
個人基本信息:
董少群,男,博士(后),副教授,碩士生導師,博士生導師。主要從事油氣人工智能、應用統計、智能油藏描述研究。發表論文70余篇,其中第一或通訊作者32篇;以第一發明人申請國家發明專利14項,其中6項已授權;第一作者登記計算機軟件著作權12項;合作出版專著、教材2部。任《Petroleum Science》,《International Journal of Coal Science & Technology》、《石油科學通報》、《東北石油大學學報》、《西安石油大學學報》等多個期刊青年編委,兼任AAPG、JGR: Solid Earth、《石油勘探與開發》等30余個期刊審稿人。主持國家自然科學基金青年科學基金項目1項、中國博士后科學基金特別資助項目1項、省部級揭榜掛帥項目1項、中石油及中石化科研項目5項,研究成果獲教育部科技進步獎等省部級一等獎2項、省部級二等獎1項。
工作經歷:
(1)2022.07-至今,中國石油大學(北京),理學院,副教授。
(2)2019.09-2022.07,中國石油大學(北京),理學院,講師。
(3) 2017-2018,澳大利亞阿德萊德大學,訪問交流。
10篇代表論文:
[1] Semi-supervised neural network for complex lithofacies identification using well logs [J]. IEEE Transactions on Geoscience and Remote Sensing. 2024, 錄用待刊.
[2] A deep learning object detection method for fracture identification using conventional well logs [J]. IEEE Transactions on Geoscience and Remote Sensing. 2024,62:5920716.
[3] Fracture identification in shale reservoir using a deep learning method: Chang 7 reservoirs, Triassic Yanchang formation [J]. Geoenergy Science and Engineering. 2024,238:212853.
[4] Fracture identification in reservoirs using well log data by window sliding recurrent neural network [J]. Geoenergy Science and Engineering. 2023, 230: 212165.
[5] 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.
[6] A deep kernel method for lithofacies identification using conventional well logs [J]. Petroleum Science. 2023, 20(3): 1411-1428.
[7] 致密碳酸鹽巖儲集層裂縫智能預測方法[J]. 石油勘探與開發. 2022, 49(6): 1179-1189.
An intelligent prediction method of fractures in tight carbonate reservoirs. Petroleum Exploration and Development. 2022, 49(6): 1364-1376.(雙語刊發)
[8] 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.
[9] 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.
[10] A fast method for fracture intersection detection in discrete fracture networks [J]. Computers and Geotechnics. 2018, 98: 205-216.
授課信息:
(1)油氣人工智能基礎及應用
(2)隨機模擬
(3)概率統計基礎