Natural gas hydrate is a strategic energy source with great potential in the future. Elucidating the seepage and thermal conductivity characteristics of hydrate reservoirs is critical for evaluating economic acceptability. However, limited research considers the existence of fracture in natural and artificial hydrate reservoirs. In this study, a digital core generation method for fractured hydrate-bearing sediments (HBSs) based on CT images was proposed; 120 models with different crack openings, inclination angles, and growth ratios were reconstructed. The main findings were as follows: as fractures mature, the permeability of the reservoir will increase, and the effective thermal conductivity will greatly decrease. The increase in the fracture inclination angle will increase the permeability of HBS reservoirs and reduce the effective thermal conductivity. The inclination angle and growth ratio of fractures have the most significant impact on the permeability characteristic, and the growth ratio has the most significant impact on the thermal characteristic. In terms of predicting the permeability and thermal conductivity of fractured HBS, the back propagation and support vector machine are the relatively optimal neural networks compared with random forest and long-short-term memory.
机构:
China Univ Geosci, Inst Adv Marine Res, Guangzhou 511462, Peoples R China
China Univ Geosci, Fac Engn, Natl Ctr Int Res Deep Earth Drilling & Resource De, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Inst Adv Marine Res, Guangzhou 511462, Peoples R China
Tang, Jiadi
Lei, Gang
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China Univ Geosci, Inst Adv Marine Res, Guangzhou 511462, Peoples R China
China Univ Geosci, Fac Engn, Natl Ctr Int Res Deep Earth Drilling & Resource De, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Inst Adv Marine Res, Guangzhou 511462, Peoples R China
Lei, Gang
Shang, Yihan
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China Univ Geosci, Fac Engn, Natl Ctr Int Res Deep Earth Drilling & Resource De, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Inst Adv Marine Res, Guangzhou 511462, Peoples R China
机构:
Key Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Institute of Geotechnical Engineering, Zhejiang University, HangzhouKey Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Wang P.
Zhu B.
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机构:
Key Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Institute of Geotechnical Engineering, Zhejiang University, Hangzhou
Center for Hypergravity Experimental and Interdisciplinary Research, Zhejiang University, HangzhouKey Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Zhu B.
Wang L.
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机构:
Key Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Institute of Geotechnical Engineering, Zhejiang University, Hangzhou
Center for Hypergravity Experimental and Interdisciplinary Research, Zhejiang University, HangzhouKey Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Wang L.
Wang X.
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机构:
Key Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Institute of Geotechnical Engineering, Zhejiang University, HangzhouKey Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Wang X.
Yan B.
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Key Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
Institute of Geotechnical Engineering, Zhejiang University, HangzhouKey Laboratory of Soft Soils and Geoenvironmental Engineering, the Ministry of Education, Zhejiang University, Hangzhou
机构:
Chinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Chinese Acad Sci, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Liu, Jian-Wu
Li, Xiao-Sen
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Chinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Chinese Acad Sci, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Li, Xiao-Sen
Kou, Xuan
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Chinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Chinese Acad Sci, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Kou, Xuan
Wang, Yi
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Chinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Chinese Acad Sci, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Wang, Yi
Li, Li-Jia
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Chinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
Chinese Acad Sci, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Key Lab Gas Hydrate, Guangzhou 510640, Peoples R China
机构:
Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Phys Sci, Beijing 100049, Peoples R China
Chinese Acad Sci, Inst Acoust, Beijing Engn Res Ctr Sea Deep Drilling & Explorat, Beijing 100190, Peoples R ChinaChinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
Liu, Lin
Zhang, Xiumei
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机构:
Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Phys Sci, Beijing 100049, Peoples R China
Chinese Acad Sci, Inst Acoust, Beijing Engn Res Ctr Sea Deep Drilling & Explorat, Beijing 100190, Peoples R ChinaChinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
Zhang, Xiumei
Wang, Xiuming
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机构:
Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Phys Sci, Beijing 100049, Peoples R China
Chinese Acad Sci, Inst Acoust, Beijing Engn Res Ctr Sea Deep Drilling & Explorat, Beijing 100190, Peoples R ChinaChinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
机构:
Chinese Acad Sci, Guangzhou Inst Energy Convers, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R ChinaChinese Acad Sci, Guangzhou Inst Energy Convers, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
Huang, DZ
Fan, SS
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机构:Chinese Acad Sci, Guangzhou Inst Energy Convers, Guangzhou Ctr Gas Hydrate Res, Guangzhou 510640, Peoples R China
机构:
China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
Wu, Didi
Li, Shuxia
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China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
Li, Shuxia
Guo, Yang
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China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
Guo, Yang
Liu, Lu
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机构:
China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
Liu, Lu
Wang, Zhiqiang
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China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China
China Univ Petr East China, Sch Petr Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Minist Educ, Qingdao 266580, Peoples R China