Back Analysis of Rock Hydraulic Fracturing by Coupling Numerical Model and Computational Intelligent Technology | |
Sun, Qiancheng1; Li, Shaojun1; Zhao, Hongbo2; Feng, Xiating1; Jiang, Quan1 | |
刊名 | GEOFLUIDS |
2017 | |
页码 | - |
ISSN号 | 1468-8115 |
DOI | 10.1155/2017/5314628 |
英文摘要 | Hydraulic fracturing is widely used to determine in situ stress of rock engineering. In this paper we propose a new method for simultaneously determining the in situ stress and elastic parameters of rock. The method utilizing the hydraulic fracturing numerical model and a computational intelligent method is proposed and verified. The hydraulic fracturing numerical model provides the samples which include borehole pressure, in situ stress, and elastic parameters. A computational intelligent method is applied in back analysis. A multioutput support vector machine is used to map the complex, nonlinear relationship between the in situ stress, elastic parameters, and borehole pressure. The artificial bee colony algorithm is applied in back analysis to find the optimal in situ stress and elastic parameters. The in situ stress is determined using the proposed method and the results are compared with those of the classic breakdown formula. The proposed method provides a good estimate of the relationship between the in situ stress and borehole pressure and predicts the maximum horizontal in situ stress with high precision while considering the influence of pore pressure without the need to estimate Biot's coefficient and other parameters. |
WOS研究方向 | Geochemistry & Geophysics ; Geology |
语种 | 英语 |
出版者 | WILEY-HINDAWI |
WOS记录号 | WOS:000414102500001 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.198/handle/2S6PX9GI/3998] |
专题 | 岩土力学所知识全产出_期刊论文 岩土力学所知识全产出 国家重点实验室知识产出_期刊论文 |
作者单位 | 1.Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn ; 2.Henan Polytech Univ, Sch Civil Engn |
推荐引用方式 GB/T 7714 | Sun, Qiancheng,Li, Shaojun,Zhao, Hongbo,et al. Back Analysis of Rock Hydraulic Fracturing by Coupling Numerical Model and Computational Intelligent Technology[J]. GEOFLUIDS,2017:-. |
APA | Sun, Qiancheng,Li, Shaojun,Zhao, Hongbo,Feng, Xiating,&Jiang, Quan.(2017).Back Analysis of Rock Hydraulic Fracturing by Coupling Numerical Model and Computational Intelligent Technology.GEOFLUIDS,-. |
MLA | Sun, Qiancheng,et al."Back Analysis of Rock Hydraulic Fracturing by Coupling Numerical Model and Computational Intelligent Technology".GEOFLUIDS (2017):-. |
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