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Keywords: production data
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Proceedings Papers
Developing a Machine Learning Application for Integrated Production Forecasting in Complex Reservoirs with Frequently Changing Operating Conditions
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 14–18, 2025
Paper Number: SPE-224362-MS
.... artificial intelligence accuracy deep learning prediction lstm model production forecasting water breakthrough numerical simulation production data dataset production rate predictive accuracy reservoir condition neural network machine learning simulation decline curve analysis forecasting...
Proceedings Papers
Evaluating the Potential to Increase Oil Production from Legacy Fields in Montana
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 14–18, 2025
Paper Number: SPE-224375-MS
... within selected fields and compare it to estimates of cumulative production data to calculate the remaining reserves. The ultimate goal is to identify the most efficient and economically viable strategies to optimize oil recovery in Montana’s reservoirs. Phase 1: Resource Assessment The study aims...
Proceedings Papers
Employing Neural Networks in Reservoir Simulation for Hydraulic-Fractured Unconventional Wells and a Case Study in STACK Area
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 14–18, 2025
Paper Number: SPE-224393-MS
... for operational efficacy. geology rock type accuracy simulator dataset history matching neural network geochemistry geochemical characterization production data geologist reservoir simulation artificial intelligence fracture conductivity geological subdiscipline fracture geometry employing...
Proceedings Papers
Dimensionless Recovery Profiles
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 17–19, 2023
Paper Number: SPE-213074-MS
... requires generating a dimensionless recovery profile (DRP) from the production history of mature wells producing from an analogous reservoir where ultimate recovery is determinable with a high degree of confidence. The daily and/or monthly production data of a newer well selected for analysis is made...
Proceedings Papers
Generating New Production Type Curves through Machine Learning Utilizing Dimensional Analysis
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 17–19, 2023
Paper Number: SPE-213080-MS
... production forecast gas well ml algorithm ml model cumulative production dimensionless parameter gas production production data goodness presented algorithm dimensional analysis reservoir characterization feature input Introduction Predicting the rate of recovery and estimated ultimate...
Proceedings Papers
Uncertainty Analysis of Production Forecast in Permian Basin
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 9–10, 2019
Paper Number: SPE-195231-MS
... a subset of historical data (0-3months) and actual production data observed over the same time period determines the accuracy of DCA's; repeating the evaluation for subsequent time intervals (0-6 months, 0-9 months,) provides a basis to monitor the performance of each DCA with time. Moreover, the best...
Proceedings Papers
Rapid Flood Operation Analysis and Optimization: A Case Study from the Midland Basin
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 9–10, 2019
Paper Number: SPE-195179-MS
... Resistance Modelling, CRM) to analyze inter-well communication using only injection and production data. The analytic initially matches production history to determine a potential time response between injectors and producers, and simultaneously calculates the connectivity between each pair of wells. Based...
Proceedings Papers
Haynesville Shale: Predicting Long-Term Production and Residual Analysis to Identify Well Intereference and Frac Hits
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Oklahoma City Oil and Gas Symposium, April 9–10, 2019
Paper Number: SPE-195218-MS
... by interference, refracturing, frac-hits, etc. Abstract This study analyzes the production data from 2,755 horizontal wells in the Haynesville shale. Correlations were generated to predict 4,5,6, and 7-year cumulative productions from initial 6,12 and 24-months production data. These correlations can help...
Proceedings Papers
Forecasting Reserves in the Bakken Reservoir Incorporating Flow Regime Changes
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, March 1–5, 2015
Paper Number: SPE-173622-MS
... production, this study uses monthly production data from public data records. Inherent in this method model is the simultaneous fit of the boundary dominated Arps' b exponent during boundary dominated flow and the transition point. There will be an optimum fit of the boundary dominated flow production rate...
Proceedings Papers
Determining the Number of Contributing Fractures in Shale Gas Wells with Production Analysis and Proppant Tracer Diagnostics
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, March 1–5, 2015
Paper Number: SPE-173620-MS
... workflows the number of contributing fractures is estimated using data that are readily available, such as completion designs, fracture propagation models, or production profiles. lateral production data aspect ratio Upstream Oil & Gas well 1 interference hydraulic fracturing marcellus well...
Proceedings Papers
Analytical Determination of Interwell Connectivity Based on Flow Rate Fluctuations in Waterflood Reservoirs
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, March 23–26, 2013
Paper Number: SPE-164481-MS
... multivariate linear regression analysis of flow rates in a waterflood to infer interwell connectivity. Advantages of this technique include a simplified one-step calculation and the availability of production data. A capacitance model was introduced as an extension of the technique to account for shut...
Proceedings Papers
The Bottom-Line of Horizontal Well Production Decline in the Barnett Shale
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, March 27–29, 2011
Paper Number: SPE-141263-MS
... and the production decline characteristics of the Barnett Shale will contribute to a better understanding of how newer shale plays will behave in a longer term. A production decline curve analysis (DCA) in the Barnett Shale is presented that incorporates public production data from over 8,700 horizontal wells...
Proceedings Papers
Optimizing Horizontal Stimulation Design Utilizing Reservoir Characterization from Decline Curve Analysis
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, March 27–29, 2011
Paper Number: SPE-142382-MS
... the production data. Studies within various reservoirs have provided a methodology for analyzing and establishing infinite acting versus boundary dominated flow patterns including single phase gas, dissolved gas drive and retrograde condensate reservoirs. The application of this study is to demonstrate...
Proceedings Papers
Pressure-Drop Predictions in Tubing in the Presence of Surfactants
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, April 4–8, 2009
Paper Number: SPE-120042-MS
..., stability and the ability to entrain liquids becomes available. production logging mechanistic model production data pressure gradient production control Upstream Oil & Gas viscosity foam flow surfactant surface tension equation production monitoring bubble rise velocity pressure drop...
Proceedings Papers
Quickly Identifying Well Problem by Modern Production Analysis for a Better Stimulation Plan
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations Symposium, April 4–8, 2009
Paper Number: SPE-120639-MS
..., the only data available to an operation engineer is the production data. The critical questions then are how to get the insight of a well's production problem, and how to evaluate well performance and reservoir potential by the limited data. These are real challenges for engineers attempting to develop...
Proceedings Papers
Efficient History Matching through Production Data Selection
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the Production and Operations Symposium, March 31–April 3, 2007
Paper Number: SPE-106157-MS
... singular vector nitrate true model automatic history matrix production control coefficient algorithm production data decomposition procedure correlation coefficient reservoir surveillance reservoir characterization spe 106157 Introduction The final form of the automatic history...
Proceedings Papers
Dewatering of Hunton Reservoir: What Makes It Work?
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production Operations Symposium, April 16–19, 2005
Paper Number: SPE-94347-MS
... the parameters needed in Hunton field to make it economically successful.We restrict our evaluation to parameters which can be easily measured or are readily available.These include log data (gamma ray, resistivity, neutron and density), initial potential data, production data (oil, gas, and water – if available...
Proceedings Papers
Production Response From Southeastern New Mexico Morrow Wells Stimulated with Binary Foams
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Production and Operations
Symposium, March 24–27, 2001
Paper Number: SPE-67212-MS
... to address the problems associated with the evaluation of public production data. A Graphical Information System 5 was coupled with publicly available production data and internal pumping service company records 6 to attempt to determine if one completion methodology was really any better than another...
Proceedings Papers
Reservoir Management Using Production Data
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Mid-Continent Operations Symposium, March 28–31, 1999
Paper Number: SPE-52224-MS
... By applying the above procedure, we can obtain the idea about the trends in reservoir connectivities. This information, along with other available production data, such as flowing pressures, water cut, etc., and data from other sources (for example geological data and logs), can be utilized...
Proceedings Papers
Production Data Analysis and Forecasting Using a Comprehensive Analysis System
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Mid-Continent Operations Symposium, March 28–31, 1999
Paper Number: SPE-52178-MS
... Abstract Analysis of production data to obtain estimates of the intrinsic properties of a reservoir and of the current well condition can be performed using a number of available analysis procedures. Each of these analyses were developed using differing assumptions and often result in poor...
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