Reservoir classification and log prediction of gas hydrate occurrence in the Qiongdongnan Basin, South China Sea
文献类型：期刊论文
| 作者 | Zhu, Linqi3,4 ; Zhou, Xueqing3,4; Sun, Jin3,4; Liu, Yanrui3,4; Wang, Jingci2; Wu, Shiguo1,3,4
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| 刊名 | FRONTIERS IN MARINE SCIENCE
 |
| 出版日期 | 2023-05-23 |
| 卷号 | 10页码:8 |
| 关键词 | gas hydrate reservoir classification K-means (KM) clustering Adaboost Qiongdongnan area |
| DOI | 10.3389/fmars.2023.1055843 |
| 通讯作者 | Wu, Shiguo() |
| 英文摘要 | Classifying natural gas hydrate reservoirs effectively and carrying out reservoir classification modelling is crucial, but to date, research on building artificial intelligence-assisted logging curve reservoir classification models is not abundant. As exploration and development have progressed, an increasing number of fine-grained reservoirs are being discovered, and their strong heterogeneity makes correct reservoir classification even more important. Two wells used for detecting hydrates in the Qiongdongnan (QDN) Basin are used to explore the relationship between logging response parameters and reservoir quality, as well as the method of building a logging-based reservoir classification model. Through K-means clustering and Adaboost methods, the K-means method is considered to be able to correspond to the hydrate enrichment degree, while the random forest method can establish an effective reservoir classification model (the recognition accuracy is 95%). In the different categories of reservoirs, the physical properties of the reservoirs are obviously poor, and the corresponding hydrate saturation is also low, which indicates that heterogeneity has indeed affected the enrichment of hydrates in fine-grained reservoirs. This reservoir classification research method can effectively recognize reservoirs. |
| WOS关键词 | GRAINED RESERVOIRS ; CONSTRAINTS ; SATURATION ; CHIMNEY ; WELL |
| WOS研究方向 | Environmental Sciences & Ecology ; Marine & Freshwater Biology |
| 语种 | 英语 |
| 出版者 | FRONTIERS MEDIA SA |
| WOS记录号 | WOS:000999779700001 |
| 源URL | [http://ir.idsse.ac.cn/handle/183446/10495]  |
| 专题 | 深海科学研究部_深海地球物理与资源研究室 |
| 通讯作者 | Wu, Shiguo |
| 作者单位 | 1.Univ Chinese Acad Sci, Beijing, Peoples R China 2.Yangtze Univ, Wuhan, Peoples R China 3.Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai, Peoples R China 4.Chinese Acad Sci, Inst Deep Sea Sci & Engn, Lab Marine Geophys & Georesources Hainan Prov, Sanya, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhu, Linqi,Zhou, Xueqing,Sun, Jin,et al. Reservoir classification and log prediction of gas hydrate occurrence in the Qiongdongnan Basin, South China Sea[J]. FRONTIERS IN MARINE SCIENCE,2023,10:8. |
| APA | Zhu, Linqi,Zhou, Xueqing,Sun, Jin,Liu, Yanrui,Wang, Jingci,&Wu, Shiguo.(2023).Reservoir classification and log prediction of gas hydrate occurrence in the Qiongdongnan Basin, South China Sea.FRONTIERS IN MARINE SCIENCE,10,8. |
| MLA | Zhu, Linqi,et al."Reservoir classification and log prediction of gas hydrate occurrence in the Qiongdongnan Basin, South China Sea".FRONTIERS IN MARINE SCIENCE 10(2023):8. |
入库方式： OAI收割
来源：深海科学与工程研究所
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