A lot has changed since Process Control Systems (PCS) were isolated and provided very specific functions based on proprietary closed vendor based solutions. In the early 1990's, and with evolution of Information Technology, PCS started taking higher leaps toward integration and open...
Proceedings Papers
Automated Real time Data Cleansing and Summarization; Case Study on Drilling Hook load Real time Data
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176755-MS
... noise sensor data Saudi Arabia government summarize representation drilling hook load Exhibition time data dataset society of petroleum engineers data quality Saudi Aramco case study knowledge management information summarization Introduction For any business, data has been one...
Proceedings Papers
Enhance the Drilling & Tripping Performance on Automated Rigs with fully automated performance measurement
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176786-MS
... data Quality Issue performance indicator best practice Exhibition histogram Drilling Performance Measurement performance measurement invisible lost time rig sensor data routine operation benchmarking drilling operation information operation rig society of petroleum engineers...
Proceedings Papers
Efficient Deepwater Well Testing
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176782-MS
... ways to test their reservoirs. The use of newly developed tools and technologies is necessary to deal with the challenges of efficiency and effectiveness while at the same time, safely optimizing the operational sequences, improving decision making with real-time information and reducing rig costs...
Proceedings Papers
Assessment of Production Engineering Workflows for Saudi Aramco Production Operations Surveillance Hub (POSH)
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176770-MS
.... The creation of this environment started with a comprehensive assessment of the production engineering (PE) activities and processes. The assessment was conducted through electronic surveys, face-to-face interviews and interactive workshops to gather the required information from PE experts and develop a full...
Proceedings Papers
ICS and IT: Managing Cyber Security Across the Enterprise
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Middle East Intelligent Oil and Gas Conference and Exhibition, September 15–16, 2015
Paper Number: SPE-176779-MS
... system ic environment Upstream Oil & Gas cyber security vulnerability protection proprietary technology control system application server segmentation information incident critical infrastructure operation requirement network segmentation attacker threat EXECUTIVE SUMMARY...
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