吕文君  

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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,中国科学技术大学自动化系副研究员,中科大墨子杰出青年(一等资助),主攻可解释人工智能与地球科学交叉(XAI4GEO)研究方向。目前已在SCI期刊录用/发表学术论文30余篇,其中一作/通信论文26篇;授权发明专利30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;主持横纵项目/课题10余项。

项目组研究对象涉及大气圈、岩石圈、水圈和生物圈四大圈层,招收推免/统考硕士研究生,欢迎具有信息类、地学类、交叉类学科背景的本科生报考,一起“上天入地下水摸鱼”。

研究方向

n      手段:可解释人工智能、交互式机器学习、矩阵与张量分析、多尺度几何分析

n      目标:时空数据(测井、地震、重磁、光谱等)的处理、分析、解释与建模

n      应用:地震数据重构、三维地质建模、渔业调查、大气污染时空建模

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~墨子杰出青年特资津贴项目(一等资助), 2021.11-2024.10, 项目负责人.

[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~科技攻关项目, No. PE19008-8, 2019.07-2021.06, 外协负责人.

[F08]       中国石油化工股份有限公司胜利油田分公司~重点科技项目, No. YKJ2201, 2022.07-2023.06, 外协负责人.

[F09]       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.

[F10]       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课题, 2022.01-2022.12, 课题负责人.

[F11]       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课题, No. SKLTOF20200126, 课题负责人.

学术论文

[A01]       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.

[A02]       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.

[A03]       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.

[A04]       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 & Complexity, 35: 1637-1652, 2022.

[A05]       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.

[A06]       Ji Chang, Yu Kang*, Wei Xing Zheng, Yang Cao, Zerui Li, Wenjun Lv*, and Xing-Mou Wang, “Active domain adaptation with application to intelligent logging lithology identification,” IEEE Transactions on Cybernetics, 52(8): 8073-8087, 2022.

[A07]       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.

[A08]       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.

[A09]       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.

[A10]       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.

[A11]       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.

[A12]       Haining Liu, Yuping Wu, Yingchang Cao, Wenjun Lv*, Hongwei Han, Zerui Li, and Ji Chang, “Well logging based lithology identification model establishment under data drift: A transfer learning method,” Sensors, 20(13): 3643, 2020.

[A13]       Wenjun Lv, Yu Kang*, Yun-Bo Zhao, Yuping Wu, and 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.

[A14]       Wenjun Lv, Yu Kang*, Wei Xing Zheng, Yuping Wu, and 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.

[A15]       Wenjun Lv, Yu Kang*, and Yun-Bo Zhao, “FVC: A novel nonmagnetic compass,” IEEE Transactions on Industrial Electronics, 66(10): 7810-7820, 2019.

[A16]       Wenjun Lv, Yu Kang*, and Jiahu Qin, “FVO: Floor vision aided odometry,” Science China Information Sciences, 62(1): 012202, 2019.

[A17]       Wenjun Lv, Yu Kang*, and 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.

[A18]       Wenjun Lv, Yu Kang*, and Yun-Bo Zhao, “Self-tuning asynchronous filter for linear Gaussian system and applications,” IEEE/CAA Journal of Automatica Sinica, 5(6): 1054-1061, 2018.

[A19]       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.

[A20]       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, 录用.

知识产权

[P01]       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.

[P02]       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.

[P03]       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.

[P04]       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.

[P05]       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.

[P06]       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.

[P07]       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.

[P08]       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.

[P09]       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.

[P10]       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.

[P11]       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2021年安徽专利银奖、2022年国家专利优秀奖)

[P12]       吕文君, 康宇, 李泽瑞, 昌吉, 许婷, 李婧, “测井智能解释软件,” 计算机软件著作权, 2021SR0274000, 2021.

[P13]       吕文君, 康宇, 李泽瑞, “异步自适应抗差滤波软件,” 计算机软件著作权, 2021SR0448283, 2021.

[P14]       吕文君, 康宇, “动态系统状态与未知参数联合估计软件平台,” 计算机软件著作权, 2021SR0748677, 2021.

[P15]       吕文君, 韩宏伟, 康宇, 冯德永, 王兴谋, 刘海宁, 李泽瑞, 昌吉, “一种领域自适应学习芯片,” 集成电路布图设计, BS.215500571, 2021.

[P16]       吕文君, 康宇, 李泽瑞, 昌吉, “动态数据流在线分类芯片,” 集成电路布图设计, BS.195628446, 2019.