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个人简介

教育背景 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 工作履历 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 学术兼职 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 奖励与荣誉 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

研究领域

[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

近期论文

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期刊 Z. Jia et al., "Deep learning for 3-D magnetic inversion," in IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2023.3253888. 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, doi: 10.1109/JBHI.2023.3236989. Y. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. X. Tian, W. Lu and Y. Li, "Improved Anomalous Amplitude Attenuation Method Based on Deep Neural Networks," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-11, 2022, Art no. 5900611, doi: 10.1109/TGRS.2021.3052898. 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. 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. 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. 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. 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. Jiang Bowu, and Lu Wenkai, Adaptive multiple subtraction based on an accelerating iterative curvelet thresholding method[J]. IEEE Transactions on Image Processing, 30, 806-821, Doi. 10.1109/TIP.2020.3038519, 2021. 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. 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. Bowu Jiang, and Wenkai Lu, 2020, "Adaptive multiple subtraction using a hybrid L2-L1 pattern-learning approach," GEOPHYSICS, 85(6), V443-V456. 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. 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. 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. 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. 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. 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. 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. 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. Wang, B., Zhang, N., Lu, W., & Wang, J. (2019). Deep-learning-based seismic data interpolation: A preliminary result. Geophysics, 84(1), V11-V20. 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. 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. 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. 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. Liu, J., Dai, X., Gan, L., Liu, L., & Lu, W. (2018). Supervised seismic facies analysis based on image segmentation. Geophysics, 83(2), O25-O30. 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. 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. 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. 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. 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. 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. 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. Wang, Y., & Lu, W. (2016). Discontinuity enhancement based on time-variant seismic image deblurring. Journal of Applied Geophysics, 135, 155-162. 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. 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). Zhang P, Lu W. Automatic time-domain velocity estimation based on an accelerated clustering method[J]. Geophysics, 2016, 81(4): U13-U23. 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. Liu, Lei, Lu, Wenkai, Adaptive f-k deghosting method based on non-gaussianity, Journal of Applied Geophysics, 2016, 127, 14-22. 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. Liu J, Lu W. Adaptive multiple subtraction based on multiband pattern coding[J]. Geophysics, 2016, 81(1): V69-V78 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. 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. 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. Wang, Yuchen ,Lu, Wenkai ,Zhang, Peng,An improved coherence algorithm with robust local slope estimation,Journal of Applied Geophysics,2015,114:146-157. 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. 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. Li ZX, Lu WK, (2014), Demultiple strategy combining Radon filtering and Radon domain adaptive multiple subtraction , Journal of Applied Geophysics, 103, 1-11. Lu WK, Zhang YQ, Zhen BR,2014, Automatic source localization of diffracted seismic noise in shallow water, Geophysics, 79(2), V23-V31. Li FY, Lu WK, 2014, Coherence attribute at different spectral scales, Interpretation, 2(1), SA99-SA106. He JW, Lu WK, Li ZX, 2013, An adaptive over/under data combination method, Applied geophysics, 10(4), 469-476. Li ZX, Lu WK, (2013), Adaptive multiple subtraction based on 3D blind separation of convolved mixtures , GEOPHYSICS, 78(6),P251-P266. Chen, Z., Fomel, S., and Lu, W. (2013). ” Omnidirectional plane-wave destruction.” GEOPHYSICS, 78(5), V171–V179. 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. 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. 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. Lu, W. and Li, F. (2013)."Seismic spectral decomposition using deconvolutive short-time Fourier transform spectrogram." GEOPHYSICS, 78(2), V43–V51. Lu, W. and Zhang, C. (2013). ”Robust estimation of instantaneous phase using a time-frequency adaptive filter.” GEOPHYSICS, 78(1), O1–O7. Chen, Z., Fomel, S., and Lu, W. (2013). ”Accelerated plane-wave destruction.” GEOPHYSICS, 78(1), V1–V9. 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。 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。 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。 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。 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。 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。 Tu N. , Lu WK, Improve Q estimates with spectrum correction based on seismic wavelet estimation, Applied geophysics, 2010,7(3),p217-228 Wang J., Lu W., Coherence cube enhancement based on local histogram specification, Applied geophysics, 2010,7(3),p249-256 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。 Lu WK, Liu L., Adaptive multiple subtraction based on constrained independent component analysis, Geophysics, 2009, 74(1), pp. V1-7. Lu WK, Zhang Q., Deconvolutive short-time Fourier transform spectrogram, IEEE signal processing letters, 2009, 16(7), pp.576-579. Pang T., Lu W., Adaptive multiple subtraction using a constrained L-1-norm method with lateral continuity, Applied geophysics, 2009,6(3),p241-247 Lu YH, Lu WK, An edge-preserving polynomial fitting method for random seismic noise suppression, Geophysics , 2009, 74(4), V69-73 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. 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. Liu J., Lu WK, An improved predictive deconvolution based on maximization of non-Gaussianity, Applied Geophysics, 2008, 5(3), pp. 189-196. 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. 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. Lu W., Zhang W., Liu D., Local linear coherent noise attenuation based on local polynomial approximation, Geophysics, 71(6), pp. V163-169, 2006. Lu W., Blind image deconvolution using zero-lag slice of higher order statistics, Optics Letters, 31, pp. 1839-1841, 2006. Lu W., Adaptive Multiple Subtraction Using independent component analysis, Geophysics, 71(5), pp. S179-184, 2006. Li Y., Lu W. et al., Dip scanning coherence algorithm using eigenstructure analysis and super-trace technique, Geophysics, 71(3), V61-66, 2006. 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. 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. 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。 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. 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. Lu W., Blind channel estimation using zero-lag slice of third order moment, IEEE signal processing letters, 2005,12(10), pp725-727. Lu W., Non-minimum-phase Wavelet Estimation Using Second and Higher Order Moment, Geophysical prospecting, Vol 53. No.1, 2005,149-158. 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. Lu W., Mao F., Adaptive Multiple Subtraction Using Independent Component Analysis, The Leading edge, 2005, Vol. 24, No. 3, pp 282-284. 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. 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. 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. 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。 Lu W., Yin F., Adaptive Algebraic Reconstruction Technique, Medical physics, Vol. 31, No. 12, 2004, pp3222-3230. 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) 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。 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 Wu X., Lu W., Nested Buffer SMO Algorithm for Training Support Vector Classifiers, ISNN04,Lecture notes in computer science, 2004, Vol.3173, 500-505. 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. 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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. Wang Y., and Lu W., 2016. Blind restoration of poststack 3D seismic data, SEG Annual Meeting: 1976-1980. 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. Liu J, Lu W. Adaptive multiple subtraction based on PCA, SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015: 4480-4484. 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. 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. Zhang Yingqiang and Lu Wenkai (2014) A 3D constrained hybrid linear-pseudo hyperbolic Radon transform. SEG Technical Program Expanded Abstracts 2014: pp. 4350-4354. 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. Zhang YQ, Lu WK, Zhen BR,(2014),Ship Propeller Noise Removal Using a Time-invariant Hyperbolic Radon Transform, EAGE, Amsterdam2014. Hu CH, Lu WK, Zhang YQ,(2014),Seismic Facies Classification Using Visualization-induced Self-organizing Mapping, EAGE, Amsterdam2014. 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. Chen Z., Lu W., Robust estimation of geometrical attributes, EAGE 2013. Zhang Y.Q., Lu W.K., A New 3D High Resolution Tau-p Transform, EAGE 2013 ZhangP,LuWK,LiFY,Supertrace-basedCoherenceAlgorithmwithRobustSlopeEstimation,EAGE2013 Gao X, Lu WK, Li FY, Jiang XD, The Application of Robust Pincipal Component Analysis for Weak Seismic Signal Enhancement, EAGE 2013 Li ZX, Lu WK, Hybrid demultiple method in the Radon domain, EAGE 2013 Li ZX, Lu WK, Liu L, Blind 2D convolved mixtures separation of primaries and multiples with non-Gaussian filters, EAGE 2013 Li FY, Lu WK, Zhang P, Li YD, Zhang Y, Spectral coherence and its application, EAGE 2013. Lu WK, Wang J, Cheng JY, Channel Wave Tomography for Detecting Inhomogeneties in Coal Seam: a Real Dataset Example, EAGE 2013. Lu WK, Zhang YQ, Zhen BR, Localization and Attenuation of Diffracted Seismic Noise in Shallow Water, EAGE 2013. 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 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 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 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 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 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 Hu C.H., Lu Wen-kai, Jiang X.D., Gao X.,Semi-supervised Classification of Seismic Attributes, EAGE2012, X012. Lu Wen-kai, A time-domain high-resolution Radon transform based on iterative model shrinkage, EAGE2012, P045. 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. 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. Lu Wen-kai, Zhang C.K.,A Robust Instantaneous Frequency Estimation Method, EAGE2011, Vol. 6, 4280-4284. Cheng Z.H., Lu Wen-kai,Non-iterative High Resolution Radon Transform, EAGE2011, Vol. 6, 4803-4807. Lu W., Hu C., Low-frequency seismic data enhancement using a cascade filter, SEG Technical Program Expanded Abstracts, 3694 (2010). Chen Z., Lu W., Joint Deconvolution by Signal Subspace Tracking, SEG Technical Program Expanded Abstracts, 3684 (2010) Zhang C., Lu W., Seismic attributes selection based on SVM for hydrocarbon reservoir prediction, SEG Technical Program Expanded Abstracts, 1586 (2010) Zhang Q., Lu W., Spectral decomposition using deconvolutive short time Fourier transform spectrogram, SEG Technical Program Expanded Abstracts, 1581 (2010) 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 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 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 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 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 Zhang Q., Lu WK, Spectral decomposition of seismic data with pseudo Margenau-Hill distribution, EAGE,2009. Tu N. , Lu WK, Direct hydrocarbon detection using a HOS based wavelet extraction method, EAGE,2009. Tu N. , Lu WK, Inverse Q filtering to enhance seismic resolution, IGARSS,2009, Vol II, pp. 345-348. Wang J., Lu WK, A method of correction for marine seismic acquisition, IGARSS,2009, Vol II, pp. 345-348. Tu N., Lu WK, An improved peak-frequency-shift method for Q estimation, CPS/SEG,2009. Wang J., Lu WK, A method of coherence cube enhancement using histogram specification, CPS/SEG,2009. Mo X., Lu WK, Deghost based on maximization of non-gaussianity, CPS/SEG,2009. Lu WK, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution and lateral coherence constraint, CPS/SEG,2009. 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。 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。 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。 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。 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。 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。 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. Lu WK, Liu DQ, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution, SEG 2007. Lu WK, Liu L., Li YD, Adaptive multiple subtraction based on constrained independent component analysis, SEG 2007. Lu WK, Liu J., Random noise suppression based on discrete cosine transform, SEG 2007. 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Lu, Performance Comparisons of Iterative Multiuser Detection Techniques in Synchronous Coded CDMA Systems, IEEE TENCON'02. X. B. Zhou and W. Lu, Receiver Techniques Based on the Time-Frequency Channel Model, IEEE TENCON'02. G. Xiong, W. Lu et al., Migration tomography, SEG 2002. W. Lu and Ikelle, L. T., 2002, Imaging beyond seismic wavelength using higher-order statistics, EAGE2002. Ikelle, L. T and W. Lu., 2002, Multishooting method for simulating seismic surveys: Applications to finite-difference modeling, EAGE2002. 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. 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.. Lu wenkai, Zhang xuegong and Li yanda, Multiple removal based on signal reconstruction from stacking velocity , SEG'99, 1999, Houston, USA. 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.

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