Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods
Abstract An integrated model of the PUNQ-S3 reservoir in the North Sea was constructed. Then, 16 parameters with the highest impact on target functions were selected for sensitivity analysis. The sensitivity analysis was based on the two-level Plackett–Burman design of experimental method. Finally,...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2020-04-01
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| Series: | Journal of Petroleum Exploration and Production Technology |
| Subjects: | |
| Online Access: | https://doi.org/10.1007/s13202-020-00887-4 |
| _version_ | 1811200520563458048 |
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| author | Mahyar Rajabi-Kochi Ehsan Khamehchi |
| author_facet | Mahyar Rajabi-Kochi Ehsan Khamehchi |
| author_sort | Mahyar Rajabi-Kochi |
| collection | DOAJ |
| description | Abstract An integrated model of the PUNQ-S3 reservoir in the North Sea was constructed. Then, 16 parameters with the highest impact on target functions were selected for sensitivity analysis. The sensitivity analysis was based on the two-level Plackett–Burman design of experimental method. Finally, seven variables with the highest impact on the target functions were selected. Net present value, cumulative oil production, and cumulative water production were three target functions. The proxy model was constructed using the three-level Box–Behnken experimental design for each of the three target functions, taking into account the effect of the variable’s interactions on each other. Then the compliance and predictivity of the proxy model for each target function were validated according to the decision variables. In the end, multiobjective optimization was conducted with the aim of maximizing net present value and cumulative oil production and minimizing cumulative water production using a parameter called composite desirability. |
| first_indexed | 2024-04-12T02:05:26Z |
| format | Article |
| id | doaj.art-1d096f63447a4d7a83639add3137b88a |
| institution | Directory Open Access Journal |
| issn | 2190-0558 2190-0566 |
| language | English |
| last_indexed | 2024-04-12T02:05:26Z |
| publishDate | 2020-04-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Journal of Petroleum Exploration and Production Technology |
| spelling | doaj.art-1d096f63447a4d7a83639add3137b88a2022-12-22T03:52:33ZengSpringerOpenJournal of Petroleum Exploration and Production Technology2190-05582190-05662020-04-011062465248210.1007/s13202-020-00887-4Integrated production optimization of an oil field based on constructing of a proxy model using DOE methodsMahyar Rajabi-Kochi0Ehsan Khamehchi1Department of Petroleum Engineering, Amirkabir University of Technology (Tehran Polytechnic)Department of Petroleum Engineering, Amirkabir University of Technology (Tehran Polytechnic)Abstract An integrated model of the PUNQ-S3 reservoir in the North Sea was constructed. Then, 16 parameters with the highest impact on target functions were selected for sensitivity analysis. The sensitivity analysis was based on the two-level Plackett–Burman design of experimental method. Finally, seven variables with the highest impact on the target functions were selected. Net present value, cumulative oil production, and cumulative water production were three target functions. The proxy model was constructed using the three-level Box–Behnken experimental design for each of the three target functions, taking into account the effect of the variable’s interactions on each other. Then the compliance and predictivity of the proxy model for each target function were validated according to the decision variables. In the end, multiobjective optimization was conducted with the aim of maximizing net present value and cumulative oil production and minimizing cumulative water production using a parameter called composite desirability.https://doi.org/10.1007/s13202-020-00887-4Integrated production modelOptimizationBox–BehnkenDesign of experimentPlackett–BurmanComposite desirability |
| spellingShingle | Mahyar Rajabi-Kochi Ehsan Khamehchi Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods Journal of Petroleum Exploration and Production Technology Integrated production model Optimization Box–Behnken Design of experiment Plackett–Burman Composite desirability |
| title | Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods |
| title_full | Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods |
| title_fullStr | Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods |
| title_full_unstemmed | Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods |
| title_short | Integrated production optimization of an oil field based on constructing of a proxy model using DOE methods |
| title_sort | integrated production optimization of an oil field based on constructing of a proxy model using doe methods |
| topic | Integrated production model Optimization Box–Behnken Design of experiment Plackett–Burman Composite desirability |
| url | https://doi.org/10.1007/s13202-020-00887-4 |
| work_keys_str_mv | AT mahyarrajabikochi integratedproductionoptimizationofanoilfieldbasedonconstructingofaproxymodelusingdoemethods AT ehsankhamehchi integratedproductionoptimizationofanoilfieldbasedonconstructingofaproxymodelusingdoemethods |