吕文君  

电子邮箱:

办公地点:高新校区信息智能楼1006室

   

个人简介

吕文君,工学博士,中国农工民主党党员,中国科学技术大学自动化系副教授,中科大一等资助墨子杰出青年,国家基金委项目通信评审专家,安徽科技厅入库评审专家,主攻能源行业时空大数据分析及其应用。已在SCI期刊录用/发表学术论文30余篇,授权发明专利40余项,并以前三完成人获得中国专利奖等省部级科技奖励4项;作为负责人主持基金委/科技部/央国企等科研项目/课题/子课题10余项

项目组主攻面向能源行业(油气、电力、煤炭)的时空场/时空图数据的处理与解释、以及能源开发利用中的生态环境问题。

招收推免/统考硕士研究生,学术型为控制科学与工程,专业型为电子信息(计算机技术、控制工程),欢迎具有信息类、地学类、交叉类学科背景的本科生报考

2024年统考仍有名额。

当前主要研究方向:

1. 智能地学(偏研究):开展AI4GEO方面的研究,包括地质建模、大气建模。

2. 故障诊断(偏应用):基于声音、振动、图像等多源数据的故障诊断、异常识别。

3. 垂类大模型(偏应用):基于通用大模型开发垂类大模型。

科研项目:

[F01]    国家自然科学基金委员会~面上项目, No. 62273319, 2023.01-2026.12, 项目负责人.

[F02]    国家自然科学基金委员会~青年科学基金项目, No. 61903353, 2020.01-2022.12, 项目负责人.

[F03]    中华人民共和国科学技术部~重点研发计划专项课题, No. 2022YFB3206904, 2022.12-2025.11, 子课题负责人.

[F04]    中国科学技术大学~中央高校青年创新基金, No. WK2100000013, 2020.01-2021.12, 项目负责人.

[F05]    中国科学技术大学~雄鹰基金, No. XY2023X007, 2024.01-2024.12, 指导教师.

[F06]    中国科学技术大学先进技术研究院~应用型科技成果培育项目, No. RE00520002Y, 2021.01-2022.12, 项目负责人.

[F07]    中国石油化工股份有限公司胜利油田分公司物探研究院~企业委托科技项目, No. 30200020-19-ZC0607-0031, 2019.12-2021.06, 项目负责人.

[F08]    中国石油化工股份有限公司胜利油田分公司物探研究院~企业委托科技项目, No. 30200020-23-ZC0613-0024, 2023.07-2024.06, 项目负责人.

[F09]    中国石油化工股份有限公司胜利油田分公司物探研究院~企业委托科技项目, No. 30200020-22-ZC0613-0047, 2022.09-2023.10, 项目负责人.

[F10]    中国电子科技集团有限公司电子科学研究院~企业委托科技项目, No. WB-2023-0444, 2023.11-2024.1, 项目负责人.

[F11]    国网安徽省电力有限公司经济技术研究院~企业委托科技项目, No. SGAHJY00SJJS2310194, 2023.9-2024.10, 项目负责人.

[F12]    大唐环境产业集团股份有限公司~企业委托科技项目, DTEG-YJYKJ01-202401, 2023.12-2025.12, 项目负责人.

[F13]    安徽省教育厅~高校协同创新项目, No. GXXT-2021-010, 2021.07-2024.06, 课题负责人.

[F14]    中国科学院数学与系统科学研究院~中国科学院系统控制重点实验室开放基金, 2022.01-2022.12, 项目负责人.

[F15]    安徽农业大学~茶树生物学与资源利用国家重点实验室开放基金, No. SKLTOF20200126, 2021.01-2022.12, 项目负责人.

[F16]    华中科技大学~中国波兰测控技术一带一路联合实验室开放基金, No. MCT202301, 2023.01-2024.12, 项目负责人.

学术论文:

[A01]   Juncai Song, Xianhong Wu, Long Qian, Wenjun Lv, Xiaoxian Wang*, Siliang Lu*, “PMSLM eccentricity fault diagnosis based on deep feature fusion of stray magnetic field signals,” IEEE Transactions on Instrumentation and Measurement, 73: 3506012, 2024.

[A02]   Jun Song, Long-Yang Huang, Yugang Niu, Wenjun Lv*, “Event-triggered sliding mode control under partial model information: Design framework and experimental validation,” IEEE Transactions on Automation Science and Engineering, 2023.

[A03]   Ji Chang, Dongwei Zhang, Yuling Li, Wenjun Lv, Yitian Xiao*, “Physics-constrained sequence learning with attention mechanism for multi-horizon production forecasting,” Geoenergy Science and Engineering, 231: 212388, 2023.

[A04]   Quangang Shi, Hai Wang, Shuping He*, Vladimir Stojanovic*, Kaibo Shi, Wenjun Lv, “Extended state observer based fractional order sliding mode control for steer-by-wire system,” IET Control Theory & Applications, 2023.

[A05]   Jing Li, Ting Xu, Wenting Zhang, Haining Liu, Yu Kang, Wenjun Lv*, “A borehole porosity prediction method with focusing on local shape,” Geoenergy Science and Engineering, 228: 211933, 2023.

[A06]   Longxiang Sun, Zerui Li, Kun Li*, Haining Liu, Ge Liu, Wenjun Lv, “Cross-well lithology identification based on wavelet transform and adversarial learning,” Energies, 16(3): 1475, 2023.

[A07]   Yu Kang*, Yuxiao Yang, Cai Chen, Wenjun Lü, Yunbo Zhao, “Robust nonsingular fixed time terminal sliding mode control for atmospheric pollution detection lidar scanning mechanism,” Journal of Systems Science and Complexity, 36: 500-523, 2023.

[A08]   Yuping Wu, Yuxiao Yang, Wenjun Lv*, Ji Chang, Zerui Li, Deyong Feng, Ting Xu, Jing Li, “Robust unilateral alignment for subsurface lithofacies classification,” IEEE Transactions on Geoscience and Remote Sensing, 60: 4501913, 2022.

[A09]   Shuang Liu, Yuping Wu, Wenjun Lv*, Ji Chang, Zerui Li, Wenming Zhang, “Broad feature alignment for robotic ground classification in dynamic environment,” IEEE Transactions on Industrial Electronics, 69(3): 2697-2707, 2022.

[A10]   Yuping Wu, Wenjun Lv*, Zerui Li, Ji Chang, Xiaochuan Li, Shuang Liu, “Unsupervised domain adaptation for vibration-based robotic ground classification in dynamic environments,” Mechanical Systems and Signal Processing, 169: 108648, 2022.

[A11]   Jing Li, Lifang Wu, Wenjun Lü*, Ting Wang, Yu Kang, Deyong Feng, Hansheng Zhou, "Lithology classification based on set-valued identification method," Journal of Systems Science and Complexity, 35: 1637-1652, 2022.

[A12]   Ting Xu, Wenting Zhang, Jing Li, Haining Liu, Yu Kang, Wenjun Lv*, “Domain generalization using contrastive domain discrepancy optimization for interpretation-while-drilling,” Journal of Natural Gas Science and Engineering, 150: 104685, 2022.

[A13]   Ji Chang, Yu Kang*, Wei Xing Zheng, Yang Cao, Zerui Li, Wenjun Lv*, Xing-Mou Wang, “Active domain adaptation with application to intelligent logging lithology identification,” IEEE Transactions on Cybernetics, 52(8): 8073-8087, 2022.

[A14]   Ji Chang, Jing Li, Yu Kang*, Wenjun Lv*, Deyong Feng, Ting Xu, “SegLog: Geophysical logging segmentation network for lithofacies identification,” IEEE Transactions on Industrial Informatics, 18(9): 6089-6099, 2022.

[A15]   Jing Li, Ting Xu, Wenjun Lv*, Yu Kang*, Hongwei Han, “Automatic pre-identification of fault structural traps from graph view,” IEEE Geoscience and Remote Sensing Letters, 19: 8028605, 2022.

[A16]   Ting Xu, Ji Chang, Yu Kang*, Wenjun Lv*, Jing Li, Hongwei Han, Haining Liu, “Intelligent cross-well sandstone prediction based on convolutional neural network,” IEEE Geoscience and Remote Sensing Letters, 19: 8008605, 2022.

[A17]   Ji Chang, Yu Kang*, Zerui, Wei Xing Zheng, Wenjun Lv*, De-Yong Feng, “Cross-domain lithology identification using active learning and source reweighting,” IEEE Geoscience and Remote Sensing Letters,19: 8004805, 2022.

[A18]   Ji Chang, Jing Li, Yu Kang*, Wenjun Lv*, Ting Xu, Zerui Li, Wei Xing Zheng, Hongwei Han, Haining Liu, “Unsupervised domain adaptation using maximum mean discrepancy optimization for lithology identification,” Geophysics, 86(2): ID19-ID30, 2021.

[A19]   Zerui Li, Yuping Wu, Yu Kang, Wenjun Lv*, Deyong Feng, Chenhui Yuan, “Feature-depth smoothness based semi-supervised weighted extreme learning machine for lithology identification,” Journal of Natural Gas Science and Engineering, 96: 104306, 2021.

[A20]   Ting Xu, Ji Chang, Deyong Feng, Wenjun Lv*, Yu Kang*, Haining Liu, Jing Li, Zerui Li, “Evaluation of active learning algorithms for formation lithology identification,” Journal of Petroleum Science and Engineering, 206: 108999, 2021.

[A21]   Wenting Zhang, Jichen Wang, Kun Li, Haining Liu, Yu Kang, Yuping Wu, Wenjun Lv*, “Unilateral Alignment: An interpretable machine learning method for geophysical logs calibration,” Artificial Intelligence in Geosciences, 2: 192-201, 2021.

[A22]   Zerui Li, Yu Kang*, Wenjun Lv*, Yuping Wu, Cai Chen, Zhenyi Xu, “High-emitter identification model establishment using weighted extreme learning machine and active sampling,” Neurocomputing, 441: 79-91, 2021.

[A23]   Zerui Li, Yu Kang*, Wenjun Lv, Wei Xing Zheng, Xingmou Wang, “Interpretable semi-supervised classification method under multiple smoothness assumptions with application to lithology identification,” IEEE Geoscience and Remote Sensing Letters, 18(3): 386-390, 2021.

[A24]   Yu Kang, Zerui Li*, Wenjun Lv, Zhenyi Xu, Wei Xing Zheng, Ji Chang, “High-emitting vehicle identification by on-road emission remote sensing with scarce positive labels,” Atmospheric Environment, 244: 117877, 2021.

[A25]   Haining Liu, Yuping Wu, Yingchang Cao, Wenjun Lv*, Hongwei Han, Zerui Li, Ji Chang, “Well logging based lithology identification model establishment under data drift: A transfer learning method,” Sensors, 20(13): 3643, 2020.

[A26]   Zerui Li, Yu Kang*, Deyong Feng, Xing-Mou Wang, Wenjun Lv, Ji Chang, Wei Xing Zheng, “Semi-supervised learning for lithology identification using Laplacian support vector machine,” Journal of Petroleum Science and Engineering, 195: 107510, 2020.

[A27]   Wenjun Lv, Chenhui Yuan, Jichen Wang, Jianbing Zhu, Yu Kang, Ji Chang*, “LogRegX: An explainable regression network for cross-well geophysical logs generation,” IEEE Transactions on Instrumentation and Measurement, 72: 2508311, 2023.

[A28]   Wenjun Lv, Yu Kang*, Yun-Bo Zhao, Yuping Wu, Wei Xing Zheng, “A novel inertial-visual heading determination system for wheeled mobile robots,” IEEE Transactions on Control Systems Technology, 29(4): 1758-1765, 2021.

[A29]   Wenjun Lv, Yu Kang*, Wei Xing Zheng, Yuping Wu, Zerui Li, “Feature-temporal semi-supervised extreme learning machine for robotic terrain classification,” IEEE Transactions on Circuits and Systems II: Express Briefs, 67(12): 3567-3571, 2020.

[A30]   Wenjun Lv, Yu Kang*, Yun-Bo Zhao, “FVC: A novel nonmagnetic compass,” IEEE Transactions on Industrial Electronics, 66(10): 7810-7820, 2019.

[A31]   Wenjun Lv, Yu Kang*, Jiahu Qin, “FVO: Floor vision aided odometry,” Science China Information Sciences, 62(1): 012202, 2019.

[A32]   Wenjun Lv, Yu Kang*, Jiahu Qin, “Indoor localization for skid-steering mobile robot by fusing encoder, gyroscope, and magnetometer,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, 49(6): 1241-1253, 2019.

[A33]   Wenjun Lv, Yu Kang*, Yun-Bo Zhao, “Self-tuning asynchronous filter for linear Gaussian system and applications,” IEEE/CAA Journal of Automatica Sinica, 5(6): 1054-1061, 2018.

[A34]   朱世龙, 孙龙祥, 朱剑兵, 袁晨辉, 康宇, 吕文君*, “基于少量剖面标注的三维地质异常体识别方法研究,” 地球物理学报, 录用.

[A35]   张倩倩, 赵云波*, 吕文君, 陈谋, “面向人机序贯决策实现共享控制下的仲裁优化,” 中国科学:信息科学, 53(9): 1768-1783, 2023.

[A36]   孙龙祥, 韩宏伟, 冯德永, 刘海宁, 李泽瑞, 康宇, 吕文君*, “基于人工智能的测井地层划分方法研究现状与展望,” 油气地质与采收率, 30(3): 49-58, 2023.

[A37]   毕丽飞, 李泽瑞, 刘海宁, 李婧, 昌吉, 许婷, 吕文君*, “岩性预测的半监督学习算法研究,” 地球物理学进展, 36(2): 0540-0548, 2021.

发明专利:

[P01]   吕文君, 罗里恒, 康宇, 李鲲, “一种图像超分辨率方法”, 发明专利, ZL202311519153.2, 2024.

[P02]   吕文君, 康宇, 昌吉, 李泽瑞, 许婷, 李婧, 张文婷, “地球物理测井智能解释方法、系统及存储介质”, 发明专利, ZL202110662715.3, 2023.

[P03]   吕文君, 康宇, 张文婷, 李鲲, “不可通约测井曲线缺失段重构方法及存储介质,” 发明专利, ZL202211565103.3, 2023.

[P04]   吕文君, 康宇, 李鲲, “重磁图件补全与去噪同步处理方法及系统,” 发明专利, ZL202210701329.5, 2023.

[P05]   吕文君, 齐振宇, 张文婷, 康宇, 赵云波, “地震资料多尺度超分辨率与去噪同步处理方法及系统,” 发明专利, ZL202211586531.4, 2023.

[P06]   吕文君, 康宇, “类别比例引导的无监督领域适应建模方法、系统、设备及介质,” 发明专利, ZL202210425027.X, 2023.

[P07]   吕文君, 张文婷, 李鲲, 康宇, “地震解释模型构建方法、电子设备及可读存储介质,” 发明专利, ZL202310677544.0, 2023.

[P08]   吕文君, 张文婷, 康宇, 李鲲, 李泽瑞, “一种UA2FT半监督迁移学习建模方法、介质及设备,” 发明专利, ZL202310421764.7, 2023.

[P09]   吕文君, 张文婷, 康宇, 昌吉, 许婷, 李婧, 李泽瑞, “一种先验约束分类器调整方法、系统及可读存储介质,” 发明专利, ZL202110902981.9, 2023.

[P10]   吕文君, 张文婷, 康宇, 李鲲, 李泽瑞, “一种图像变化像素级检测方法与系统,” 发明专利, ZL202310358805.2, 2023.

[P11]   吕文君, 康宇, 李鲲, “测井解释基准模型构建方法、装置、设备及介质,” 发明专利, ZL202211442855.0, 2023.

[P12]   吕文君, 张文婷, 康宇, 昌吉, “一种有理式函数神经网络构建方法、系统及可读存储介质,” 发明专利, ZL202110687521.9, 2022.

[P13]   吕文君, 康宇, 李泽瑞, “可靠主动域适应方法、环境感知方法、装置及存储介质,” 发明专利, ZL202110150615.2, 2022.

[P14]   吕文君, 康宇, 昌吉, 许婷, 李婧, 李泽瑞, “一种主动学习样本选取方法、系统及计算机可读存储介质,” 发明专利, ZL202011003427.9, 2022.

[P15]   吕文君, 康宇, 李泽瑞, 昌吉, “一种具有可解释性的直推学习方法及系统,” 发明专利, ZL201910994868.0, 2021.

[P16]   吕文君, 康宇, 李泽瑞, 昌吉, “一种基于少量标注的野外机器人地面分类方法及系统,” 发明专利, ZL201910995967.0, 2020.

[P17]   康宇, 吕文君, 许镇义, 李泽瑞, 昌吉, “一种半监督图像分类方法及系统,” 发明专利, ZL201910995951.X, 2021.

[P18]   康宇, 吕文君, 李泽瑞, 昌吉, “一种基于时空连续性的扩展分类器,” 发明专利, ZL201811058620.5, 2021.

[P19]   康宇, 吕文君, 昌吉, 李泽瑞, “一种基于视觉的移动机器人地面分类方法,” 发明专利, ZL201810599988.6, 2019.

[P20]   康宇, 吕文君, 昌吉, 李泽瑞, “一种地形感知方法,” 发明专利, ZL201810600239.0, 2019.

[P21]   康宇, 吕文君, 刘骁, 胥琳静, “多车道机动车尾气PM2.5遥测装置,” 发明专利, ZL201310655684.4, 2016.

[P22]   康宇, 李泽瑞, 吕文君, “一种城市路网机动车尾气排放遥感监控系统,” 发明专利, ZL201611267865.X, 2016. (获得第八届安徽专利银奖、第二十三届中国专利优秀奖)