1991年9月–1996年6月 中国石油大学(北京),地球科学系地球物理专业,博士生
1986年9月–1991年7月 清华大学,自动化系,本科生
2006年-至今 清华大学自动化系,研究员
2000年-2006年 清华大学自动化系,副教授
2000年-2002年 Texas A&M University,博士后
1998年-2000年 清华大学自动化系,讲师
1996年-1998年 清华大学自动化系,博士后
SEG清华学生分会,指导教师
《石油地球物理勘探》编委
《石油物探》编委
[1] 信号处理及应用
地震信号处理;超声成像;生理信号处理
[2] 图象处理及应用
图象增强;图象重构;地震图象处理;工业机器视觉;医学图象处理;遥感图像处理
[3] 机器学习
地震数据挖掘;工件外观检测分类;遥感数据分析;医学图象分析
1. 海底地震与电磁同步探测系统关键技术及验证样机,国家自然科学基金国家重大科研仪器研制项目(部门推荐),42327901,参加,2024.1-2028.12.
2. 智慧油气田关键装备与软件—基于大模型的油气地质目标智能评价技术与软件,国家科技重大专项(2025ZD1401501),参加,2025-2029.
3. 2025年XX北区针对河道刻画的地震资料重处理研究,横向项目,负责,2025年10-2026年11月
4. 基于多任务学习的多物理场联合超分辨率方法模块加工测试,横向项目,负责,2025年10-2026年12月
5. 随钻方位电磁波测井智能正反演方法研究及井场岩石图像在线智能识别系统研制与应用,横向项目,负责,2024年11-2026年6月
6. 基于深度学习驱动的多次波衰减方法研究,横向项目,负责,2024年9-2025年9月
7. 基于机器视觉的纺织行业产品质量控制关键技术的研发,横向项目,负责,2023年10-2025年10月
8. 基于人工智能的多元信息相容性表达研究,国家重点研发计划课题,2018YFA0702501,负责2019年9月- 2024年8月
9. 基于闭环卷积神经网络的测井约束地震反演,自然科学基金面上项目,41974126,负责 2020年1月- 2023年12月
10. 便携式智能超声肝癌筛查技术,清华大学精准医学科研计划战略项目,2022ZLA005,负责,2022.9-2025.8
11. 人工智能辅助的重症超声对新冠肺炎及相关并发症诊疗系统的开发与应用,北京市自然基金面上项目,M21029,参加,2021年1月-2023年12月
12. 基于深度学习的重症超声辅助诊断系统,清华大学春风基金,2021Z99CFZ009,负责2021年9月- 2023年9月
13. 基于人工智能的压缩感知数据重构技术开发,横向项目,负责,2023年6-2025年5月
14. 基于参数智能优化的地震去噪方法研究,横向项目,负责,2023年6-2023年12月
15. 深层/超深层基于深度学习的信噪比保持振幅频率恢复技术研究,横向项目,负责,2022年9月-2024年8月
16. 基于闭环网络的智能波阻抗反演和建模技术,横向项目,负责,2022年9月-2023年8月
17. 基于空间模式学习的页岩油储层反演技术研究,横向项目,负责,2022年10月-2023年9月
18. GeoEast软件平台快速、鲁棒曲波域多次波自适应相减技术合作技术开发及委托销售协议,横向合作项目 负责 2021年11月-2022年12月
19. 绕射多次波衰减技术研究,横向合作项目 负责 2021年3月-2022年3月
20. 基于深度学习的孢粉化石和介形类化石智能识别系统开发服务,横向合作项目 负责 2020年12月-2022年6月
21. 形态约束联合反演面波分离技术,横向合作项目 负责 2021年5月-2021年10月
22. 智能叠前线性噪音压制技术研究,横向合作项目 负责 2020年11月-2021年3月
23. 地震数据弱信号增强技术测试,横向合作项目 负责 2020年7-2020年12月
24. 塔西南前寒武系地层深层弱信号提取与多次波自适应相减,横向合作项目 负责 2019年12月-2020年11月
25. 面向地震波阻抗反演的深度学习建模,横向合作项目 负责 2019年7-2020年7月
26. 模糊区特定类型干扰波压制方法研究,横向合作项目 负责 2019年7月-2020年5月
27. 鲁棒的地震数据匹配滤波算法,横向合作项目 负责 2018年12月-2019年3月
28. 基于机器学习的去噪核心算法研究,横向合作项目 负责 2018年8月-2019年7月
29. 基于深度学习的缝洞型油藏描述方法研究,横向合作项目 负责 2018年6月-2019年7月
30. 一种自适应数据驱动的时空域地震数据鬼波压制方法,自然科学基金面上项目,负责 2017年1月- 2020年12月
31. 抗噪、抗假频叠前地震数据插值方法研究,自然科学基金青年项目,参加 2017年1月- 2018年12月
32. 临兴区块致密砂岩气地球物理勘探关键技术研究-致密砂岩气藏地震关键处理技术研发,横向合作项目 负责 2016年8月-2017年8月
33. 基于图像分割的沉积微相自动划分研究,横向合作项目 负责 2016年7月-2017年7月
34. RTM偏移成像的噪音压制技术,横向合作项目 负责 2016年7月-2017年7月
35. 高精度参数辨识噪声压制及弱信号增强技术,国家科技重大专项项目子课题 负责 2016年1月- 2020年12月
36. 倾斜电缆子波处理及拓频研究 ,横向合作项目 负责 2014年7月-2015年7月
37. 基于散射波分离成像技术 横向合作项目 负责 2014年1月-2015年1月
38. 基于时频分析和模式识别的地震属性提取和分析技术 横向合作项目 负责 2013年12月-2015年5月
39. 拖缆双检波场分离技术 横向合作项目 负责 2011年6月-2011年12月
40. 鲁棒的地震资料及属性增强技术体系完善与应用 国家科技重大专项项目子课题 负责 2011年1月-2015年12月
41. 基于现代信息处理技术的地震属性分析 横向合作项目 负责 2011年1月-2011年12月
42. 海洋震源子波鬼波压制技术研究 横向合作项目 负责 2010年4月-2011年3月
43. 基于卷积信号盲分离的多次波自适应相减技术 自然科学基金面上 负责 2009年1月-2009年12月
44. 基于现代信号处理的地震资料及属性增强技术 国家科技重大专项子课题 负责 2008年1月-2010年12月
45. 利用独立分量分析方法自适应减去多次波技术研究 横向合作 负责 2007年11月-2008年4月
46. 盲地震信号处理技术 863 负责 2006年12月-2010年12月
47. 深水海域地震资料处理技术 863 负责 2006年12月-2010年12月
48. 基于时频分析的剩余动校正量估计和消除技术 横向合作 负责 2006年8月-2006年12月
49. 自动异纤分拣仪的视频检测及控制系统研究 横向合作 负责 2006年6月-2007年6月
50. 超分辨率地震信号处理方法研究 横向合作 负责 2006年1月-2007年12月
51. 基于盲信号分离的多次波压制技术 国家自然科学基金面上 负责 2004年12月-2007年12月
52. 基于高阶统计量的地震成像技术研究 横向合作 负责 2003年9月-2005年12月
53. 隐蔽圈闭的地质—地球物理精确预测和描述 国家科技攻关 负责 2003年1月-2005年12月
54.济阳坳陷复杂隐蔽油气藏地质评价和勘探关键技术研究 国家科技攻关 负责 2000年1月-2003年12月
郑晓东、陆文凯、杨 昊、李 萌、 李艳东、孙夕平、李劲松、李凌高、 张 昕、于永才、隋京坤、胡莲莲、 魏 超、晏信飞、葛 强: 人工智能地震储层预测技术及应用, 中国石油和化工自动化行业科学技术奖,科技进步一等奖(2020年)。第二单位,第二完成人。
期刊:
1.X. Duan, W. Lu, W. Cai, F. Tong, Y. Mao and W. Xu, "Improving Fabric Defect Classification via Automatic Mining and Leveraging of Category Hierarchy," in IEEE Transactions on Instrumentation and Measurement, vol. 75, pp. 1-15, 2026, Art no. 2507715
2.C. Song, W. Lu, S. Ye, W. Yao and X. Zhang, "Multimodal Geophysics-Informed Neural Network for Joint Inversion of Seismic Electromagnetic and Well-logging," in IEEE Transactions on Geoscience and Remote Sensing, vol. 64, pp. 1-13, 2026, Art no. 5906613
3.Wang, Y., Jia, Z., Jiang, B., & Lu, W. (2026). Space correlation constrained physics informed neural network for seismic tomography. Journal of Geophysical Research: Machine Learning and Computation, 3, e2025JH000855.
4.Yin-Shuo Li, Wen-Kai Lu, Xiao-Gang Huang, Ji-Cai Ding, Cao Song, Physics-informed neural network for reconstruction of seismic data under compressed sensing sampling, Petroleum Science, 2026, ISSN 1995-8226.
5.G. Lou, W. Lu,et al., "SE(2)-MambaLoc: Regression-Based LiDAR Localization via SE(2)-Equivariant Feature Learning and Mamba Diffusion," in IEEE Sensors Journal, vol. 26, no. 4, pp. 6464-6477, 15 Feb.15, 2026
6.Y. Li, Z. Jia, W. Lu and C. Song, "Physics-Inspired Neural Network for Joint Inversion of Multialtitude 3-D Gravity and Vertical Gradient," in IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-14, 2025, Art no. 5919914
7.W. Cao, W. Lu and Y. Li, "Semi-Supervised W-KAN for Regularly Missing Seismic Data Reconstruction," in IEEE Geoscience and Remote Sensing Letters, vol. 22, pp. 1-5, 2025, Art no. 7507405
8.Z. Yao, W. Lu, W. Geng and J. Wang, "Physics-Constrained Automated Well-to-Seismic Tie Based on Time-Frequency Key Feature Point Matching," in IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-14, 2025, Art no. 5915614
9.宋操 , 陆文凯 , 耿伟恒 , 段旭东 , 王钰清 , 王琦 , 马绮铭 , 李尹硕. 基于物理信息神经网络的地震波阻抗反演方法综述. 石油物探. 2025, 64(4): 595-621
10.Y. Ao, F. Tian, W. Lu and B. Jiang, "Improving Logging-While-Drilling Azimuthal Imaging With Deep Learning Super-Resolution," in IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025, Art no. 4500415, doi: 10.1109/TGRS.2024.3513640.
11.L. Fan, W. Lu and Y. Wang, "LSCMNet: A Lightweight Segmentation Network Based on Co-Occurring Matrix for Seismic Image," in IEEE Geoscience and Remote Sensing Letters, vol. 22, pp. 1-5, 2025, Art no. 7502905, doi: 10.1109/LGRS.2025.3528036.
12.Geng W, Lu W, Li J, et al. Multi-Trace Seismic Impedance Inversion with Structure-oriented Minimum Entropy Stabilizer[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-13.
13.Geng W, Lu W, Li J, et al. Joint PP and PS AVA Inversion Using An Acceleration Algorithm and A Multi-Trace Strategy[J]. Journal of Geophysics and Engineering, 2024, 21(6): 1726-1747.
14.Wang Y, Cao W, Geng W, et al. Physics-Driven Neural Network for Interval Q Inversion[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-13.
15.Yao Z, Li Y, Geng W, et al. SeisLFMFlow: Seismic Common Image Gathers Enhancement Using Self-Supervised Optical Flow Estimation Based on Local Feature Matching[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-12.
16.C. Song, M. Lu, W. Lu, W. Geng and Y. Li, "Evolution Inversion: Co-Evolution of Model and Data for Seismic Reservoir Parameters Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-18, 2024, Art no. 5923718.
17.Yong-Hao Wang, Wen-Kai Lu, Song-Bai Jin, Yang Li, Yu-Xuan Li, Xiao-Feng Gu, Automatic velocity picking based on optimal key points tracking algorithm, Petroleum Science, Volume 21, Issue 2, 2024, Pages 903-917
18.W. Cao, W. Lu, Y. Shi, Y. Li, Y. Wang and S. Li, "Dual-Attention-Based Wavelet Integrated CNN Constrained via Stochastic Structural Similarity for Seismic Data Reconstruction," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024, Art no. 5919015, doi: 10.1109/TGRS.2024.3416353.
19.Y. Li, W. Cao, W. Lu, X. Huang, J. Ding and C. Song, "Reconstruct 3-D Seismic Data With Randomly Missing Traces via Fast Self-Supervised Deep Learning," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-14, 2024, Art no. 5915814, doi: 10.1109/TGRS.2024.3401130.
20.J. Luo, X. Gu, W. Lu and Y. Li, "Seismic Stratigraphic Interpretation Based on Unsupervised Validation and Spectral Clustering Sampling," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 7674-7683, 2024, doi: 10.1109/JSTARS.2024.3381454.
21.Y. Wang, Z. Jia and W. Lu, "SEMI Net: Seismic-Electromagnetic Joint Inversion Network," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024, Art no. 5906615
22.Y. Li, Z. Jia, W. Lu and C. Song, "Self-Supervised Knowledge-Driven Method for 3-D Magnetic Inversion," in IEEE Geoscience and Remote Sensing Letters, vol. 21, pp. 1-5, 2024, Art no. 3000805
23.Z. Jia, Y. Wang, Y. Li, C. Xu, X. Wang and W. Lu, "Magnetotelluric Closed-Loop Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11, 2023, Art no. 5923511, doi: 10.1109/TGRS.2023.3335128.
24.X. Tian, Y. Ao, Y. Li and W. Lu, "A Ground-Roll Separation Method Based on Neural Networks With Morphological Similarity Loss," in IEEE Geoscience and Remote Sensing Letters, vol. 20, pp. 1-5, 2023, Art no. 7505805, doi: 10.1109/LGRS.2023.3317528.
25.C. Song et al., "Spatial Pattern Learning: Dip Structure Constraint Multi-View Convolutional Neural Network for Pre-Stacked Seismic Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-16, 2023, Art no. 5917116, doi: 10.1109/TGRS.2023.3307897.
26.X. Gu, W. Lu, Y. Li and Y. Wang, "Semi-Supervised Seismic Stratigraphic Interpretation Constrained by Spatial Structure," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-10, 2023, Art no. 5912710.
27.X. Gu, W. Lu, Y. Ao, Y. Li and C. Song, "Seismic Stratigraphic Interpretation Based on Deep Active Learning," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11, 2023, Art no. 5912511.
28.Y. Wang, W. Lu and Y. Li, "A Self-Adaptive Antialiasing Framework for Seismic Data Interpolation," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-12, 2023, Art no. 5909312.
29.Jia, Zhuo, Li, Yinshuo, Wang, Yonghao, Li, Yang, Jin, Songbai, Li, Yuxuan and Lu, Wenkai, "Deep Learning for 3-D Magnetic Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-10, 2023, Art no. 5905410.
30.Li, Yuxuan, Wenkai Lu et al. "LVSnake: Accurate and Robust Left Ventricle Contour Localization for Myocardial Infarction Detection" Biomedical Signal Processing and Control 85 (2023): 105076.
31.P. Monkam, S. Jin and W. Lu, "Annotation Cost Minimization for Ultrasound Image Segmentation Using Cross-Domain Transfer Learning," in IEEE Journal of Biomedical and Health Informatics, vol. 27, no. 4, pp. 2015-2025, April 2023.Y.
32.Wang, B. Jiang, Z. Wei and W. Lu, "Deep Velocity Generator: A Plug-In Network for FWI Enhancement," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-17, 2023, Art no. 5904217, doi: 10.1109/TGRS.2023.3247880.
33.X. Tian et al., "Improved seismic residual diffracted multiple suppression method based on object detection and image segmentation," in IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2023.3234568.
34.C. Song, M. Lu, Y. Wang and W. Lu, "A Dynamic Time Warping Loss-Based Closed-Loop CNN for Seismic Impedance Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-13, 2022, Art no. 5925313, doi: 10.1109/TGRS.2022.3229276.
35.Y. Li, Z. Jia and W. Lu, "Self-Supervised Deep Learning for 3D Gravity Inversion," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-11, 2022, Art no. 5924311, doi: 10.1109/TGRS.2022.3225449.
36.Patrice Monkam, Wenkai Lu, Songbai Jin, Wenjun Shan, Jing Wu, Xiang Zhou, Bo Tang, Hua Zhao, Hongmin Zhang, Xin Ding, Huan Chen, Longxiang Su, US-Net: A lightweight network for simultaneous speckle suppression and texture enhancement in ultrasound images, Computers in Biology and Medicine, Vol. 149, 2022, 106385, ISSN 0010-4825.
37.姜博午,刘金朋,陆文凯.基于伪地震数据模式学习的多次波自适应相减方法[J].石油物探,2022,61(03):423-432+443.
38.Q. Wang, Y. Wang, Y. Ao and W. Lu, "Seismic Inversion Based on 2D-CNNs and Domain Adaption," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022, Art no. 5921512, doi: 10.1109/TGRS.2022.3213337.
39.Jianhua Xu, Wenkai Lu, Jun Li, Hongli Yuan, Dependency maximization forward feature selection algorithms based on normalized cross-covariance operator and its approximated form for high-dimensional data, Information Sciences, Volume 617, 2022, Pages 416-434.
40.Patrice Monkam, Songbai Jin, Wenkai Lu, An efficient annotated data generation method for echocardiographic image segmentation, Computers in Biology and Medicine, Vol. 149, 2022, 106090, ISSN 0010-4825, https://doi.org/10.1016/j.compbiomed.2022.106090.
41.C. Song, W. Lu, Y. Wang, S. Jin, J. Tang and L. Chen, "Reservoir Prediction Based on Closed-Loop CNN and Virtual Well-Logging Labels," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022, Art no. 5919912, doi: 10.1109/TGRS.2022.3205301.
42.Z. Jia, Y. Li, W. Lu, L. Zhang and P. Monkam, "EMRNet: End-to-End Electrical Model Restoration Network," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022, Art no. 5917912, doi: 10.1109/TGRS.2022.3193297.
43.Qiang Ge, Hong Cao, Zhifang Yang, Xiaoming Li, Xinfei Yan, Xin Zhang, Yuqing Wang, Wenkai Lu, High-resolution seismic impedance inversion integrating the closed-loop convolutional neural network and geostatistics: an application to the thin interbedded reservoir, Journal of Geophysics and Engineering, Volume 19, Issue 3, June 2022, Pages 550–561, https://doi.org/10.1093/jge/gxac035.
44.Q. Ma, Y. Wang, Y. Ao, Q. Wang and W. Lu, "UB-Net: Improved Seismic Inversion Based on Uncertainty Backpropagation," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-11, 2022, Art no. 5915211, doi: 10.1109/TGRS.2022.3174911.
45.Y. Chung, W. Lu and X. Tian, "Data Cleansing for Salt Dome Dataset With Noise Robust Network on Segmentation Task," in IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 8027805, doi: 10.1109/LGRS.2022.3170497.
46.Yile Ao, Wenkai Lu, Qiuyuan Hou, Bowu Jiang, Sequence-to-sequence borehole formation property prediction via multi-task deep networks with sparse core calibration, Journal of Petroleum Science and Engineering, 2022, vol 208, Part D,109637.
47.Bowu Jiang, Jiangjie Zhang, Hao Zhang, and Wenkai Lu. Fast least squares prestack time migration via accelerating the explicit numerical computation of the Hessian with dip-angle Fresnel zone. Petroleum Science. 2022, vol 19, no 3, pp. 1031-1047.
48.Y. Wang, Q. Wang, W. Lu, Q. Ge and X. Yan, "Seismic impedance inversion based on cycle-consistent generative adversarial network, " Petroleum Science, 2022, vol 19, no 1, pp. 147-161. https://doi.org/10.1016/j.petsci.2021.09.038.
49.J. Wang, W. Lu and Y. Li, "A Multitask Learning-Based Dynamic Wavelet Amplitude Spectra Extraction Method and Its Application in Q Estimation," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-10, 2022, Art no. 5905310, doi: 10.1109/TGRS.2021.3086266.
50.Y. Li, J. Song, W. Lu, P. Monkam and Y. Ao, "Super-Resolution of Seismic Velocity Model Guided by Seismic Data," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022, Art no. 5903912, doi: 10.1109/TGRS.2021.3075622.
51.Y. Wang, Q. Wang, W. Lu and H. Li, "Physics-Constrained Seismic Impedance Inversion Based on Deep Learning," in IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 7503305, doi: 10.1109/LGRS.2021.3072132.
52.Y. Ao, W. Lu, P. Xu and B. Jiang, "Seismic Dip Estimation With a Domain Knowledge Constrained Transfer Learning Approach," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-16, 2022, Art no. 4501216, doi: 10.1109/TGRS.2021.3061438.
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54.P. Monkam, J. Wu, W. Lu, W. Shan, H. Chen and Y. Zhai, "EasySpec: Automatic Specular Reflection Detection and Suppression From Endoscopic Images," in IEEE Transactions on Computational Imaging, vol. 7, pp. 1031-1043, 2021, doi: 10.1109/TCI.2021.3112117.
55.Y. Ao, W. Lu, Q. Hou and B. Jiang, "Synthesize Nuclear Magnetic Resonance T2 Spectrum From Conventional Logging Responses With Spectrum Regression Forest," in IEEE Geoscience and Remote Sensing Letters, 18(10), pp. 1726-1730, Oct. 2021, doi: 10.1109/LGRS.2020.3008183.
56.Z. Jia and W. Lu, "An End-to-End Hyperspectral Image Classification Method Using Deep Convolutional Neural Network With Spatial Constraint," in IEEE Geoscience and Remote Sensing Letters, 18(10), pp. 1786-1790, Oct. 2021, doi: 10.1109/LGRS.2020.3008051.
57.Yile Ao, Wenkai Lu, Bowu Jiang, Patrice Monkam, Seismic Structural Curvature Volume Extraction with Convolutional Neural Networks[J]. IEEE Transactions on Geoscience and Remote Sensing, 59(5), 7370-7384, DOI: 10.1109/TGRS.2020.3042098, 2021.
58.Yinshuo Li, Jianyong Song, Wenkai Lu, Patrice Monkam, and Yile Ao. 2021, Multi-Task Learning for Super-Resolution of Seismic Velocity Model[J]. IEEE Transactions on Geoscience and Remote Sensing, 59(5), 8022-8033, Doi. 10.1109/TGRS.2020.3034502, 2021.
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60.P. Xu, W. Lu and B. Wang,"Seismic Interference Noise Attenuation by Convolutional Neural Network Based on Training Data Generation," in IEEE Geoscience and Remote Sensing Letters, vol. 18, no. 4, pp. 741-745, doi: 10.1109/LGRS.2020.2982323, 2021.
61.B. Jiang and W. Lu, "Primal-Dual Optimization Strategy With Total Variation Regularization for Prestack Seismic Image Deblurring," in IEEE Transactions on Geoscience and Remote Sensing, 59(1), 884-893, Doi: 10.1109/TGRS.2020.2997735, 2021.
62.Bowu Jiang, and Wenkai Lu, 2020, "Adaptive multiple subtraction using a hybrid L2-L1 pattern-learning approach," GEOPHYSICS, 85(6), V443-V456.
63.Jia Z. and Lu W., 2020, Blind Separation of Ground-roll Using Inter-band Morphological Similarity and Pattern Coding [J]. IEEE Transactions on Geoscience and Remote Sensing, ,58(10), 7166-7177.
64.Wang Y., Ge Q., Lu W. and Yan X., 2020, "Well-Logging Constrained Seismic Inversion Based on Closed-Loop Convolutional Neural Network," in IEEE Transactions on Geoscience and Remote Sensing, 58(8), 5564-5574.
65.Wang B., Zhang N., Lu W., Geng J., and Huang X., 2020. Intelligent missing shots reconstruction by using the spatial reciprocity of the Green function based on deep learning, IEEE Transactions on Geoscience and Remote Sensing, 58(3), 1587-1597.
66.Wang, B., Zhang, Y., Lu, W., & Geng, J. (2019). A Robust and Efficient Sparse Time-Invariant Radon Transform in the Mixed Time-Frequency Domain. IEEE Transactions on Geoscience and Remote Sensing,57(10),7558-7566.
67.Jia Z, Lu W. (2019). CNN-Based Ringing Effect Attenuation of Vibroseis Data for First-Break Picking[J]. IEEE Geoscience and Remote Sensing Letters, 16(8),1319-1323.
68.Xu P, Lu W, Wang B. (2019). Automatic Source Localization and Attenuation of Seismic Interference Noise Using Density-Based Clustering Method[J]. IEEE Transactions on Geoscience and Remote Sensing, 57(7),4612-4623.
69.Xu, P., Lu, W., & Wang, B. (2019). A semi-supervised learning framework for gas chimney detection based on sparse autoencoder and TSVM. Journal of Geophysics and Engineering, 16(1),52-61.
70.Wang, B., Zhang, Y., Lu, W., & Xu P. (2019). Automatic detection and attenuation of the external source interference noise by using a time-invariant hyperbolic Radon transform. Journal of Geophysics and Engineering,16(3),585-598.
71.Wang, B., Zhang, N., Lu, W., & Wang, J. (2019). Deep-learning-based seismic data interpolation: A preliminary result. Geophysics, 84(1), V11-V20.
72.王钰清, 陆文凯, 刘金林 等. (2019). 基于数据增广和CNN的地震随机噪声压制. 地球物理学报,62(1): 421-433.
73.王本锋,陆文凯,陈小宏,王志凯,2018,基于3D Curvelet变换的频率域高效地震数据插值方法研究:石油物探. 57(1): 65-71.
74.Wang J, Lu W, Liu L., Wang B. (2018). Enhancement of Deghosted Seismic Data Based on Spectra Reconstruction[J]. IEEE Geoscience and Remote Sensing Letters, 15(12), 1827-1831.
75.Wang B, Lu W. (2018). An Efficient Amplitude-Preserving Generalized S Transform and Its Application in Seismic Data Attenuation Compensation[J]. IEEE Transactions on Geoscience and Remote Sensing, 56(2), 859-866.
76.Liu, J., Dai, X., Gan, L., Liu, L., & Lu, W. (2018). Supervised seismic facies analysis based on image segmentation. Geophysics, 83(2), O25-O30.
77.Wang, B., & Lu, W. (2017). Accurate and efficient seismic data interpolation in the principal frequency wavenumber domain. Journal of Geophysics and Engineering, 14(6), 1475.
78.Wang Y, Lu W, Wang B, et al. Extraction of strong beadlike-reflections for carbonate-karst reservoir using tensor-based adaptive mathematical morphology[J]. Journal of Geophysics and Engineering, 2017.
79.Wang Y, Lu W, Wang B. An Events Rearrangement Strategy-Based Robust Principle Component Analysis[J]. IEEE Geoscience and Remote Sensing Letters, 2017, 14(6): 881-885.
80.Wang B, Jakobsen M, Wu R S, et al. Accurate and efficient velocity estimation using Transmission matrix formalism based on the domain decomposition method[J]. Inverse Problems, 2017, 33(3): 035002.
81.Liu J, Lu W, Zhang Y. Adaptive Multiple Subtraction Based on Sparse Coding[J]. IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(3): 1318-1324.
82.Lu, W., Xu, Z., Fang, Z., Wang, R., & Yan, C. (2017). Receiver deghosting in the tx domain based on super-Gaussianity. Journal of Applied Geophysics, 136, 134-141.
83.Wang Y, Lu W, Wang B, et al. A robust polynomial principal component analysis for seismic noise attenuation[J]. Journal of Geophysics and Engineering, 2016, 13(6): 1002.
84.Wang, Y., & Lu, W. (2016). Discontinuity enhancement based on time-variant seismic image deblurring. Journal of Applied Geophysics, 135, 155-162.
85.陈鼎新, 陆文凯, 刘代志. 向量距离中角度信息对时空 Kriging 的影响[J]. 清华大学学报 (自然科学版), 2016, 65(5): 553-557.
86.王本锋, 吴如山, 陈小宏, 陆文凯. 基于T-matrix的非线性参数估计方法[J]. 地球物理学报, 2016, 59(6).
87.Zhang P, Lu W. Automatic time-domain velocity estimation based on an accelerated clustering method[J]. Geophysics, 2016, 81(4): U13-U23.
88.Liu J L., Lu W K. A Probabilistic Framework for Spectral-Spatial Classification of Hyperspectral Images. Geoscience and Remote Sensing, IEEE Transactions on, 2016,54(9),5375-5384.
89.Liu, Lei, Lu, Wenkai, Adaptive f-k deghosting method based on non-gaussianity, Journal of Applied Geophysics, 2016, 127, 14-22.
90.Li Z X, Li Z C, Lu W K. Multichannel predictive deconvolution based on the fast iterative shrinkage-thresholding algorithm[J]. Geophysics, 2016, 81(1): V17-V30.
91.Liu J, Lu W. Adaptive multiple subtraction based on multiband pattern coding[J]. Geophysics, 2016, 81(1): V69-V78
92.Zhang P, Lu W, Zhang Y. Velocity analysis with local event slopes related probability density function[J]. Journal of Applied Geophysics, 2015, 123: 177-187.
93.Liu L, Lu WK, A Fast L1 Linear Estimator and its Application on Predictive Deconvolution, IEEE Geoscience and Remote Sensing Letters, 2015,12(5),1056-1060.
94.Zhou, JiaXiong ,Lu, Wenkai ,He, Jianwei,Liu, Bing,Ren, Tin,A data-dependent Fourier filter based on image segmentation for random seismic noise attenuation,Journal of Applied Geophysics,2015,114:224-231.
95.Wang, Yuchen ,Lu, Wenkai ,Zhang, Peng,An improved coherence algorithm with robust local slope estimation,Journal of Applied Geophysics,2015,114:146-157.
96.Zhang YQ, Lu WK, (2014),2D and 3D prestack seismic data regularization using an accelerated sparse time-invariant Radon transform, Geophysics, 79(5), V165-V177.
97.Hu CH, Lu WK, (2014), A hybrid method for strong low-frequency noise suppression in prestack seismic data, Journal of Applied Geophysics, 108, 78-89.
98.Li ZX, Lu WK, (2014), Demultiple strategy combining Radon filtering and Radon domain adaptive multiple subtraction , Journal of Applied Geophysics, 103, 1-11.
99.Lu WK, Zhang YQ, Zhen BR,2014, Automatic source localization of diffracted seismic noise in shallow water, Geophysics, 79(2), V23-V31.
100.Li FY, Lu WK, 2014, Coherence attribute at different spectral scales, Interpretation, 2(1), SA99-SA106.
101.He JW, Lu WK, Li ZX, 2013, An adaptive over/under data combination method, Applied geophysics, 10(4), 469-476.
102.Li ZX, Lu WK, (2013), Adaptive multiple subtraction based on 3D blind separation of convolved mixtures , GEOPHYSICS, 78(6),P251-P266.
103.Chen, Z., Fomel, S., and Lu, W. (2013). ” Omnidirectional plane-wave destruction.” GEOPHYSICS, 78(5), V171–V179.
104.Hu C., Tu N., and Lu W., 2013, Seismic attenuation estimation using an improved frequency shift method, IEEE Geoscience and Remote Sensing Letters , 10(5),1026-1030.
105.Lu W.,2013, "An accelerated sparse time-invariant Radon transform in the mixed frequency-time domain based on iterative 2D model shrinkage." GEOPHYSICS, 78(4), V147–V155.
106.李钟晓,陆文凯,王季.基于地震图像校准的共成像点道集增强技术.地球物理学报,2013,56(5),1592-1608.
107.Lu, W. and Li, F. (2013)."Seismic spectral decomposition using deconvolutive short-time Fourier transform spectrogram." GEOPHYSICS, 78(2), V43–V51.
108.Lu, W. and Zhang, C. (2013). ”Robust estimation of instantaneous phase using a time-frequency adaptive filter.” GEOPHYSICS, 78(1), O1–O7.
109.Chen, Z., Fomel, S., and Lu, W. (2013). ”Accelerated plane-wave destruction.” GEOPHYSICS, 78(1), V1–V9.
110.张长开,姜秀娣,朱振宇,印海燕,陆文凯,基于支持向量机的属性优选和储层预测,石油地球物理勘探,2012,47(2),282-285。
111.李钟晓,陆文凯,庞廷华,王季,基于多道卷积信号盲分离的多次波自适应相减方法,地球物理学报,2012,55(4),1325-1334。
112.陆艳洪,陆文凯,翟正军,一种边缘保持的地震数据插值方法,地球物理学报,2012,55(3),991-997。
113.魏海涛,陆文凯,郑晓东,基于F-X域预测和全变分的串行滤波器,石油地球物理勘探,2011,46(5),700-704。
114.陆文凯,基于L_1范数多项式拟合的多次波消除方法,石油地球物理勘探,2011,46(3),386-389。
115.陆文凯,基于离散余弦变换的地震随机噪声压制技术,石油地球物理勘探,2011,46(2),202-206。
116.Tu N. , Lu WK, Improve Q estimates with spectrum correction based on seismic wavelet estimation, Applied geophysics, 2010,7(3),p217-228
117.Wang J., Lu W., Coherence cube enhancement based on local histogram specification, Applied geophysics, 2010,7(3),p249-256
118.王季,陆文凯, 线阵相机场曲复原及在异纤检测中的应用, 光学精密工程,2010, 18(9), 2116-2122。
119.Lu WK, Liu L., Adaptive multiple subtraction based on constrained independent component analysis, Geophysics, 2009, 74(1), pp. V1-7.
120.Lu WK, Zhang Q., Deconvolutive short-time Fourier transform spectrogram, IEEE signal processing letters, 2009, 16(7), pp.576-579.
121.Pang T., Lu W., Adaptive multiple subtraction using a constrained L-1-norm method with lateral continuity, Applied geophysics, 2009,6(3),p241-247
122.Lu YH, Lu WK, An edge-preserving polynomial fitting method for random seismic noise suppression, Geophysics , 2009, 74(4), V69-73
123.薛亚茹,陈小宏,陆文凯,压制多次波的正交多项式谱减法,地球物理学报,2009, Vol. 52, No. 3, pp 817-823.
124.薛亚茹,陆文凯,陈小宏,黄饶,马继涛,基于正交多项式变换的CMP动校正道集随机噪声压制,地球物理学进展,2009, Vol. 24, No. 1, pp 159-163.
125.Liu J., Lu WK, An improved predictive deconvolution based on maximization of non-Gaussianity, Applied Geophysics, 2008, 5(3), pp. 189-196.
126.薛亚茹,陆文凯,陈小宏,黄饶,刘志鹏,基于正交多项式的高精度零炮检距地震道拟合,石油地球物理勘探,2008, Vol. 43, No. 2, pp 213-216.
127.Lu W., Zhang Y., Zhang S., Xiao H., Blind wavelet estimation using a zero-lag slice of the fourth-order statistics, Journal of Geophysics and Engineering, 2007, 4, pp. 24-30.
128.Lu W., Zhang W., Liu D., Local linear coherent noise attenuation based on local polynomial approximation, Geophysics, 71(6), pp. V163-169, 2006.
129.Lu W., Blind image deconvolution using zero-lag slice of higher order statistics, Optics Letters, 31, pp. 1839-1841, 2006.
130.Lu W., Adaptive Multiple Subtraction Using independent component analysis, Geophysics, 71(5), pp. S179-184, 2006.
131.Li Y., Lu W. et al., Dip scanning coherence algorithm using eigenstructure analysis and super-trace technique, Geophysics, 71(3), V61-66, 2006.
132.Lu W., Zhang Y., Reply to Comment on: ‘Non-minimum-phase wavelet estimation using second-and third-order moments’ by Wenkai Lu, Geophysical prospecting, 54, 489-490, 2006.
133.Lu W., Adaptive noise attenuation of seismic images based on singular value decomposition and texture direction detection, Journal of Geophysics and Engineering, 2006, Vol. 3, 28-34.
134.陆文凯,张善文和肖焕钦, 基于相干滤波的相干体图像增强, 《天然气工业》,Vol. 26, No. 5, 37-39, 2006。
135.Li Y., Ma Z., Lu W., Li Y., Automatic removal of eye blink artifact from EEG using an ICA-based template matching approach, Physiological Measurement, 27, pp. 425-436, 2006.
136.Lu W., Li Y., Zhang S., Xiao H., Higher-order statistics and super-trace based coherence estimation algorithm, Geophysics, 2005, Vol. 70, No. 3, pp P13-18.
137.Lu W., Blind channel estimation using zero-lag slice of third order moment, IEEE signal processing letters, 2005,12(10), pp725-727.
138.Lu W., Non-minimum-phase Wavelet Estimation Using Second and Higher Order Moment, Geophysical prospecting, Vol 53. No.1, 2005,149-158.
139.陆文凯,丁文龙,张善文,肖焕钦,赵铭海,基于信号子空间分解的3D地震资料高分辨率处理方法,地球物理学报,2005, Vol. 48, No. 4, pp 896-901.
140.Lu W., Mao F., Adaptive Multiple Subtraction Using Independent Component Analysis, The Leading edge, 2005, Vol. 24, No. 3, pp 282-284.
141.Lu W., and Yang Y., Depth resolution improvement for OCT signals based on super-resolution algorithm, International Journal of Information Technology, 2005, Vol. 11, No. 8, pp 100-107.
142.Wang B., and Lu W., A In-depth Comparasion on FastICA, CuBICA and IC-FastICA, ICNC'05-FSKD'05 , Lecture notes in computer science, 2005, Vol. 3611, 410-414.
143.Yin F., Guang F., and Lu W., A technique for on-board CT reconstruction using both kilovoltage and megavoltage beam projections for 3-D Treatment Verification, Medical physics, 2005, Vol. 32, No. 9, pp 2819-2826.
144.陆文凯,骆毅,赵波,钱钟平,基于独立成分分析的多次波自适应相减技术,地球物理学报,2004,5,886-891。
145.Lu W., Yin F., Adaptive Algebraic Reconstruction Technique, Medical physics, Vol. 31, No. 12, 2004, pp3222-3230.
146.陆文凯,张善文,基于频率搬移的地震资料约束测井资料外推, 《地球物理学报》,No. 2, 2004,354-358。(SCI)
147.陆文凯,张善文和肖焕钦, 用于断层检测的图象去模糊技术, 《石油地球物理勘探》, Vol. 39, No. 6, 2004, 686-689。
148.姚凯丰,陆文凯,丁文龙,张善文, 肖焕钦, 李衍达,一种基于SVM特征选择的油气预测方法,天然气工业,2004, 24(7): 36-38
149.Wu X., Lu W., Nested Buffer SMO Algorithm for Training Support Vector Classifiers, ISNN04,Lecture notes in computer science, 2004, Vol.3173, 500-505.
150.Yao K., Lu W., Zhang S., Xiao H., Li Y., Hydrocarbon Reservoir Prediction Using Support Vector Machines, ISNN04, Lecture notes in computer science, 2004, Vol.3173,537-542.
151.Lu W. and Zhang S., Well-log parameter extrapolation constrained by seismic data based on frequency shift, Chinese Journal of Geophysics,Vol.47, No.2,2004.
152.Lu W., Zhang X., Li Y., Multiple removal based on detection and estimation of localized coherent signal, Geophysics, Vol.68, No.2, 2003, pp745-750.
153.Lu W., Gai J., Blind deconvolution of spotted image based on slice selection of the third order moment, Electronics letters,Vol 39, No. 5,2003, pp 425-426.
154.陆文凯,钟菁华,用约束型自组织特征映射网络实现多井约束插值,《测井技术》,No. 3, 2003,p203-206。
155.Xiang Wu, Li Tan, Wenkai Lu, Xuegong Zhang, An Improved SMO Algorithm, Proceeding of The 8'th International Symposium on Artificial Life and Robotics, 2003.
156.吴翔, 谭李, 陆文凯, 张学工, 提高超大规模SVM训练计算速度的研究, 模式识别与人工智能, Vol16, No.1, 2003.
157.W. Lu, Blind deconvolution using maximum time delay slice of third order moment, Electronics letters, Vol. 38, No. 24, 2002, pp 1601-1603.
158.Lu,W., and Ikelle,L.T., Imaging beyond seismic wavelength using higher-order statistics: Journal of Seismic Exploration, 10, pp.95-119,2001.
159.Lu, W., Localized 2-D filter-based linear coherent noise attenuation, IEEE Trans. Image Processing, Vol. 10, No. 9,pp. 1379-1383,2001.
160.Lu wenkai et al., High resolution stack velocity determination based on signal estimation, Chinese Journal of Geophysics, Vol.44, No.6, 2001.
161.陆文凯,张学工,李衍达,何汉猗,温书亮,刘永江.时频域零炮检距地震道拟合.石油地球物理勘探,2001,36(1):56~59,71。
162.陆文凯,张学工,李衍达,何汉猗,温书亮,刘永江. 基于信号估计的高分辨率叠加速度分析.地球物理学报,2001,44(6):871:876。
163.陆文凯,李衍达,谢军,王艳,潘明庆,地层真电阻率恢复神经网络法,测井技术, 1999, 23(1):19:23。
164.陆文凯,李衍达,SVD分解提高地震资料的信噪比和分辨率,石油地球物理勘探,1998,33(增刊1):145:149。
165.利用自组织神经网络进行地震同相轴追踪,陆文凯,牟永光,《石油物探》,1998.3
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168.陆文凯,李衍达,牟永光,误差反传播神经网络法地震反演,地球物理学报,1996, supp:292-300。
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170.陆文凯,牟永光,一种改进的 SVD 滤波器,《石油地球物理勘探》,1996.10。
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会议:
1.C. Lv and W. Lu, "An Approach for Automatic Estimation of Hepatorenal Index and Diagnosis of Fatty Liver Disease in Ultrasound Images," 2025 IEEE International Ultrasonics Symposium (IUS), Utrecht, Netherlands, 2025, pp. 1-3, doi: 10.1109/IUS62464.2025.11201835.
2.Fan L, Zhang M, Wang Y, et al. Noisy Label Refinement Based on Discrete Diffusion Process in 3D Ossicle Segmentation[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Cham: Springer Nature Switzerland, 2025: 423-432.
3.Y. Mao, W. Lu, Y. Li and Y. Wang, "Enhancing Ultrasound Imaging with Synthetic Aperture Data: A Deep Learning Approach for Superior Resolution and Contrast," 2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-5.
4.Y. Wang, C. Jin, L. Hu and W. Lu, "A Deep Learning Normalization Method for Robust Ultrasound Attenuation Coefficient Estimation," 2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-5.
5.W. Lu, Y. Wang, Y. Mao and L. Hu, "Ultrasound Rebeamforming Based Phase Aberration Correction," 2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-4.
6.L. Hu, Y. Li, Y. Wang, X. Zeng, L. Yu and W. Lu, "CCMT: Cross Collaboration Mult-Task Network for Neonatal Hip Bone Intelligent Diagnosis," 2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-5.
7.Li Y, Lu W. Semi-Supervised Ground-Roll Wave Segmentation with Noise Label via Neural Network Evolution[C]. Fourth International Meeting for Applied Geoscience & Energy (IMAGE). Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2024: 1-5.
8.Li Y, Lu W, Song C. Joint Inversion of Multi-Height Gravity and Vertical Gradient via Physics-Informed Neural Network[C]. Fourth International Meeting for Applied Geoscience & Energy (IMAGE). Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2024: 1-5.
9.Li Y, Lu W, Cao W. Fast Self-Supervised Learning for Reconstruction of 3D Seismic Data[C]. Fourth International Meeting for Applied Geoscience & Energy (IMAGE). Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2024: 1-5.
10.Geng W, Lu W, Li J, et al. Pre-stack Joint Inversion Based on Multi-Components Seismic Data Using Analytical Solution of 1D Elastic Wave Equation[C]. Fourth International Meeting for Applied Geoscience & Energy (IMAGE). Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2024: 1-5.
11.Song C, Lu M, Lu W, et al. Seismic Impedance Inversion Based on Conditional Diffusion Probabilistic Model[C]. 85TH EAGE annual conference & exhibition, 2024: 1-5.
12.Li Y, Lu W, Jia Z, et al. Two-stage deep learning for 3D joint inversion of gravity and magnetic[C]//Third International Meeting for Applied Geoscience & Energy. Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2023: 1030-1034.
13.Wang Y, Jia Z, Li Y, et al. MFF net: A multiscale feature fusion network for electromagnetic and seismic joint inversion[C]//Third International Meeting for Applied Geoscience & Energy. Society of Exploration Geophysicists and American Association of Petroleum Geologists, 2023: 675-679.
14.Y. Wang, W. Lu and Y. Li, "Ultrasound Speed of Sound Reconstruction Based on Local Event Slopes of Synthetic Aperture Data," 2023 IEEE International Ultrasonics Symposium (IUS), Montreal, QC, Canada, 2023, pp. 1-4, doi: 10.1109/IUS51837.2023.10306564.
15.Y. Li, W. Lu, P. Monkam and Y. Wang, "IA-Noise2Noise: An Image Alignment Strategy for Echocardiography Despeckling," 2023 IEEE International Ultrasonics Symposium (IUS), Montreal, QC, Canada, 2023, pp. 1-3, doi: 10.1109/IUS51837.2023.10307810.
16.Y. Li, W. Lu and P. Monkam, "Zero-Shot Learning for Real-Time Ultrasound Image Enhancement," 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. 1-4, doi: 10.1109/IUS54386.2022.9958334.
17.S. Jin, P. Monkam and W. Lu, "Echocardiography Segmentation Based on Cross-modal Data Augmentation Method," 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. 1-3, doi: 10.1109/IUS54386.2022.9957451.
18.P. Monkam, S. Jin and W. Lu, "Multi-task learning framework for echocardiography segmentation," 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. 1-3, doi: 10.1109/IUS54386.2022.9957223.
19.P. Monkam, S. Jin, B. Tang, X. Zhou and W. Lu, "A Disentanglement and Fusion Data Augmentation Approach for Echocardiography Segmentation," 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. 1-4, doi: 10.1109/IUS54386.2022.9958234.
20.S. Jin, W. Lu and P. Monkam, "Deep Neural Network-Based Noisy Pixel Estimation for Breast Ultrasound Segmentation," 2022 IEEE International Conference on Image Processing (ICIP), 2022, pp. 1776-1780, doi: 10.1109/ICIP46576.2022.9898006.
21.Y. Chung, W. Lu and X. Tian, "Interactive Segmentation Using Prior Knowledge-Based Distance Map," 2021 8th International Conference on Information, Cybernetics, and Computational Social Systems (ICCSS), 2021, pp. 239-244, doi: 10.1109/ICCSS53909.2021.9721959.
22.Qi Wang, Yuqing Wang, Yile Ao, Wenlai Lu. Seismic inversion based on 2D-CNNs and multi-task learning[C]//82th EAGE Annual Conference & Exhibition. European Association of Geoscientists & Engineers, 2021.
23.X. Tian, W. Lu, J. Liu, Z. Fang, M. Zhong, A high-precision diffraction multiples suppression method based on a detection neural network[C]//82th EAGE Annual Conference & Exhibition, Amsterdam, 2021.
24.Y. Li, W. Lu, Increase resolution of the seismic velocity model through seismic data[C]//82th EAGE Annual Conference & Exhibition, Amsterdam, 2021.
25.Wenjun Shan, Wenlai Lu, et al. ECA-UNet: Denoise seismic data by learning from traditional method[C]// SEG Technical Program Expanded Abstracts 2021. Society of Exploration Geophysicists, 2021
26.Qiming Ma, Yuqing Wang, Qi Wang, Wenkai Lu, Improved seismic impedance inversion based on uncertainty analysis[C]// SEG Technical Program Expanded Abstracts 2021. Society of Exploration Geophysicists, 2021
27.Y. Wang, W. Lu. “A self-evolving CNN framework for seismic data interpolation.”, in 82th EAGE Conference and Exhibition, Amsterdam, 2020
28.X. Tian, W. Lu. “An adaptive anomalous amplitude attenuation method based on deep neural networks”, in 82th EAGE Conference and Exhibition, Amsterdam, 2020.
29.B. Jiang and W. Lu. “Fast and robust primary-multiple separation in the curvelet domain”, in 82th EAGE Conference and Exhibition, Amsterdam, 2020.
30.B. Jiang and W. Lu. “Primal-dual optimization strategy with total variation regularization for prestack seismic image deblurring”, in 82th EAGE Conference and Exhibition, Amsterdam, 2020.
31.Wang Y., Ge Q., Lu W., Yan X., 2019, Seismic impedance inversion based on cycle-consistent generative adversarial network: 89th Annual International Meeting, SEG, Expanded Abstracts.
32.P. Xu, W. Lu, J. Tang and L. Chen. “High-resolution Reservoir Prediction Using Convolutional Neural Networks.”, in 81th EAGE Conference and Exhibition, London, 2019.
33.Jia, Z., Lu, W., Zhang, M., & Miao, Y. (2019, April). Separating ground-roll from land seismic record via convolutional neural network. In SEG 2018 Workshop: SEG Maximizing Asset Value Through Artificial Intelligence and Machine Learning, Beijing, China, 17-19 September 2018 (pp. 60-63). Society of Exploration Geophysicists and the Chinese Geophysical Society.
34.Wang, B., Zhang, N., Lu, W., 2018, Intelligent shot gather reconstruction using residual learning networks: 88th Annual International Meeting, SEG, Expanded Abstracts.
35.Wang, B., Zhang, N., Lu, W., Zhang, P., Geng, J., 2018, Seismic Data Interpolation Using Deep Learning Based Residual Networks, 80th EAGE Conference & Exhibition, Copenhagen, Th A15 14.
36.Wang B., Lu W., Gu C. 2017, Multichannel attenuation compensation based on compressive sensing: 87th Annual International Meeting, SEG, Expanded Abstracts.
37.Wang B., Lu W., Gu C. 2017, Double acceleration of the amplitude preserving generalized S transform for seismic data attenuation compensation: 87th Annual International Meeting, SEG, Expanded Abstracts.
38.Xu P., Lu W., Wang B., 2017, Multi-attribute classification based on sparse autoencoder: a gas chimney detection example: 79th EAGE Conference & Exhibition, Paris.
39.Lu W. Edge-preserving lateral prediction for noise attenuation based on classification.Geoconvention, Calgary, Canada, 15-19 May 2017.
40.Lu W. Adaptive estimation of signal-dependent radially Gaussian kernel for time-frequency analysis[C]//International Geophysical Conference, Qingdao, China, 17-20 April 2017. Society of Exploration Geophysicists and Chinese Petroleum Society, 2017: 115-118.
41.Wang Y, Lu W. Extraction of carbonate-karst reservoirs based on adaptive mathematical morphology[C]//International Geophysical Conference, Qingdao, China, 17-20 April 2017. Society of Exploration Geophysicists and Chinese Petroleum Society, 2017: 154-157.
42.Wang B, Lu W. Accurate and efficient seismic data interpolation using FK-curvelet transform[C]//International Geophysical Conference, Qingdao, China, 17-20 April 2017. Society of Exploration Geophysicists and Chinese Petroleum Society, 2017: 280-283.
43.Cui, Z., Lu, W., & Liu, J. (2016, November). Real-time Industrial Vision System for Automatic Product Surface Inspection. In Proceedings of the 2016 8th International Conference on Information Management and Engineering (pp. 93-97). ACM.
44.Wang B., Chen X., Lu W., Guo Z., and Guo K., 2016. Comparison of the POCS and IHT methods for seismic data interpolation and denoising, SEG Annual Meeting: 4845-4849.
45.Wang B., Chen X., Lu W., Wang Z., and Mu J., 2016. An Amplitude Preserving S-transform for Seismic Data Attenuation Compensation, 78th EAGE Conference &Exhibition, We P4 05.
46.Wang B., Guo Z., Chen X., and Lu W., 2016. Non-stationary sparse reflectivity inversion using non-convex constraint in frequency domain, SEG Annual Meeting: 3741-3745.
47.Wang B., Wu R.-S., Chen X., Lu W., and Liu G., 2016. Nonlinear Deghosting Based on the T-matrix Method, 78th EAGE Conference & Exhibition, We P1 01.
48.Zhang Y., Wang B., and Lu W., 2016. A robust sparse Radon transform in the mixed time-frequency domain, SEG Annual Meeting: 4850-4854.
49.Liu J., Lu W., Wang B., 2016, Adaptive Multiple Subtraction Based on 3DPattern Coding, 78th EAGE Conference & Exhibition.
50.Zhang Y., Lu W., Wang B., 2016, A Fast and Robust Sparse Time-invariant RadonTransform Based on 2D Alternating SplitBregman Algorithm, 78th EAGE Conference & Exhibition.
51.Wang Y., and Lu W., 2016. Blind restoration of poststack 3D seismic data, SEG Annual Meeting: 1976-1980.
52.Liu L, Lu W. An Accelerated Algorithm for Adaptive Multiple Subtraction Using L1 Estimator, SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015: 4569-4573.
53.Liu J, Lu W. Adaptive multiple subtraction based on PCA, SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015: 4480-4484.
54.Lu W, Xu Z, Fang Z, et al. Deghosting for variable depth streamer based on super-Gaussianity, SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015: 4545-4549.
55.Jinlin Liu, Wenkai Lu, and Lei Liu (2014) Supervied Seismic Faices Classification Based on Segmentation. Beijing 2014 International Geophysical Conference & Exposition, Beijing, China, 21-24 April 2014: pp. 826-829.
56.Zhang Yingqiang and Lu Wenkai (2014) A 3D constrained hybrid linear-pseudo hyperbolic Radon transform. SEG Technical Program Expanded Abstracts 2014: pp. 4350-4354.
57.Lei Liu and Wenkai Lu (2014) Non-Gaussianity based time varying predictive deconvolution for multiple removal. SEG Technical Program Expanded Abstracts 2014: pp. 4162-4166.
58.Zhang YQ, Lu WK, Zhen BR,(2014),Ship Propeller Noise Removal Using a Time-invariant Hyperbolic Radon Transform, EAGE, Amsterdam2014.
59.Hu CH, Lu WK, Zhang YQ,(2014),Seismic Facies Classification Using Visualization-induced Self-organizing Mapping, EAGE, Amsterdam2014.
60.周家雄,陆文凯,赫建伟,刘斌,任婷,2014,一种基于图象分割的自适应F-Kx-Ky滤波器,中国地球科学联合学术年会,1004-1006.
61.Chen Z., Lu W., Robust estimation of geometrical attributes, EAGE 2013.
62.Zhang Y.Q., Lu W.K., A New 3D High Resolution Tau-p Transform, EAGE 2013
63.ZhangP,LuWK,LiFY,Supertrace-basedCoherenceAlgorithmwithRobustSlopeEstimation,EAGE2013
64.Gao X, Lu WK, Li FY, Jiang XD, The Application of Robust Pincipal Component Analysis for Weak Seismic Signal Enhancement, EAGE 2013
65.Li ZX, Lu WK, Hybrid demultiple method in the Radon domain, EAGE 2013
66.Li ZX, Lu WK, Liu L, Blind 2D convolved mixtures separation of primaries and multiples with non-Gaussian filters, EAGE 2013
67.Li FY, Lu WK, Zhang P, Li YD, Zhang Y, Spectral coherence and its application, EAGE 2013.
68.Lu WK, Wang J, Cheng JY, Channel Wave Tomography for Detecting Inhomogeneties in Coal Seam: a Real Dataset Example, EAGE 2013.
69.Lu WK, Zhang YQ, Zhen BR, Localization and Attenuation of Diffracted Seismic Noise in Shallow Water, EAGE 2013.
70.张英强,陆文凯. 基于迭代收缩高分辨率Radon变换的地震道插值,中国地球物理年会,2013
71.李钟晓,陆文凯. GPU加速实现的基于3D匹配滤波器的多次波自适应相减方法,中国地球物理年会,2013
72.刘磊,陆文凯. 基于迭代收缩L1残差最小化的预测反褶积方法,中国地球物理年会,2013
73.王宇晨,陆文凯. GPU加速实现的基于局部多项式滤波器的局部线性相干噪声压制算法,中国地球物理年会,2013
74.刘金林,陆文凯. 基于种子区域生长的沉积微相自动划分,中国地球物理年会,2013
75.王季,陆文凯,程建远,胡继武,姬广忠. 基于透射槽波CT成像的煤矿工作面内陷落柱探测,中国地球物理年会,2013
76.Hu C.H., Lu Wen-kai, Jiang X.D., Gao X.,Semi-supervised Classification of Seismic Attributes, EAGE2012, X012.
77.Lu Wen-kai, A time-domain high-resolution Radon transform based on iterative model shrinkage, EAGE2012, P045.
78.Lu Wen-kai, He J.W., Shi H.S., Li Z.X., Zhang X.T., and Wu Y.L.,An adaptive Over/Under data combination method, EAGE2012, P043.
79.Fangyu Li, Yandong Li, Wenkai Lu, Yan Zhang, Xiaodong Zheng, Hydrocarbon detection for cavern carbonate reservoir using low-and high-frequency anomalies in spectral decomposition,SEG,2012.
80.Lu Wen-kai, Zhang C.K.,A Robust Instantaneous Frequency Estimation Method, EAGE2011, Vol. 6, 4280-4284.
81.Cheng Z.H., Lu Wen-kai,Non-iterative High Resolution Radon Transform, EAGE2011, Vol. 6, 4803-4807.
82.Lu W., Hu C., Low-frequency seismic data enhancement using a cascade filter, SEG Technical Program Expanded Abstracts, 3694 (2010).
83.Chen Z., Lu W., Joint Deconvolution by Signal Subspace Tracking, SEG Technical Program Expanded Abstracts, 3684 (2010)
84.Zhang C., Lu W., Seismic attributes selection based on SVM for hydrocarbon reservoir prediction, SEG Technical Program Expanded Abstracts, 1586 (2010)
85.Zhang Q., Lu W., Spectral decomposition using deconvolutive short time Fourier transform spectrogram, SEG Technical Program Expanded Abstracts, 1581 (2010)
86.李钟晓,陆文凯. 基于有限偏移距的SRME自由表面多次波压制方法,中国地球物理年会,2010
87.甄博然,陆文凯. 地震资料外源噪声压制技术研究,中国地球物理年会,2010
88.魏海涛,陆文凯. 基于全变分的地震信号去噪方法,中国地球物理年会,2010
89.张鹏,陆文凯. 利用局部倾角的地震成像研究,中国地球物理年会,2010
90.唐伟,陆文凯. 基于L1-PCA算法的去相关拉伸技术,中国地球物理年会,2010
91.Zhang Q., Lu WK, Spectral decomposition of seismic data with pseudo Margenau-Hill distribution, EAGE,2009.
92.Tu N. , Lu WK, Direct hydrocarbon detection using a HOS based wavelet extraction method, EAGE,2009.
93.Tu N. , Lu WK, Inverse Q filtering to enhance seismic resolution, IGARSS,2009, Vol II, pp. 345-348.
94.Wang J., Lu WK, A method of correction for marine seismic acquisition, IGARSS,2009, Vol II, pp. 345-348.
95.Tu N., Lu WK, An improved peak-frequency-shift method for Q estimation, CPS/SEG,2009.
96.Wang J., Lu WK, A method of coherence cube enhancement using histogram specification, CPS/SEG,2009.
97.Mo X., Lu WK, Deghost based on maximization of non-gaussianity, CPS/SEG,2009.
98.Lu WK, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution and lateral coherence constraint, CPS/SEG,2009.
99.莫轩,陆文凯,一种f-x域鬼波参数估计的方法,中国地球物理年会,2009。
100.陈忠焕,陆文凯,反射系数估计的快速L1范数优化算法,中国地球物理年会,2009。
101.胡春华,陆文凯,基于f-x和f-k域串行滤波器的低频噪声压制,中国地球物理年会,2009。
102.胡春华,陆文凯,基于自适应滤波的采集脚印压制,中国地球物理年会,2009。
103.庞廷华,屠宁,陆文凯,基于格型滤波器的多次波自适应相减技术,中国地球物理年会,2008。
104.屠宁,庞廷华,陆文凯,基于子波提取的油气系数分析,中国地球物理年会,2008。
105.Lu WK, Liu J., Estimation and removal of the residual normal moveout based on the S- transform, Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 5, pp. 573-576.
106.Lu WK, Liu DQ, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution, SEG 2007.
107.Lu WK, Liu L., Li YD, Adaptive multiple subtraction based on constrained independent component analysis, SEG 2007.
108.Lu WK, Liu J., Random noise suppression based on discrete cosine transform, SEG 2007.
109.Wang B., and Lu W., A Fixed-Point Independent Component Analysis with Initialization Constraint, ICCCAS2005, HongKong, Vol 2, pp 891-894.
110.Lu W., Zhang S., Xiao H., Noise reduction in coherence cube, SEG2004.
111.Lu W., Zhang S., Xiao H., Hidden geology information mining based on spatial deblurring of 3D seismic data, SEG2004.
112.Li Y., Lu W., Zhang S., Xiao H.,Li Y., Dip scanning coherence algorithm using eigenstructure analysis and super-trace technique, SEG2004.
113.Lu W., Yin F., An Adaptive Algebraic Reconstruction Technique, AAPM2004, Medical physics, Vol. 31, No. 6, 2004, pp1785-1785.
114.Yin F.,Guang F., and Lu W.,Combining KV and MV Images to Improve On-Board CT Reconstruction Efficiency, AAPM2004, Medical physics, Vol. 31, No. 6, 2004, pp1869-1869.
115.W. Lu, X. Zhou, High-resolution multi-path time delay estimation using 2D blind deconvolution in third order cross-moment domain, ICNNSP2003, 2003, pp 1425-1428, Nanjing, CHINA.
116.K. Yao, W. Lu, et al., Feature expansion and feature selection for general pattern recognition problems, ICNNSP2003, 2003, pp 29-32, Nanjing, CHINA.
117.Lu wenkai, Zhang Shanwen, Seismic-controlled extrapolation of well-log parameters based on frequency-shift, SEG'2003, 2003, Dallas, USA.
118.Lu wenkai, et al, Higher-order statistics based coherency estimation algorithm, SEG'2003, 2003, Dallas, USA.
119.Lu wenkai, et al, Adaptive Multiple Subtraction Using Independent Component Analysis, SEG'2003, 2003, Dallas, USA.
120.盖家鼎,陆文凯,王斌,李艳东,姚凯丰,一种基于三阶矩切片的快速反卷积算法在基因芯片增强中的应用,CNCC2003,pp869-872,北京。
121.W. Lu, Multi-path time delay estimation based on third order cross-moment, ICSP2002.
122.X. B. Zhou and W. Lu, Performance analysis of LA codes in LAS-CDMA, ICSP2002.
123.W. Lu, Adaptive noise attenuation of seismic image using singular value decomposition and texture direction detection, ICIP2002,2002,Vol.2 pp465-468.
124.X. B. Zhou and W. Lu, Performance Comparisons of Iterative Multiuser Detection Techniques in Synchronous Coded CDMA Systems, IEEE TENCON'02.
125.X. B. Zhou and W. Lu, Receiver Techniques Based on the Time-Frequency Channel Model, IEEE TENCON'02.
126.G. Xiong, W. Lu et al., Migration tomography, SEG 2002.
127.W. Lu and Ikelle, L. T., 2002, Imaging beyond seismic wavelength using higher-order statistics, EAGE2002.
128.Ikelle, L. T and W. Lu., 2002, Multishooting method for simulating seismic surveys: Applications to finite-difference modeling, EAGE2002.
129.Wenkai Lu et al., Joint speech signal enhancement based on spectral subtraction and SVD filter, Proceedings of the 6th international conference on spoken language processing, Vol 4, 2000, Beijing, P. R. CHINA.
130.Lu wenkai, Zhang xuegong and Li yanda, Petroleum Reservoir Framework Prediction by Information Fusion,Proceedings of the second international conference on information fusion, 1999, California, USA..
131.Lu wenkai, Zhang xuegong and Li yanda, Multiple removal based on signal reconstruction from stacking velocity , SEG'99, 1999, Houston, USA.
132.Adaptive Multidimensional Homomorphic Deconvolution, 陆文凯,李衍达,CPS/SEG 北京’98 国际地球物理研讨会,1998.6.
专利:
(1) 陆文凯;贾壮;一种基于深度卷积神经网络的可控震源数据振铃压制方法 2020-1-21 中国 ZL201810634656.7
(2) 张金淼;陆文凯;张云鹏;朱振宇;王艳冬;糜芳;王佳林;薛东川;黄小刚;江南森;刘磊 一种基于频谱重构的鬼波压制方法 2019-10-11 中国 CN200410099021.X
(3) 陆文凯;刘金林;基于分频主成分分析的多次波消除方法及装置 2018-06-22,中国 ZL201510447167.7
(4) 方中于; 陆文凯 ; 万欢; 孙雷鸣; 吴耀乐; 于宏; 赫建伟 一种基于非高斯性最大化的双检信号上下行波场分离方法 2014-07-02 中国 CN201410148161.5
(5) 赵伟; 陆文凯 ; 郝振江; 张云鹏; 王小六; 江南森; 糜芳; 刘永江; 杨俊; 彭利丽; 孙文博; 甄博然 一种地震资料中外源干扰的自适应压制方法 2013-1-23 中国 CN201210380582.1
(6) 陆文凯;一种基于迭代收缩的快速稀疏Radon变换方法 2013-1-16 中国 CN201210331674.0
(7) 陆文凯;张长开;一种鲁棒的地震信号瞬时频率的估计方法 2010-3-25 中国 CN201010133352.6
(8) 赵伟; 陆文凯 ; 王小六; 郝振江; 张云鹏; 刘永江; 杨俊; 朱振宇; 薛东川; 王季 一种基于亚像素匹配的拖缆动态采集影响消除方法 2010-8-16 中国 CN201010255258.8
(9) 赵伟; 陆文凯;一种预测地震波中的多次波和一次波信号的方法 2008-8-5 中国 CN200810117757.3
(10) 陆文凯;一种基于独立成分分析的薄互层地震切片分离方法 2020-3-10 中国 ZL202010161378.5
(11) 陆文凯;一种基于多次波生成层自适应提取的层间多次波预测方法 2020-3-10 中国 ZL202010161115.4
(12) 陆文凯;田星宇;一种基于深度神经网络的自适应异常振幅压制技术 2020-3-9 中国 ZL202010159543.3
(13) 陆文凯;贾壮;一种基于频间相似性低频重构的面波干扰消除方法 2020-3-11 中国 ZL202010165995.2
(14) 陆文凯;姜博午;一种基于分频约束的快速鲁棒曲波域多次波相减技术 2020-3-17 中国 ZL202010186494.2
(15) 陆文凯;李尹硕;一种基于多任务学习的地震速度模型超分辨率技术 2020-4-2 中国 ZL202010253987.3
(16) 陆文凯;李尹硕;基于多任务学习的地震数据约束下的速度模型超分辨率技术 2020-7-15 中国 ZL202010680064.6
(17) 陆文凯;敖亦乐;一种基于深度学习的高精度地震构造曲率体计算方法 2020-7-29 中国 ZL202010739963.9
(18) 陆文凯,吴静;一种轻量高效的单幅图像去烟雾方法 2020.9.21 中国 CN202010997199.5
(19) 陆文凯;一种高效的合成孔径超声成像方法 2021.5.18 中国 ZL202110539280.3
(20) 陆文凯;王永浩;基于傅立叶变换的人工神经网络的多模光纤成像方法 2021.3.18 中国 ZL202110288779.1
(21) 陆文凯,王琦;一种测井约束下的高维闭环网络地震反演方法 2021.7.3 中国 ZL202110752889.9
(22) 陆文凯,马绮铭;一种基于闭环网络的地震波阻抗反演不确定性的预测方法2021.7.8 中国 CN 202110770021.1
(23) 陆文凯,王钰清;一种基于深度学习的超快高质量的平面波超声成像方法2021.7.9 中国 ZL202110774364.5
(24) 陆文凯,王钰清;一种基于自调整闭环网络的抗假频声波图像插值方法2021.7.26 中国 CN 202110842213.9
(25) 陆文凯,李宇轩;基于双路人工神经网络的双序列加速核磁成像优化方法2021.11.9 中国 CN 2021111321860.1
(26) 陆文凯,超声重新波束形成方法、装置和存储介质,2022.2.15 中国 ZL 202210139233.4
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(41) 陆文凯,王永浩;基于多尺度特征融合网络的电磁地震联合反演方法和装置 2024.2.4 中国 CN 202410158631X
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博士后(在站):段旭东,郝宇坤
博士后(出站):曹伟(哈尔滨理工大学,教师);耿伟恒(中国石油大学(北京),教师);贾卓(长沙理工大学,教师);敖亦乐(北京化工大学,副教授);姜博午(北京化工大学,教师);王本锋(同济大学,研究员);王季(中国煤炭科工集团西安研究院有限公司,研究员);丁文龙(中国地质大学,教授);
博士生(在读):谷革伟 蔡文超(领军工程) 刘再斌(领军工程) 姚智宇 李尹硕 张伟光(领军工程) 尹红霞(领军工程) 刘枭寅(领军工程)。
博士生 (毕业):宋操 王永浩 Patrice Monkam(高飞)田星宇王钰清 王佳林 徐鹏程 刘磊 王怡 刘金林 陈鼎新 王宇晨 崔桂磊 张英强 张鹏 王晓波 李钟晓 胡春华 陈忠焕 李艳东
硕士生 (在读):佘斌华 徐维石 范琳倩 金城 吕畅祺 高明亮(MEM) 蒋攀(MEM) 史政(MEM) 盛会平(MEM) 邹伟(MEM) 冯航飞(MEM) 王春生(MEM)
硕士生 (毕业):罗健宇 胡靓妮 李宇轩 李洋 张泽萱 吕嘉乐 金松柏 谷晓峰 李尹硕 单文俊 马绮铭 王琦 Youdam Chung (郑裕潭) 吴静 李承儒 贾壮 吴远江 张宁 韩潇 崔哲 杨哲 高欣 刘磊 李方昱 魏海涛 甄博然 张长开 张强 莫轩 庞廷华 屠宁 刘军 刘磊 张映松 杨勇 王斌 盖家鼎 吴翔