个人基本信息:
董少群,男,博士,副教授,硕士生导师。主要从事油气人工智能、应用统计、智能油藏描述研究。发表论文60余篇,其中第一或通讯作者26篇;以第一发明人申请国家发明专利14项,其中6项已授权;第一作者登记计算机软件著作权12项;合作出版专著、教材2部。任《Petroleum Science》,《International Journal of Coal Science & Technology》、《石油科学通报》、《东北石油大学学报》、《西安石油大学学报》等多个期刊青年编委,兼任AAPG、JGR: Solid Earth、《石油勘探与开发》等30余个期刊审稿人。主持国家自然科学基金青年科学基金项目1项、中国博士后科学基金特别资助项目1项、省部级揭榜挂帅项目1项、中石油及中石化科研项目4项,研究成果获教育部科技进步奖等省部级一等奖2项、省部级二等奖1项。
工作经历:
(1)2022.07-至今,中国石油大学(北京),理学院,副教授。
(2)2019.09-2022.07,中国石油大学(北京),理学院,讲师。
10篇代表论文:
[1] Fracture identification in reservoirs using well log data by window sliding recurrent neural network [J]. Geoenergy Science and Engineering. 2023, 230: 212165.
[2] How to improve machine learning models for lithofacies identification by practical and novel ensemble strategy and principles [J]. Petroleum Science. 2023, 20(2): 733-752.
[3] 致密碳酸盐岩储集层裂缝智能预测方法[J]. 石油勘探与开发. 2022, 49(6): 1179-1189.
An intelligent prediction method of fractures in tight carbonate reservoirs. Petroleum Exploration and Development. 2022, 49(6): 1364-1376.(双语刊发)
[4] A deep kernel method for lithofacies identification using conventional well logs [J]. Petroleum Science. 2023, 20(3): 1411-1428.
[5] Lithofacies identification in carbonate reservoirs by multiple kernel Fisher discriminant analysis using conventional well logs: A case study in A oilfield, Zagros Basin, Iraq[J]. Journal of Petroleum Science and Engineering. 2022, 210: 110081.
[6] Lithology identification using kernel Fisher discriminant analysis with well logs [J]. Journal of Petroleum Science and Engineering. 2016, 143: 95-102.
[7] Fracture identification by semi-supervised learning using conventional logs in tight sandstones of Ordos Basin, China[J]. Journal of Natural Gas Science and Engineering. 2020, 76: 103131.
[8] A fast method for fracture intersection detection in discrete fracture networks [J]. Computers and Geotechnics. 2018, 98: 205-216.
[9] A novel method for extracting information on pores from cast thin-section images [J]. Computers & Geosciences. 2019, 130: 69-83.
[10] Fracture identification in tight reservoirs by multiple kernel Fisher discriminant analysis using conventional logs. Interpretation. 2020, 8: SP215–SP225.
授课信息:
(1)油气人工智能基础及应用
(2)随机模拟
(3)概率统计基础