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RSS FeedsEnergies, Vol. 16, Pages 2853: An Artificial Lift Selection Approach Using Machine Learning: A Case Study in Sudan (Energies)

 
 

19 march 2023 11:13:31

 
Energies, Vol. 16, Pages 2853: An Artificial Lift Selection Approach Using Machine Learning: A Case Study in Sudan (Energies)
 


This article presents a machine learning (ML) application to examine artificial lift (AL) selection, using only field production datasets from a Sudanese oil field. Five ML algorithms were used to develop a selection model, and the results demonstrated the ML capabilities in the optimum selection, with accuracy reaching 93%. Moreover, the predicted AL has a better production performance than the actual ones in the field. The research shows the significant production parameters to consider in AL type and size selection. The top six critical factors affecting AL selection are gas, cumulatively produced fluid, wellhead pressure, GOR, produced water, and the implemented EOR. This article contributes significantly to the literature and proposes a new and efficient approach to selecting the optimum AL to maximize oil production and profitability, reducing the analysis time and production losses associated with inconsistency in selection and frequent AL replacement. This study offers a universal model that can be applied to any oil field with different parameters and lifting methods.


 
122 viewsCategory: Biophysics, Biotechnology, Physics
 
Energies, Vol. 16, Pages 2851: Impact Assessment of Dynamic Loading Induced by the Provision of Frequency Containment Reserve on the Main Bearing Lifetime of a Wind Turbine (Energies)
Energies, Vol. 16, Pages 2852: Review of the Data-Driven Methods for Electricity Fraud Detection in Smart Metering Systems (Energies)
 
 
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