1994
DOI: 10.1016/0920-4105(94)90052-3
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Evaluation of empirical correlations for bubblepoint oil formation volume factor

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Cited by 15 publications
(3 citation statements)
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“…Each data set contains reservoir temperature, oil gravity, total solution gas oil ratio, and average gas gravity, bubble point pressure and oil formation volume factor at the bubble point pressure. The repeated data sets were reported by other investigators 26,27 . Of the 803 data points, 403 were used to train the ANN models, the remaining 200 to cross-validate the relationships established during the training process and 200 to test the model to evaluate its accuracy and trend stability.…”
Section: Data Acquisition and Analysismentioning
confidence: 99%
“…Each data set contains reservoir temperature, oil gravity, total solution gas oil ratio, and average gas gravity, bubble point pressure and oil formation volume factor at the bubble point pressure. The repeated data sets were reported by other investigators 26,27 . Of the 803 data points, 403 were used to train the ANN models, the remaining 200 to cross-validate the relationships established during the training process and 200 to test the model to evaluate its accuracy and trend stability.…”
Section: Data Acquisition and Analysismentioning
confidence: 99%
“…He recommended Standing's (1947) correlations for formation volume factor at and below the bubble point pressure. Al-Fattah and Al-Marhoun (1994) published an evaluation of all available oil formation volume factor correlations. They used 674 data sets from published literature.…”
Section: Introductionmentioning
confidence: 99%
“…During the last several years, neural networks have been used to have a better prediction models than the empirical ones and they have shown a significant prediction improvement. Several empirical correlations were derived for PVT properties prediction [1][2][3][4][5][6][7][8][9][10][11][12][13][14][15][16]. In [1], Standing presented graphical correlations for the determination of bubble point pressure (Pb) and oil formation volume factor (Bob).…”
Section: Introductionmentioning
confidence: 99%