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1-7 of 7
Keywords: empirical correlation
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Proceedings Papers
Production Forecasting in Gas Lifted Wells using Interpretable Machine Learning Techniques
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 5–7, 2024
Paper Number: SPE-221631-MS
... challenge, characterized by nonlinear, dynamic, and uncertain production behavior, making conventional analytical methods less effective ( Khan et al., 2019 ). Gilbert (1954) took a significant step toward the development of empirical correlations for gas lifted wells when he published his correlation...
Proceedings Papers
Algorithm to Compute the Minimum Miscibility Pressure (MMP) for Gases in Gas Flooding Process
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 1–3, 2022
Paper Number: SPE-211973-MS
...; be directly related to the multiple contact miscibility process. MMP computation using empirical correlations can be tedious, slow and prone to errors when handled manually. Hence a computerized process is needed just like the many petroleum engineering softwares including those used in EOR processes...
Proceedings Papers
Improved Correlations and Predictive Models for Nigerian Crude Oil Pvt Properties Using Advanced Regression and Intelligent Techniques
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 11–13, 2020
Paper Number: SPE-203658-MS
... correlation empirical correlation bubblepoint pressure api range gas gravity solution gas-oil ratio Vasquez and Beggs (1980) developed correlations using 6000 data points as they claimed, for API greater than 30 and API less than or equal to 30. Standing (1947) developed a correlation...
Proceedings Papers
Empirical Correlation for Estimation of the Vapourized Oil-Gas Ratio for Gas-Condensate Systems
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 6–8, 2018
Paper Number: SPE-193430-MS
... experimental data. This experimental data might not be readily available when needed for a quick analysis and even when available, the process of tuning requires great skill and experience of the reservoir engineer. An empirical correlation for the vapourized oil-gas ration is proposed based on a statistical...
Proceedings Papers
New Empirical Correlation for Predicting Hydrate Formation Conditions
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 5–7, 2013
Paper Number: SPE-167571-MS
... method in order to predict the conditions for hydrates formation without considering water vapour pressure has one of the parameters that hydrates formation depend on. Thus, the existing correlations have some limitations. The proposed empirical correlation was developed using gravity method...
Proceedings Papers
Bubble Point Pressure Prediction Model for Niger Delta Crude using Artificial Neural Network Approach
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Nigeria Annual International Conference and Exhibition, August 5–7, 2013
Paper Number: SPE-167586-MS
... lowest rank of 0.855 and better performance plot compared to existing empirical correlations. The Artificial Neural Network (ANN) is a biologically inspired computing scheme which is an analog, adaptive, distributive and highly parallel system that has been used in many disciplines and has proven...
Proceedings Papers
Modeling Approach for Niger-Delta Oil Formation Volume Factor Prediction Using Artificial Neural Network
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the Nigeria Annual International Conference and Exhibition, August 6–8, 2012
Paper Number: SPE-162987-MS
..., this measurement is either not available, or very costly to obtain. In such cases, empirically derived correlations are used in the prediction of this property. This work focuses on the use an artificial neural network (ANN) to address the inaccuracy of empirical correlations used for predicting oil formation...