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Keywords: prediction
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Proceedings Papers
Smart Oilfield Safety Net: An Integrated System for Prediction of Asset Integrity Opportunities
Available to PurchaseN. Killen, R. House, V. Sankur, B. Thigpen, C. Chelmis, V. K. Prasanna, U. Neumann, R. Raghavendra, K. Yao, S. You, I. Ershaghi
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy International Conference and Exhibition, September 6–8, 2016
Paper Number: SPE-181048-MS
... Abstract We present an integrated system that automatically collects historical and current data from heterogeneous sources, performs analytics to identify telltale signatures of Loss of Containment (LOC) events, and makes asset behavior predictions as an asset ages. Our semantically enhanced...
Proceedings Papers
Reservoir Uncertainty Analysis: The Trends from Probability to Algorithms and Machine Learning
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy International Conference and Exhibition, September 6–8, 2016
Paper Number: SPE-181049-MS
... applications which are increasingly pushing the frontiers to improved uncertainty modelling. uncertainty analysis Artificial Intelligence Upstream Oil & Gas machine learning reservoir characterisation prediction deterministic model neural network caer Exhibition reservoir uncertainty...
Proceedings Papers
Recovery Factor Prediction for Deepwater Gulf of Mexico Oilfields by Integration of Dimensionless Numbers with Data Mining Techniques
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy International Conference and Exhibition, September 6–8, 2016
Paper Number: SPE-181024-MS
... Abstract The objective of this paper is to integrate "Big Data" concept with petroleum engineering knowledge for the prediction of recovery factor in Deepwater Gulf of Mexico (dGOM) oilfields. Recovery factor is affected by many geological and engineering factors; as a result...
Proceedings Papers
A Dynamic Data-Driven Inversion Based Method for Multi-Layer Flow and Formation Properties Estimation
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy International Conference and Exhibition, September 6–8, 2016
Paper Number: SPE-181025-MS
... employs a fast and accurate mathematical model to predict flow and formation properties profiles in advanced completion wells. It also introduces specific measurement response functions for numerical simulation of permanent downhole gauge data in the advanced wells. The inversion model employs a modified...
Proceedings Papers
A Functional Networks Softsensor for Flowing Bottomhole Pressures and Temperatures in Multiphase Flow Production Wells
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167881-MS
... Abstract Many production and injection wells completed with intelligent (smart) systems are operating around the world. These wells are more economical and efficient than conventional wells. Computational tools for predicting bottomhole flowing pressure and temperature can provide valuable...
Proceedings Papers
Advanced Machine Learning Methods for Production Data Pattern Recognition
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167839-MS
... in one cluster as pump failures when reports had to be made due to wells being shut in. This information is sufficient to label one of the clusters as healthy and the other one as faulty. For a new measurement, a prediction may be made by first determining the cluster to which the measurement belongs...
Proceedings Papers
Development of Hybrid Intelligent System for Virtual Flow Metering in Production Wells
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167880-MS
... Abstract The demands placed on operators to effectively manage production operations become more complex and challenging with increasing numbers of high recoverable oil and gas fields in frontier environments (remote onshore, deepwater and ultra- deepwater). Predicting flow rates of wells...
Proceedings Papers
Use of Computational Fluid Dynamics Model for Evaluating Performance of High Pressure High Temperature Wells
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167896-MS
... Abstract The importance of performance monitoring is growing as the number of high-pressure, high-temperature (HPHT) wells continues to increase in deepwater and ultra-deepwater fields. Accurate prediction of HPHT well performance is essential for enhancing deepwater oil and gas production...
Proceedings Papers
Identification of Reservoir Analogues in the Presence of Uncertainty
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167811-MS
... nonparametric methods are used to estimate probability density/mass functions to characterize the uncertainty in the properties estimated through analogous reservoirs. We perform experiments to assess both the quality of property prediction and the quality of the selected analogues. We report results produced...
Proceedings Papers
Advanced Well Structures: An Artificial Intelligence Approach to Field Deployment and Performance Prediction
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167870-MS
... in unconventional multi-phase reservoirs. Two forward-acting models and two inverse-acting models were developed. The forward-acting models predict oil, water and gas production profiles (and bottom-hole pressure profile for flow rate-specified wellbore conditions) for any given well design with parameters within...
Proceedings Papers
Strategic Well Test Planning Using Random Forest
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167827-MS
... of the RF’s independent variables based on a collection of uncertainty runs. In the exploration and production (E&P) applications, DT has been used extensively; appraising, real option valuation selecting an artificial lift method, predicting permeabilities and detecting fracture corridors. However...
Proceedings Papers
A Data-Driven Approach to Modelling and Optimization for a North Sea Asset Using Real-Time Data
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference & Exhibition, April 1–3, 2014
Paper Number: SPE-167850-MS
... operations are mentioned. The approach has been tested on a North Sea reservoir. An interconnected suite of models for reservoir pressure, indication of the presence of gas coning, virtual flow measurement for fluids and gas production, and dynamic prediction for future fluids and gas rates, was developed...
Proceedings Papers
Improving Management and Control of Drilling Operations with Artificial Intelligence
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy International, March 27–29, 2012
Paper Number: SPE-150201-MS
...-called grey-box approach which combines a physical model and artificial intelligence. The two approaches are applied to the problem of predicting the bottom-hole pressure during a managed pressure drilling operation to demonstrate the improved accuracy and robustness. ensemble approach physical...
Proceedings Papers
Real Time Integration of ECD, Temperature, Well Stability and Geo/Pore Pressure Simulations during Drilling a Challenging HPHT Well
Available to PurchaseRolv Rommetveit, Inge Ødegård, Christine Nordstrand, Knut S. Bjørkevoll, Pierre Cerasi, Hans Martin Helset, Hans Borge, Liming Li, Mikkel Fjeldheim, Stein T. Håvardstein
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference and Exhibition, March 23–25, 2010
Paper Number: SPE-127809-MS
... properties are used by the well stability model for RT predictions. A multi-purpose geo-pressure modelling tool which includes all significant processes relevant to pressure generation and dissipation is coupled to the integrated drilling simulator and can give updated pore pressure predictions during...
Proceedings Papers
An Implementation of On-line Well Virtual Metering of Oil Production
Available to PurchaseAlejandro García, Inaê Almeida, Gagan Singh, Suryansh Purwar, Mônica Monteiro, Leonardo Carbone, Marco Herdeiro
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference and Exhibition, March 23–25, 2010
Paper Number: SPE-127520-MS
... workflow society of petroleum engineers spe intelligent energy conference pressure difference real time system production monitoring downhole pressure prediction machine learning artificial intelligence production control neural-network model flow metering drillstem/well testing choke...
Proceedings Papers
Machinery Predictive Analytics
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference and Exhibition, March 23–25, 2010
Paper Number: SPE-128559-MS
... wireless technology to capture more measurements has significantly increased the volume of data available. This wealth of data put BP in an even better position to leverage predictive analytics technology. The technologies’ data-driven approach has many advantages over the traditional trending or first...
Proceedings Papers
Model Based Operational Support - Adding Assurance to Operational Decision Making
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference and Exhibition, March 23–25, 2010
Paper Number: SPE-128694-MS
... parts of the system feeding an enhanced predictive maintenance capability. Mechanistic models of a production system are themselves complex and challenging to use and maintain. Normally their use is restricted to modelling experts primarily for design purposes or to support troubleshooting following...
Proceedings Papers
Attitude of Collaboration, Real-Time Decision Making in Operated Asset Management
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Intelligent Energy Conference and Exhibition, March 23–25, 2010
Paper Number: SPE-128730-MS
... & gas hydrocarbon process asset management operation real time system maintenance platform disruptive event prediction innovation reliability knowledge management collaboration information History: asset management and collaboration in the oil and gas industry Recognizing...
Proceedings Papers
Short-Term Production Optimization by Automated Adaptive Modeling and Control
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the Intelligent Energy Conference and Exhibition, February 25–27, 2008
Paper Number: SPE-112239-MS
... Abstract Short-term production optimization relying on model-based predictions over a short period (weeks to months) requires the use a near-borehole reservoir model. Such a model is usually developed and validated through standard well testing. Standard well testing has to be repeated...
Proceedings Papers
Spotting a False Alarm—Integrating Experience and Real-Time Analysis With Artificial Intelligence
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the Intelligent Energy Conference and Exhibition, February 25–27, 2008
Paper Number: SPE-112212-MS
... in the physical model, which results in a more accurate prediction of the mud flow out of the well, and subsequently fewer false kick alarms. production control Artificial Intelligence production monitoring flow metering well control Upstream Oil & Gas Simulation mud density information alarm...
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