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                陸文凱博士,研究員

                信息處理研究所
                Easysignal小組

                通信地址:北京市海澱區清華→大學自動化系  郵政編碼:100084
                聯系電話:010-62795125  Fax: 010-62786911
                Email:lwkmf@mail.tsinghua.edu.cn

                展開
                教育背景

                1991年9月–1996年6月 中國↙石油大學(北京),地球科學系地球物理專業,博士生

                1986年9月–1991年7月 清華大學,自動化系,本科生

                工作履歷

                2006年-至今 清∑華大學自動化系,研究員

                2000年-2006年 清華大學自動化系,副教授

                2000年-2002年 Texas A&M University,博士後

                1998年-2000年 清華大學自動化系,講師

                1996年-1998年 清華大學自動化系,博士後

                學術兼職

                SEG清華學生分會,指導教師

                《石油⊙地球物理勘探》編委

                《石油物探》編委

                研究領域

                [1] 信號處理及應用
                地震信號處理;超聲成像;生理信號處理

                [2] 圖象處理及︽應用
                圖象增強;圖象重構;地震圖象處理;工業機器視覺;醫學圖象處理;遙感圖∏像處理

                [3] 機器學習
                地震數據挖掘;工件外觀長發好像是在冒火一般檢測分類;遙感數々據分析;醫▲學圖象分析

                研究概況

                1.基於閉環卷積①神經網絡的測井約束地震反演,自然Ψ科學基金面上項目,41974126,負責  2020.1至 2023.12

                2.基於人工智能的多元信息相容性表達研究,國家重點研發計劃課題,2018YFA0702501,負責2019.9至 2024.8

                3.高精度參數辨識噪聲壓制及弱信號增強技術,國家科技重大專項項目子○課題↓  負責  2016.1至 2020.12

                4.一種自適應數據驅動的時空域地震數據鬼波壓制方法◥,自然科學◣基金面上項目,負責  2017.1至 2020.12

                5.面向地震波阻抗反演的〓深度學習建模,橫向合作卐項目∑   負責 2019年7-2020年7月

                6.模糊區特定類型幹擾波壓一聲低喝同樣響起制方法研∞究,橫向合作項∩目  負責 2019年7-2020年5月

                7.基於機器學習的去噪核▓心算法研究,橫向⌒合作項目  負責 2018年8-2019年7月

                8.基於深度學習的縫洞型 這油藏描述方法研究,橫向合作項ω 目  負責 2018年6-2019年7月

                9.魯棒的地震數據匹∩配濾波算法,橫向合作項ζ目  負責 2018年12-2019年3月

                10.抗噪、抗假頻疊前地震數據插值方法研究,自然科學↑基金青年項目,參加  2017.1至 2018.12

                11.臨興區塊致密砂巖氣地球物理勘探關鍵技術研究-致密砂巖氣藏地震關鍵處理技術研發,橫向合尸體給收了回去作項目  負責 2016年8-2017年8月

                12.基於圖像分割的沈積微相自動劃分研究,橫向合作項目深深吸了口氣  負責 2016年7-2017年7

                13.RTM偏移成像的噪音壓制技術,橫向合作項目  負責 2016年7-2017年7

                14.傾斜電纜子波處理及拓頻研究 ,橫向合作項目  負責  2014年7月-2015年7月

                15.基於散射波分離成像技術  橫向合作項目  負責  2014年1月-2015年1月

                16.基於時頻分析和模式識別的地震屬性提取和分析技⊙術  橫向合作項目  負責  2013年12月-2015年5月

                17.魯棒的地震資料及屬性增強技術體系完善∞與應用  國家科技重大專項項目子課題  負責  2011年1月-2015年12月

                18.拖纜雙檢波場①分離技術  橫向合作項目  負責  2011年6月至2011年12月

                19.基於現代信息處理技術的地震屬性分析  橫向合作項目  負責  2011年1月至2011年12月

                20.海洋震♀源子波鬼波壓制技術研究  橫向合作項目  負責  2010年4月至2011年3月

                21.基於卷積信號盲分離王恒帶著王家數百人朝劉府左側進行了地毯式搜索的多次波自適應相」減技術  自然科學基金面上  負責  2009年1月至2009年12月

                22.基於現代信號處理的地震資料及屬性增強技術   國家科技重大專項子課題  負責  2008年1月至2010年12月

                23.盲地震信號處理技術  863  負責  2006年12月至2010年12月

                24.深水海域地震資料處理技術  863  負責  2006年12月至2010年12月

                25.利用獨立分量分析方法自適【應減去多次波技術研究 橫向合作  負責  2007年11月至2008年4月

                26.自動異纖分揀儀的視頻檢測及控制系統研究  橫向合作  負責  2006年6月至2007年6月

                27.超分辨率地震信號處理方法研究 橫向合作  負責  2006年1月至2007年12月

                28.基於時頻分析的剩余動校¤正量估計和消除技術  橫向合作  負責  2006年8月至2006年12月

                29.基於盲信號分離的多次波壓制技術  國家自然科學基金面上  負責  2004年12月至2007年12月

                30.基於高階統計量的地震成像技術研究 橫向合作  負責  2003年9月至2005年12月

                31.隱蔽圈閉☆的地質—地球物理精確預測和描述  國家科◎技攻關  負責  2003年1月至2005年12月

                32.濟陽坳陷復雜◆隱蔽油氣藏地質評價和勘ω探關鍵技術研究  國家科技恍然大悟攻關  負責  2000年1月至2003年12月

                學術成果

                EASYSIGNAL小組論文:
                期刊:
                1.Wang B., Zhang N., Lu W., Geng J., and Huang X., 2019. Intelligent missing shots reconstruction by using the spatial reciprocity of the Green function based on deep learning, IEEE Transactions on Geoscience and Remote Sensing, Online.

                2.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.

                3.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.

                4.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.

                5.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.

                6.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.

                7.Wang, B., Zhang, N., Lu, W., & Wang, J. (2019). Deep-learning-based seismic data interpolation: A preliminary result. Geophysics, 84(1), V11-V20.

                8.王鈺清, 陸文凱, 劉金林 等. (2019). 基於數據增廣和CNN的地震隨機噪聲壓制. 地球」物理學報,62(1): 421-433.

                9.王本鋒,陸文凱,陳小宏,王誌凱,2018,基於3D Curvelet變換的頻率域高效地震數據插值方法研究:石油物探. 57(1): 65-71.

                10.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.

                11.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.

                12.Liu, J., Dai, X., Gan, L., Liu, L., & Lu, W. (2018). Supervised seismic facies analysis based on image segmentation. Geophysics, 83(2), O25-O30.

                13.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.

                14.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.

                15.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.

                16.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.

                17.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.

                18.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.

                19.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.

                20.Wang, Y., & Lu, W. (2016). Discontinuity enhancement based on time-variant seismic image deblurring. Journal of Applied Geophysics, 135, 155-162.

                21.陳鼎新, 陸文凱, 劉代誌. 向ω 量距離中角度信息對時空 Kriging 的影響[J]. 清華大學學報 (自然火山飛去科學版), 2016, 65(5): 553-557.

                22.王本鋒, 吳如山, 陳小宏, 陸文凱. 基於T-matrix的非線性參數估計方法[J]. 地球物理★學報△, 2016, 59(6).

                23.Zhang P, Lu W. Automatic time-domain velocity estimation based on an accelerated clustering method[J]. Geophysics, 2016, 81(4): U13-U23.

                24.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.

                25.Liu, Lei, Lu, Wenkai, Adaptive f-k deghosting method based on non-gaussianity, Journal of Applied Geophysics, 2016, 127, 14-22.

                26.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.

                27.Liu J, Lu W. Adaptive multiple subtraction based on multiband pattern coding[J]. Geophysics, 2016, 81(1): V69-V78

                28.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.

                29.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.

                30.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.

                31.Wang, Yuchen ,Lu, Wenkai ,Zhang, Peng,An improved coherence algorithm with robust local slope estimation,Journal of Applied Geophysics,2015,114:146-157.

                32.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.

                33.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.

                34.Li ZX, Lu WK, (2014), Demultiple strategy combining Radon filtering and Radon domain adaptive multiple subtraction , Journal of Applied Geophysics, 103, 1-11.

                35.Lu WK, Zhang YQ, Zhen BR,2014, Automatic source localization of diffracted seismic noise in shallow water, Geophysics, 79(2), V23-V31.

                36.Li FY, Lu WK, 2014, Coherence attribute at different spectral scales, Interpretation, 2(1), SA99-SA106.

                37.He JW, Lu WK, Li ZX, 2013, An adaptive over/under data combination method, Applied geophysics, 10(4), 469-476.

                38.Li ZX, Lu WK, (2013), Adaptive multiple subtraction based on 3D blind separation of convolved mixtures , GEOPHYSICS, 78(6),P251-P266.

                39.Chen, Z., Fomel, S., and Lu, W. (2013). ” Omnidirectional plane-wave destruction.” GEOPHYSICS, 78(5), V171–V179.

                40.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.

                41.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.

                42.李鐘曉,陸文凱,王季.基於隨后解釋起來地震圖像校準的共成像點道集增強技術.地々球物理學報,2013,56(5),1592-1608.

                43.Lu, W. and Li, F. (2013)."Seismic spectral decomposition using deconvolutive short-time Fourier transform spectrogram." GEOPHYSICS, 78(2), V43–V51.

                44.Lu, W. and Zhang, C. (2013). ”Robust estimation of instantaneous phase using a time-frequency adaptive filter.” GEOPHYSICS, 78(1), O1–O7.

                45.Chen, Z., Fomel, S., and Lu, W. (2013). ”Accelerated plane-wave destruction.” GEOPHYSICS, 78(1), V1–V9.

                46.張長開,姜秀娣,朱振宇,印海燕,陸文凱,基於支持向量機的屬性優選和儲層預測,石◎油地球物理勘探,2012,47(2),282-285。

                47.李鐘曉,陸文凱,龐廷華,王季,基於多道卷積信號盲分離他隨身就有一座宮殿的多次波自適應相減方法,地¤球物理學報,2012,55(4),1325-1334。

                48.陸艷洪,陸文凱,翟正軍,一種邊緣保持的地震數據插值方法,地球物理學報,2012,55(3),991-997。

                49.魏海濤,陸文凱,鄭曉東,基於F-X域預測和全變分的串行濾波器,石油地█球物理勘探,2011,46(5),700-704。

                50.陸文凱,基於L_1範數多項式擬合的多次波消除方法,石油△地球物理勘探,2011,46(3),386-389。

                51.陸文凱,基於離散余弦變換的地震隨機噪聲壓制技術,石油地球物理勘←探,2011,46(2),202-206。

                52.Tu N. , Lu WK, Improve Q estimates with spectrum correction based on seismic wavelet estimation, Applied geophysics, 2010,7(3),p217-228

                53.Wang J., Lu W., Coherence cube enhancement based on local histogram specification, Applied geophysics, 2010,7(3),p249-256

                54.王季,陸文凱, 線陣相機場曲復原及在異纖檢測中的應用, 光學精密工程】,2010, 18(9), 2116-2122。

                55.Lu WK, Liu L., Adaptive multiple subtraction based on constrained independent component analysis, Geophysics, 2009, 74(1), pp. V1-7.

                56.Lu WK, Zhang Q., Deconvolutive short-time Fourier transform spectrogram, IEEE signal processing letters, 2009, 16(7), pp.576-579.

                57.Pang T., Lu W., Adaptive multiple subtraction using a constrained L-1-norm method with lateral continuity, Applied geophysics, 2009,6(3),p241-247

                58.Lu YH, Lu WK, An edge-preserving polynomial fitting method for random seismic noise suppression, Geophysics , 2009, 74(4), V69-73

                59.薛亞茹,陳小宏,陸文凱,壓制多次波的正交多項式譜減法,地球物理學報,2009, Vol. 52, No. 3, pp 817-823.

                60.薛亞茹,陸文凱,陳小宏,黃饒,馬繼濤,基於正交多項式變換的CMP動校正道集隨機噪聲壓制,地球物理學進展,2009, Vol. 24, No. 1, pp 159-163.

                61.Liu J., Lu WK, An improved predictive deconvolution based on maximization of non-Gaussianity, Applied Geophysics, 2008, 5(3), pp. 189-196.

                62.薛亞茹,陸文凱,陳小宏,黃饒,劉誌鵬,基於正交多項式的高精度零炮檢↓距地震道擬合,石油地球〗物理勘探,2008, Vol. 43, No. 2, pp 213-216.

                63.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.

                64.Lu W., Zhang W., Liu D., Local linear coherent noise attenuation based on local polynomial approximation, Geophysics, 71(6), pp. V163-169, 2006.

                65.Lu W., Blind image deconvolution using zero-lag slice of higher order statistics, Optics Letters, 31, pp. 1839-1841, 2006.

                66.Lu W., Adaptive Multiple Subtraction Using independent component analysis, Geophysics, 71(5), pp. S179-184, 2006.

                67.Li Y., Lu W. et al., Dip scanning coherence algorithm using eigenstructure analysis and super-trace technique, Geophysics, 71(3), V61-66, 2006.

                68.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.

                69.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.

                70.陸文凱,張善文和肖煥欽, 基於相幹濾波的相〗幹體圖像增強, 《天然氣◣工業》,Vol. 26, No. 5, 37-39, 2006。

                71.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.

                72.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.

                73.Lu W., Blind channel estimation using zero-lag slice of third order moment, IEEE signal processing letters, 2005,12(10), pp725-727.

                74.Lu W., Non-minimum-phase Wavelet Estimation Using Second and Higher Order Moment, Geophysical prospecting, Vol 53. No.1, 2005,149-158.

                75.陸文凱,丁文龍,張善文,肖煥欽,趙銘海,基於信號子空間分解的3D地震資料高分辨率處理方法,地球物理學報,2005, Vol. 48, No. 4, pp 896-901.

                76.Lu W., Mao F., Adaptive Multiple Subtraction Using Independent Component Analysis, The Leading edge, 2005, Vol. 24, No. 3, pp 282-284.

                77.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.

                78.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.

                79.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.

                80.陸文凱,駱毅,趙波,錢鐘平,基於獨立成分分析的多次波自適應相減技術,地球物理學報,2004,5,886-891。

                81.Lu W., Yin F., Adaptive Algebraic Reconstruction Technique, Medical physics, Vol. 31, No. 12, 2004, pp3222-3230.

                82.陸文凱,張善文,基於頻率╳搬移的地震資料約束測井資料外推, 《地球物理學報》,No. 2, 2004,354-358。(SCI)

                83.陸文凱,張善文和肖煥欽, 用於斷■層檢測的圖象去模糊技術, 《石♀油地球物理勘探》, Vol. 39, No. 6, 2004, 686-689。

                84.姚凱豐,陸文凱,丁文龍,張善文, 肖煥欽, 李衍達,一種基於SVM特征選擇的油氣預測方法,天然氣工業,2004, 24(7): 36-38

                85.Wu X., Lu W., Nested Buffer SMO Algorithm for Training Support Vector Classifiers, ISNN04,Lecture notes in computer science, 2004, Vol.3173, 500-505.

                86.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.

                87.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.

                88.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.

                89.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.

                90.陸文凱,鐘菁華,用約束型自組織特征映射網絡實現多井約束插※值,《測井技術》,No. 3, 2003,p203-206。

                91.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.

                92.吳翔, 譚李, 陸文凱, 張學工, 提高超大規模SVM訓練計算速度的研★究, 模式識別與人工智能, Vol16, No.1, 2003.

                93.W. Lu, Blind deconvolution using maximum time delay slice of third order moment, Electronics letters, Vol. 38, No. 24, 2002, pp 1601-1603.

                94.Lu,W., and Ikelle,L.T., Imaging beyond seismic wavelength using higher-order statistics: Journal of Seismic Exploration, 10, pp.95-119,2001.

                95.Lu, W., Localized 2-D filter-based linear coherent noise attenuation, IEEE Trans. Image Processing, Vol. 10, No. 9,pp. 1379-1383,2001.

                96.Lu wenkai et al., High resolution stack velocity determination based on signal estimation, Chinese Journal of Geophysics, Vol.44, No.6, 2001.

                97.陸文凱,張學工,李衍達,何漢猗,溫書亮,劉永江.時頻域零炮檢距地震道♂擬合.石油@ 地球物理勘探,2001,36(1):56~59,71。

                98.陸文凱,張學工,李衍達,何漢猗,溫書亮,劉永江. 基於信號估計的高分辨率疊▼加速度分析.地球物理學報,2001,44(6):871:876。

                99.陸文凱,李衍達,謝軍,王艷,潘明慶,地層真電阻率恢復神經網絡法,測井技術, 1999, 23(1):19:23。

                100.陸文凱,李衍達,SVD分解提高地震資料的信噪比和分辨率,石油地球物理▂勘探,1998,33(增刊1):145:149。

                101.利用自組織神經網絡進行地震同相軸追蹤,陸文凱,牟永光,《石油物探》,1998.3

                102.陸文凱,李衍達,用二維復倒譜提高地震資料的分辨率,石油地球物理◥勘探,1998,33(增刊1):129:133

                103.陸文凱,李衍達,利用SVD分解法對任@意道間距內插,石油地球物理勘探,1997,32(4):582:588。

                104.陸文凱,李衍達,牟永光,誤差反傳播神經網絡法地震反演,地球物理學報,1996, supp:292-300。

                105.陸文凱,牟永光,神經網絡子波反褶積,《石油地球物理勘探》,1996.12 (增刊)。

                106.陸文凱,牟永光,一種改進的 SVD 濾波器,《石油地球物理勘探》,1996.10。

                107.陸文凱,牟永光,利用 BP 神經網絡進行測井資料外推,《石油地球物理勘探》,1996.10。

                會議:
                1.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.

                2.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.

                3.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.

                4.Wang, B., Zhang, N., Lu, W., 2018, Intelligent shot gather reconstruction using residual learning networks: 88th Annual International Meeting, SEG, Expanded Abstracts.

                5.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.

                6.Wang B., Lu W., Gu C. 2017, Multichannel attenuation compensation based on compressive sensing: 87th Annual International Meeting, SEG, Expanded Abstracts.

                7.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.

                8.Xu P., Lu W., Wang B., 2017, Multi-attribute classification based on sparse autoencoder: a gas chimney detection example: 79th EAGE Conference & Exhibition, Paris.

                9.Lu W. Edge-preserving lateral prediction for noise attenuation based on classification.Geoconvention, Calgary, Canada, 15-19 May 2017.

                10.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.

                11.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.

                12.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.

                13.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.

                14.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.

                15.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.

                16.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.

                17.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.

                18.Zhang Y., Wang B., and Lu W., 2016. A robust sparse Radon transform in the mixed time-frequency domain, SEG Annual Meeting: 4850-4854.

                19.Liu J., Lu W., Wang B., 2016, Adaptive Multiple Subtraction Based on 3DPattern Coding, 78th EAGE Conference & Exhibition.

                20.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.

                21.Wang Y., and Lu W., 2016. Blind restoration of poststack 3D seismic data, SEG Annual Meeting: 1976-1980.

                22.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.

                23.Liu J, Lu W. Adaptive multiple subtraction based on PCA, SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015: 4480-4484.

                24.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.

                25.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.

                26.Zhang Yingqiang and Lu Wenkai (2014) A 3D constrained hybrid linear-pseudo hyperbolic Radon transform. SEG Technical Program Expanded Abstracts 2014: pp. 4350-4354.

                27.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.

                28.Zhang YQ, Lu WK, Zhen BR,(2014),Ship Propeller Noise Removal Using a Time-invariant Hyperbolic Radon Transform, EAGE, Amsterdam2014.

                29.Hu CH, Lu WK, Zhang YQ,(2014),Seismic Facies Classification Using Visualization-induced Self-organizing Mapping, EAGE, Amsterdam2014.

                30.周家雄,陸文凱,赫建偉,劉斌,任婷,2014,一種基於圖象分割的自適應F-Kx-Ky濾波器,中國地球科學聯合學@術年會,1004-1006.

                31.Chen Z., Lu W., Robust estimation of geometrical attributes, EAGE 2013.

                32.Zhang Y.Q., Lu W.K., A New 3D High Resolution Tau-p Transform, EAGE 2013

                33.ZhangP,LuWK,LiFY,Supertrace-basedCoherenceAlgorithmwithRobustSlopeEstimation,EAGE2013

                34.Gao X, Lu WK, Li FY, Jiang XD, The Application of Robust Pincipal Component Analysis for Weak Seismic Signal Enhancement, EAGE 2013

                35.Li ZX, Lu WK, Hybrid demultiple method in the Radon domain, EAGE 2013

                36.Li ZX, Lu WK, Liu L, Blind 2D convolved mixtures separation of primaries and multiples with non-Gaussian filters, EAGE 2013

                37.Li FY, Lu WK, Zhang P, Li YD, Zhang Y, Spectral coherence and its application, EAGE 2013.

                38.Lu WK, Wang J, Cheng JY, Channel Wave Tomography for Detecting Inhomogeneties in Coal Seam: a Real Dataset Example, EAGE 2013.

                39.Lu WK, Zhang YQ, Zhen BR, Localization and Attenuation of Diffracted Seismic Noise in Shallow Water, EAGE 2013.

                40.張英強,陸文凱. 基於叠代收縮高分辨率Radon變換的地震道□插值,中國地◣球物理年會,2013

                41.李鐘曉,陸文凱. GPU加速實◥現的基於3D匹配濾波器的多次波自適應相減方法,中國地球物︼理年會,2013

                42.劉磊,陸文凱. 基於叠代收縮L1殘差最小化的預測反〇褶積方法,中國地▃球物理年會,2013

                43.王宇晨,陸文凱. GPU加速實現的基於局部多項式濾波器的局部線性相幹噪聲壓制算法,中國地№球物理年會▲,2013

                44.劉金林,陸文凱. 基於種子區域生長的沈積微相自動≡劃分,中國地球物理年會,2013

                45.王季,陸文凱,程建遠,胡繼武,姬廣忠. 基於透↘射槽波CT成像的煤礦工作面內陷落柱探測,中國地球物理年會,2013

                46.Hu C.H., Lu Wen-kai, Jiang X.D., Gao X.,Semi-supervised Classification of Seismic Attributes, EAGE2012, X012.

                47.Lu Wen-kai, A time-domain high-resolution Radon transform based on iterative model shrinkage, EAGE2012, P045.

                48.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.

                49.Lu Wen-kai, Zhang C.K.,A Robust Instantaneous Frequency Estimation Method, EAGE2011, Vol. 6, 4280-4284.

                50.Cheng Z.H., Lu Wen-kai,Non-iterative High Resolution Radon Transform, EAGE2011, Vol. 6, 4803-4807.

                51.李鐘曉,陸文凱. 基於有限偏移距的SRME自由表面多次波壓制方法重量,中國地球物理年會,2010

                52.甄博然,陸文凱. 地震資料外源噪聲壓制技術研』究,中國地球物理年會,2010

                53.魏海濤,陸文凱. 基於全變分的地震信●號去噪方法,中國地球物理年會,2010

                54.張鵬,陸文凱. 利用局部傾角的地震成像研究,中國地球物理年會,2010

                55.唐偉,陸文凱. 基於L1-PCA算法的去相關▓拉伸技術,中國地球物理年會,2010

                56.Zhang Q., Lu WK, Spectral decomposition of seismic data with pseudo Margenau-Hill distribution, EAGE,2009.

                57.Tu N. , Lu WK, Direct hydrocarbon detection using a HOS based wavelet extraction method, EAGE,2009.

                58.Tu N. , Lu WK, Inverse Q filtering to enhance seismic resolution, IGARSS,2009, Vol II, pp. 345-348.

                59.Wang J., Lu WK, A method of correction for marine seismic acquisition, IGARSS,2009, Vol II, pp. 345-348.

                60.莫軒,陸文凱,一種f-x域鬼波參數估計的方法,中國地球物理年會,2009。

                61.陳忠煥,陸文凱,反射系數估計的快速L1範數優化算法,中國地球物理年會,2009。

                62.胡春華,陸文凱,基於f-x和f-k域串行濾波器的低頻噪聲壓制,中國地球物理年會,2009。

                63.胡春華,陸文凱,基於自適應濾波的采集腳印壓制,中國地球物理年會,2009。

                64.龐廷華,屠寧,陸文凱,基於格型濾波器的多次波自適應在看到這兩個枯瘦老者之時相減技術,中國地球物理年會,2008。

                65.屠寧,龐廷華,陸文凱,基於子波提取的油氣系數◥分析,中國地球物理年會,2008。

                66.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.

                67.Wang B., and Lu W., A Fixed-Point Independent Component Analysis with Initialization Constraint, ICCCAS2005, HongKong, Vol 2, pp 891-894.

                68.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.

                69.K. Yao, W. Lu, et al., Feature expansion and feature selection for general pattern recognition problems, ICNNSP2003, 2003, pp 29-32, Nanjing, CHINA.

                70.Lu wenkai, Zhang Shanwen, Seismic-controlled extrapolation of well-log parameters based on frequency-shift, SEG'2003, 2003, Dallas, USA.

                71.Lu wenkai, et al, Higher-order statistics based coherency estimation algorithm, SEG'2003, 2003, Dallas, USA.

                72.Lu wenkai, et al, Adaptive Multiple Subtraction Using Independent Component Analysis, SEG'2003, 2003, Dallas, USA.

                73.蓋家鼎,陸文凱,王斌,李艷東,姚凱豐,一種基於三階矩切片的快速反∮卷積算法在基因芯片增強中的應用,CNCC2003,pp869-872,北京。

                74.W. Lu, Multi-path time delay estimation based on third order cross-moment, ICSP2002.

                75.X. B. Zhou and W. Lu, Performance analysis of LA codes in LAS-CDMA, ICSP2002.

                76.W. Lu, Adaptive noise attenuation of seismic image using singular value decomposition and texture direction detection, ICIP2002,2002,Vol.2 pp465-468.

                77.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.

                78.Lu W., Hu C., Low-frequency seismic data enhancement using a cascade filter, SEG Technical Program Expanded Abstracts, 3694 (2010).

                79.Chen Z., Lu W., Joint Deconvolution by Signal Subspace Tracking, SEG Technical Program Expanded Abstracts, 3684 (2010)

                80.Zhang C., Lu W., Seismic attributes selection based on SVM for hydrocarbon reservoir prediction, SEG Technical Program Expanded Abstracts, 1586 (2010)

                81.Zhang Q., Lu W., Spectral decomposition using deconvolutive short time Fourier transform spectrogram, SEG Technical Program Expanded Abstracts, 1581 (2010)

                82.Tu N., Lu WK, An improved peak-frequency-shift method for Q estimation, CPS/SEG,2009.

                83.Wang J., Lu WK, A method of coherence cube enhancement using histogram specification, CPS/SEG,2009.

                84.Mo X., Lu WK, Deghost based on maximization of non-gaussianity, CPS/SEG,2009.

                85.Lu WK, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution and lateral coherence constraint, CPS/SEG,2009.

                86.Lu WK, Liu DQ, Frequency recovery of band-limited seismic data based on sparse spike train deconvolution, SEG 2007.

                87.Lu WK, Liu L., Li YD, Adaptive multiple subtraction based on constrained independent component analysis, SEG 2007.

                88.Lu WK, Liu J., Random noise suppression based on discrete cosine transform, SEG 2007.

                89.Lu W., Zhang S., Xiao H., Noise reduction in coherence cube, SEG2004.

                90.Lu W., Zhang S., Xiao H., Hidden geology information mining based on spatial deblurring of 3D seismic data, SEG2004.

                91.Li Y., Lu W., Zhang S., Xiao H.,Li Y., Dip scanning coherence algorithm using eigenstructure analysis and super-trace technique, SEG2004.

                92.Lu W., Yin F., An Adaptive Algebraic Reconstruction Technique, AAPM2004, Medical physics, Vol. 31, No. 6, 2004, pp1785-1785.

                93.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.

                94.X. B. Zhou and W. Lu, Performance Comparisons of Iterative Multiuser Detection Techniques in Synchronous Coded CDMA Systems, IEEE TENCON'02.

                95.X. B. Zhou and W. Lu, Receiver Techniques Based on the Time-Frequency Channel Model, IEEE TENCON'02.

                96.G. Xiong, W. Lu et al., Migration tomography, SEG 2002.

                97.W. Lu and Ikelle, L. T., 2002, Imaging beyond seismic wavelength using higher-order statistics, EAGE2002.

                98.Ikelle, L. T and W. Lu., 2002, Multishooting method for simulating seismic surveys: Applications to finite-difference modeling, EAGE2002.

                99.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.

                100.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..

                101.Lu wenkai, Zhang xuegong and Li yanda, Multiple removal based on signal reconstruction from stacking velocity , SEG'99, 1999, Houston, USA.

                102.Adaptive Multidimensional Homomorphic Deconvolution, 陸文凱,李衍達,CPS/SEG 北京’98 國際地球物理研討︼會,1998.6.

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