PREDICTION OF BUBBLE POINT OIL FORMATION VOLUME FACTOR USING GENETIC ALGORITHM

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karimnezhad masoud; heydariyan mohammad; doosti roudi ghasem

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Seminar Paper

Paper Information

Seminar: NATIONAL SYMPOSIUM ON MATHEMATICS APPLICATION IN GEOSCIENCES
Year:2014 | Issue:1

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Title

PREDICTION OF BUBBLE POINT OIL FORMATION VOLUME FACTOR USING GENETIC ALGORITHM

Author(s)

karimnezhad masoud | heydariyan mohammad | doosti roudi ghasem | Issue Writer Certificate

Keywords

PVT

OIL FORMATION VOLUME FACTOR

MIDDLE EAST

CORRELATION

GENETIC ALGORITHM

Abstract

TO DETERMINE THE BUBBLE POINT OIL FORMATION VOLUME FACTOR (BOB), WHICH IS ONE OF THE MOST IMPORTANT PVT PROPERTIES, SEVERAL CORRELATIONS HAVE BEEN PROPOSED FOR DIFFERENT REGIONS. NONE OF THE CORRELATIONS COULD BE APPLIED AS A UNIVERSAL CORRELATION DUE TO REGIONAL CHANGES IN CRUDE OIL COMPOSITIONS AND PROPERTIES. IN THIS PAPER, A NEW CORRELATION IS PROPOSED TO PREDICT THE BOB FOR MIDDLE EAST CRUDES. GENETIC ALGORITHM (GA) WAS USED AS THE DOMINANT TOOL FOR DEVELOPMENT OF THE NEW CORRELATION. A TOTAL OF 429 DATA SETS OF DIFFERENT CRUDE OILS MIDDLE EAST RESERVOIRS WERE USED. THESE DATA INCLUDE BOB AND CONVENTIONAL PVT PROPERTIES. AMONG THOSE, 286 DATA SETS AS TRAINING DATA AND 143 DATA SETS AS TEST DATA WERE RANDOMLY ED FOR CONSTRUCTING THE CORRELATION AND FOR CORRELATION VALIDATION, RESPECTIVELY. THE MEASURED MEAN SQUARED ERRORS (MSES) OF PREDICTED BOB THE CORRELATION IN THE TEST DATA WERE 0.0029 AND THE CORRELATION COEFFICIENT (R2) BETWEEN PREDICTED VALUES THE MODEL AND EXPERIMENTAL VALUES IN THE TEST DATA WAS 0.9646. THESE RESULTS SHOW A VERY GOOD AGREEMENT WITH EXPERIMENTAL DATA AND ARE MORE ACCURATE FOR MIDDLE EAST CRUDES THAN THOSE OF ALL EXISTING EMPIRICAL CORRELATIONS.

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APA: Copy

karimnezhad, masoud, heydariyan, mohammad, & doosti roudi, ghasem. (2014). PREDICTION OF BUBBLE POINT OIL FORMATION VOLUME FACTOR USING GENETIC ALGORITHM. NATIONAL SYMPOSIUM ON MATHEMATICS APPLICATION IN GEOSCIENCES. SID. https://sid.ir/paper/920508/en

Vancouver: Copy

karimnezhad masoud, heydariyan mohammad, doosti roudi ghasem. PREDICTION OF BUBBLE POINT OIL FORMATION VOLUME FACTOR USING GENETIC ALGORITHM. 2014. Available from: https://sid.ir/paper/920508/en

IEEE: Copy

masoud karimnezhad, mohammad heydariyan, and ghasem doosti roudi, “PREDICTION OF BUBBLE POINT OIL FORMATION VOLUME FACTOR USING GENETIC ALGORITHM,” presented at the NATIONAL SYMPOSIUM ON MATHEMATICS APPLICATION IN GEOSCIENCES. 2014, [Online]. Available: https://sid.ir/paper/920508/en

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