Petroleum Science Bulletin Publishing Language: Chinese Open Access Editor-in-Chief: Mian Chen
Home Petroleum Science Bulletin All Issues Volume 10 Issue 5
Volume 10 Issue 5, October 2025
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PP. 849-1098
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16 articles
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Application of machine learning in the study of shale mechanical properties: Current situation, challenges and prospects
Junqing CHEN, Xiaobin YANG, Xiao ZHANG, [...], Yuying WANG, Xungang HUO, Fujie JIANG, Hong PANG, Kanyuan SHI, Kuiyou MA << Fewer
Published: 01 October 2025
2025, 10(5): 849-877
A fault identification method based on the 3D TransUnet model
Zhaoyang ZHAO, Jianguo ZHAO, Fang OUYANG, [...], Ming MA, Bohong YAN, Yu ZHANG << Fewer
Published: 01 October 2025
2025, 10(5): 878-891
Research and application of an intelligent formation drillability assessment method based on multi-source data fusion
Jianxiang FENG, Sanyi YUAN, Chunmei LUO, Shangxu WANG
Published: 01 October 2025
2025, 10(5): 892-907
Application status and development trends of artificial intelligence in logging interpretation for unconventional oil and gas reservoirs
Gongwei LUO, Xiaoping AN, Weihua YAO, Yongling ZOU
Published: 01 October 2025
2025, 10(5): 908-925
Intelligent recognition method for drilling conditions based on 1dCNN-BiGRU and attention mechanism
Zheng WANG, Xianzhi SONG, Hongsong LI, [...], Jiawei YU, Yifan WANG, Chongyuan ZHANG << Fewer
Published: 01 October 2025
2025, 10(5): 926-940
Shale oil production warning method based on PU Learning and decline model
Honghong LI, Lihui ZHENG, Xueqian ZUO, [...], Tao QI, Siqi LI, Xinyi ZHAO, Majia ZHENG << Fewer
Published: 01 October 2025
2025, 10(5): 941-953
Exploration and practice of the digital twin construction for production in the “Deep Sea No. 1” intelligent gas field
Nannuo ZENG, Li LI, Jingsong LI, [...], Botao LIN, Yan JIN, Jing LI, Wei WANG, Qishuai YIN, Haitao ZHU << Fewer
Published: 01 October 2025
2025, 10(5): 954-966
Research on inter-well connectivity analysis method based on the fusion of numerical models and graph neural networks
Yulong ZHAO, Huilin LI, Xingjie ZENG, [...], Liehui ZHANG, Bo KANG, Meilin NI, Qingyu XIAO << Fewer
Published: 01 October 2025
2025, 10(5): 967-982
Reservoir production dynamics prediction using TPE-optimized spatio-temporal graph neural networks
Bowei ZHANG, Yuetian LIU, Jinjiang HUANG, [...], Liang XUE, Laiming SONG << Fewer
Published: 01 October 2025
2025, 10(5): 983-996
A methodology for predicting production dynamics of horizontal wells in bottom water reservoirs by integrating data-driven approaches with percolation mechanisms
Qingshuang JIN, Yongchao XUE, Ying ZHANG, [...], Xiaoqi LIU, Quan LI, Aile ZHENG << Fewer
Published: 01 October 2025
2025, 10(5): 997-1014
Intelligent warning model of CO2 gas channeling timing based on deep transfer learning strategy
Beichen ZHAO, Yuedong YAO, Jin SHU, [...], Xiaoqi YUAN, Jingyu HOU, Kexin YUE, Xin CHEN << Fewer
Published: 01 October 2025
2025, 10(5): 1015-1029
Research on rate of penetration prediction method integrating bit wear and pretraining mechanism
Han MENG, Zhenxin ZHANG, Xueyin HAN, [...], Botao LIN, Yan JIN << Fewer
Published: 01 October 2025
2025, 10(5): 1030-1046
Evaluation of single-well absolute open-flow potential in volcanic gas reservoir based on a physical-guided XGBoost algorithm
Zuoming YANG, Renbao ZHAO
Published: 01 October 2025
2025, 10(5): 1047-1055
A forecasting method for gas well production based on large language model (LLM)
Mengze CONG, Liang XUE, Jiangxia HAN, [...], Deyu MIAO, Yuetian LIU << Fewer
Published: 01 October 2025
2025, 10(5): 1056-1068
Reservoir geology question answering system based on GraphRAG
Zhaonian LIU, Bin JIANG, Ning WANG, [...], Han MENG, Weichong LI, Man JIANG, Yinliang SHI, Botao LIN, Yan JIN << Fewer
Published: 01 October 2025
2025, 10(5): 1069-1082
Multidimensional capability evaluation and intelligent transformation technical pathways of generative AI large models in oil and gas exploration and development: A case study by DeepSeek
Qian ZENG, Xiaobo LI, Xingbang LIU, [...], Minghao YANG, Yuetian LIU, Shiwei XIU << Fewer
Published: 01 October 2025
2025, 10(5): 1083-1098