History matching with iterative Latin hypercube samplings and parameterization of reservoir heterogeneity
被引:23
|
作者:
Goda, Takashi
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机构:
Univ Tokyo, Frontier Res Ctr Energy & Resources, Bunkyo Ku, Tokyo 1138656, JapanUniv Tokyo, Frontier Res Ctr Energy & Resources, Bunkyo Ku, Tokyo 1138656, Japan
Goda, Takashi
[1
]
Sato, Kozo
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机构:
Univ Tokyo, Frontier Res Ctr Energy & Resources, Bunkyo Ku, Tokyo 1138656, JapanUniv Tokyo, Frontier Res Ctr Energy & Resources, Bunkyo Ku, Tokyo 1138656, Japan
Sato, Kozo
[1
]
机构:
[1] Univ Tokyo, Frontier Res Ctr Energy & Resources, Bunkyo Ku, Tokyo 1138656, Japan
history matching;
global optimization;
Latin hypercube sampling;
heterogeneity;
orthonormal basis;
DIFFERENTIAL EVOLUTION;
OPTIMIZATION;
UNCERTAINTY;
D O I:
10.1016/j.petrol.2014.01.009
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
History matching can be formulated as a global minimization. of the difference between time-series observations and numerical results. Existence of a number of unknown parameters, however, makes the dimensionality of history matching intractably high. This study addresses two issues involved in solving history matching with a feasible number of simulation runs. One is the computational effort required for searching an optimal solution, the other the ill-posedness owing to reservoir heterogeneity. A new population-based search algorithm named iterative Latin hypercube samplings is proposed for the former and we would show the superior convergence of our proposed algorithm over those of other famous population-based search algorithms for a broad class of functions. As for the latter, parameterization of reservoir heterogeneity using orthonormal basis functions is considered, which can significantly reduce the number of unknown parameters to be optimized. Numerical example would reveal that our approach of history matching is efficient and of practical use. (C) 2014 Elsevier B.V. All rights reserved.
机构:
UNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, BrazilUNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, Brazil
von Hohendorff Filho, Joao Carlos
Maschio, Celio
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机构:
UNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, BrazilUNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, Brazil
Maschio, Celio
Schiozer, Denis Jose
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机构:
UNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, BrazilUNICAMP CEPETRO, FEM, Dept Energy, Caixa Postal 6052, BR-13083970 Sao Paulo, Brazil
机构:
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Zhang, Jinding
Guo, Xin
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机构:
PetroChina Southwest Oil & Gasfield Co, Chuanzhong Oil & Gas Mines, Suining 629000, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Guo, Xin
Zhao, Zihao
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机构:
CNPC Offshore Engn Co Ltd, Beijing 100010, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Zhao, Zihao
Zhang, Kai
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机构:
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Qingdao Univ Technol, Civil Engn Sch, Qingdao 273400, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Zhang, Kai
Ma, Xiaopeng
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机构:
Xian Shiyou Univ, Coll Petr Engn, Xian 710065, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Ma, Xiaopeng
Liu, Weifeng
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机构:
China Univ Petr East China, Coll Control Sci & Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Liu, Weifeng
Wang, Jian
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机构:
China Univ Petr East China, Coll Sci, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Wang, Jian
Liu, Chen
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机构:
State Key Lab Offshore Oil Exploitat, Beijing 100028, Peoples R China
CNOOC Res Inst Ltd, Beijing 100028, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Liu, Chen
Yang, Yongfei
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机构:
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Yang, Yongfei
Yao, Chuanjin
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机构:
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China
Yao, Chuanjin
Yao, Jun
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机构:
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R China