劉洋,，1972年10月生，湖北松滋人,，博士,，教授,，博士生導(dǎo)師。
1.主要研究方向
[1] 地震模擬,、反演與偏移,；
[2] VSP與多波多分量地震；
[3] 人工智能地震資料處理和解釋,。
2.聯(lián)系方式
[1] 電子郵件：[email protected],；liuyang@cup.edu.cn；
[2] 電話：010-89733017,。
3.教育與工作經(jīng)歷
[1] 1989年9月在江漢石油學(xué)院物探系學(xué)習(xí),，1993年6月獲勘查地球物理專業(yè)工學(xué)學(xué)士學(xué)位；1993年9月在石油大學(xué)(北京)地球科學(xué)系攻讀碩士學(xué)位,，1995年9月直攻博士,，1998年6月獲應(yīng)用地球物理專業(yè)工學(xué)博士學(xué)位。
[2] 1998年9月留校任教,，2000年12月晉升為副教授,，2006年6月晉升為教授,，2008年6月遴選為博士生導(dǎo)師。
[3] 2008年9月至2009年8月在美國德克薩斯大學(xué)奧斯汀分校做訪問學(xué)者,，2017年9月至2022年12月在中國石油大學(xué)(北京)克拉瑪依校區(qū)石油學(xué)院工作,。
[4] 曾任系副主任(2004-2005)、系黨支部書記(2005-2011),、學(xué)院副院長(2011-2016),、勘查專業(yè)負(fù)責(zé)人(2021-2022)、學(xué)院學(xué)術(shù)委員會主席(2021-2022),。
[5] 現(xiàn)為中國石油大學(xué)(北京)地球物理學(xué)院教授,、博士生導(dǎo)師。
4.學(xué)術(shù)兼職
[1] SEG(國際勘探地球物理學(xué)家學(xué)會)主辦的《Geophysics》期刊副主編（Associate Editor,，2015-2021,；Assitant Editor，2021-）,。
[2] 中國地球物理學(xué)會主辦的《Applied Geophysics》期刊編委（2006-）,、副主編（2017-）。
[3] 《石油地球物理勘探》期刊編委（2003-2023）,、常務(wù)編委（2023-）,。
[4] 《石油物探》期刊編委（2007-）。
[5] 《Earthquake Science》期刊編委（2021-）,。
[6] 中國地球物理學(xué)會年會（現(xiàn)為中國地球科學(xué)聯(lián)合學(xué)術(shù)年會）“油氣田與煤田地球物理勘探”專題召集人（2001-）,。
[7] Director of the Board of SEG Global, Inc（2024-）。
[8] SEG大學(xué)與學(xué)生項(xiàng)目委員會委員（2014-2023）,。
[9] SEG研究委員會委員（2015-2023）,。
[10] SEG提名委員會委員（2020-2022）。
[11] SEG理事會成員及SEG第11區(qū)代表（2020-2022）,。
[12] 中國地球物理學(xué)會勘探地球物理委員會副主任（2023-）,。
[13] 中國地球物理學(xué)會油氣地球物理專業(yè)委員會委員（2023-）。
[14] 中國地球物理學(xué)會智能地球物理專業(yè)委員會委員（2022-）,。
[15] 中國石油學(xué)會石油物探專業(yè)委員會副秘書長（2022-）,。
[16] 全國油標(biāo)委石油物探專業(yè)標(biāo)準(zhǔn)化委員會委員（2018-）。
5.教學(xué)
[1] 在教學(xué)方面,，先后為本科生講授《C語言程序設(shè)計(jì)》,、《地震勘探原理》、《地震資料數(shù)字處理》,、《數(shù)字信號分析與處理》等課程,，為研究生講授《地球物理資料解釋》、《地震資料數(shù)字處理》等課程，指導(dǎo)本科生開展地震資料采集,、處理與解釋等課程實(shí)踐,。1999年至今，累計(jì)授課/帶實(shí)踐課程86門次,。
[2] 主持編寫石油高等院校特色規(guī)劃教材《地震資料處理與解釋實(shí)習(xí)指導(dǎo)書》,，參與編寫高等院校石油天然氣類規(guī)劃教材《地震數(shù)據(jù)處理方法》。
[3] 講授的《地震勘探原理》課程,，錄制成61個視頻,，上傳至優(yōu)酷網(wǎng)、大學(xué)生自學(xué)網(wǎng),，供免費(fèi)學(xué)習(xí),。
[4] 負(fù)責(zé)的本科課程《地震勘探原理》被評為北京高校“優(yōu)質(zhì)本科課程”和學(xué)校“金質(zhì)優(yōu)課”,。
[5] 獲國家級教育教學(xué)成果二等獎1項(xiàng),，獲省部級、學(xué)會級教育教學(xué)成果獎特等獎1項(xiàng),、一等獎2項(xiàng),、二等獎1項(xiàng)。
6.人才培養(yǎng)
[1] 獨(dú)立指導(dǎo)全日制碩士研究生畢業(yè)91名,、博士研究生畢業(yè)21名；碩士生主要在三大石油公司下屬企業(yè)工作,，部分在國內(nèi)外繼續(xù)攻讀博士學(xué)位,；畢業(yè)的21名博士中，12名在中國海洋大學(xué),、長安大學(xué),、中國地質(zhì)大學(xué)（北京）、中國石油大學(xué)（北京）克拉瑪依校區(qū),、長江大學(xué),、東北石油大學(xué)、東華理工大學(xué),、湖北經(jīng)濟(jì)學(xué)院,、中國科學(xué)院地質(zhì)與地球物理所等高校和科研院所工作，3名在大學(xué)做博士后,，4名在三大石油公司下屬研究院工作,，2名留學(xué)生在中國石油集團(tuán)東方地球物理公司工作。
[2] 2008年以來指導(dǎo)的研究生中,，獲全國百篇優(yōu)秀博士學(xué)位論文提名獎1次,，中國地球物理學(xué)會優(yōu)秀博士論文獎1次，李四光優(yōu)秀碩士研究生獎1次，中國地球物理學(xué)會學(xué)術(shù)年會“優(yōu)秀學(xué)生論文獎”15人次,，中國石油物探學(xué)術(shù)年會“優(yōu)秀論文”特等獎1次,、一等獎1次、二等獎1次,，國際學(xué)術(shù)研討會“優(yōu)秀學(xué)生報(bào)告獎”1次,、“最佳口頭報(bào)告獎”1次、“最佳張貼報(bào)告獎”1次,，“東方杯”全國大學(xué)生勘探地球物理大賽全國一等獎15人次,。指導(dǎo)本科生團(tuán)隊(duì)獲得“東方杯”全國大學(xué)生勘探地球物理大賽全國特等獎1次、一等獎1次,。
[3] 擔(dān)任SEG,、EAGE學(xué)生分會指導(dǎo)教師期間，SEG學(xué)生分會于2014年,、2016年兩次獲得全球“山峰學(xué)生分會”(從300多個中評選10余個),，EAGE學(xué)生分會2016年、2017年連續(xù)兩年獲得全球“最佳學(xué)生分會”(從70多個中評選3個),。
[4] 作為主要負(fù)責(zé)人之一,，2013年創(chuàng)辦“東方杯”全國大學(xué)生勘探地球物理大賽并成功舉辦六屆大賽。
[5] 2015年,，指導(dǎo)五名研究生組隊(duì)參加EAGE的FIELD大賽并獲全球第三名,。
[6] 2021至2022年，指導(dǎo)六名研究生組隊(duì)參加SEG的EVOLVE全球項(xiàng)目活動,，學(xué)生團(tuán)隊(duì)獲得“Hercules Award”,，本人獲得“Engaged Faculty Advisor Award”。
7.科研
[1] 在科研及學(xué)術(shù)成果方面,，長期從事地震勘探理論與方法研究工作,，作為第一負(fù)責(zé)人完成教育部“新世紀(jì)優(yōu)秀人才支持計(jì)劃”項(xiàng)目、“油氣資源與探測”國家重點(diǎn)實(shí)驗(yàn)室“杰出人才”培育課題,、國家自然科學(xué)基金面上項(xiàng)目,、國家863“探索導(dǎo)向類”項(xiàng)目、國家油氣重大專項(xiàng)子課題,、教育部回國留學(xué)啟動基金,、中國石油科技中青年創(chuàng)新基金等科研項(xiàng)目多項(xiàng)，在地震波動方程數(shù)值模擬,、逆時(shí)偏移成像,、全波形反演、多分量地震,、提高地震資料分辨率,、人工智能地震資料處理與解釋等方面的研究中取得進(jìn)展。
[2] 至2024年9月，共發(fā)表期刊論文230余篇,，被SCI收錄130余篇,；以第一作者、通訊作者發(fā)表SCI期刊論文100余篇,，其中國際SCI期刊論文70余篇,。
[3] 2010年發(fā)表在美國《Geophysics》期刊上關(guān)于混合吸收邊界條件的論文，被SEG主辦的期刊《The Leading Edge》報(bào)道為地球物理亮點(diǎn)(Geophysics Bright Spots),。
[4] 1篇論文2014年獲得國際SCI期刊《Journal of Geophysics and Engineering》最佳論文獎(Best Paper Award),。
[5] 1篇2020年發(fā)表的深度學(xué)習(xí)地震相識別論文圖片，被作為國際SCI期刊《IEEE Geoscience and Remote Sensing Letters》的封面,。
[6] 發(fā)表在英國《Geophysical Journal International》,、美國《Geophysics》期刊上的2篇論文入選2012年SEG出版的地球物理再版系列書(Geophysics Reprints Series book)《Numerical Modeling of Seismic Wave Propagation: Gridded Two-way Wave-equation Methods》，該書從20余種國際期刊,、國際會議上發(fā)表的論文中遴選出78篇文獻(xiàn),。
[7]關(guān)于混合吸收邊界條件的研究成果，被SEG出版的專著《3D Seismic Survey Design》(2012)和《Seismic Inversion》(2017),，以及Springer出版的百科詞典《Encyclopedia of Solid Earth Geophysics (2nd edition)》(2021)介紹與推薦,。
[8] 完成10項(xiàng)國家軟件著作權(quán)登記，獲12項(xiàng)授權(quán)國家發(fā)明專利,，獲省部級,、學(xué)會級科技獎勵一等獎2項(xiàng)、二等獎5項(xiàng),。
[9] 1999年獲中國地球物理學(xué)會傅承義青年科技獎,，2010年入選教育部新世紀(jì)優(yōu)秀人才支持計(jì)劃，2011年獲劉光鼎地球物理青年科技獎,，2017年入選新疆天山英才工程，2020年被聘為新疆二級教授,，2021年獲SEG特別表彰獎(Special Commendation),。
8.代表性論文
波動方程正反演與偏移
[1] Yang Liu, 2022, Removing the stability limit of the time–space domain explicit finite difference schemes for acoustic modeling with stability condition-based spatial operators, Geophysics, 87(3), T205-T223.
[2] Zhennan Yu, Yang Liu, 2022, Full-waveform inversion for reverse vertical seismic profiling data based on a variant of the optimal transport theory, Geophysical Prospecting, 70(7), 1163-1175.
[3] Hongyu Zhou, Yang Liu, Jing Wang, 2022, Elastic wave modeling with high-order temporal and spatial accuracy by selectively modified staggered-grid finite-difference and its linear optimization scheme, IEEE Transactions on Geoscience and Remote Sensing, 60, 3000122.
[4] Hongyu Zhou, Yang Liu, Jing Wang, 2022, Time–space domain scalar wave modeling by a new hybrid staggered-grid finite-difference method with high temporal and spatial accuracy, Journal of Computational Physics, 455, 111004.
[5] Hongyu Zhou, Yang Liu, Jing Wang, Yuanyuan Ma, 2022, Novel first order k-space formulations for wave propagation by asymmetrical factorization of space-wavenumber domain wave propagator, Geophysics, 87(6), T417-T433.
[6] Jing Wang, Yang Liu, Hongyu Zhou, 2022, High temporal accuracy elastic wave simulation with new time–space domain implicit staggered-grid finite-difference schemes, Geophysical Prospecting, 70(8), 1346-1366.
[7] Yabing Zhang, Yang Liu, Shigang Xu, 2021, Viscoelastic wave simulation with high temporal accuracy using time-domain complex-valued equations, Surveys in Geophysics, 42, 97-132.
[8] Yabing Zhang, Yang Liu, Shigang Xu, 2020, Arbitrary-order Taylor expansion based viscoacoustic wavefield simulation in 3D VTI media, Geophysical Prospecting, 68(8), 2379-2399.
[9] Yang Liu, 2020, Acoustic and elastic finite-difference modeling by optimal variable-length spatial operators, Geophysics, 85(2), T57-T70.
[10] Yang Liu, 2020, Maximizing the CFL number of stable time–space domain explicit finite-difference modeling, Journal of Computational Physics, 416, 109501.
[11] Shigang Xu, Yang Liu, 2019, Time-space-domain temporal high-order staggered-grid finite-difference schemes by combining orthogonality and pyramid stencils for 3D elastic-wave propagation, Geophysics, 84(4), T259-T282.
[12] Xin Liu, Yang Liu, Zhiming Ren, Bei Li, 2019, Perfectly matched layer boundary conditions for acoustic wave simulation in mesh-free discretization using frequency domain RBF-FD, Geophysical Prospecting, 67(7), 1732-1744.
[13] Yang Liu, Mrinal K. Sen, 2018, An improved hybrid absorbing boundary condition for wave equation modeling, Journal of Geophysics and Engineering, 15(6), 2602-2613.
[14] Zhiming Ren, Yang Liu, Mrinal K. Sen, 2017, Least-squares reverse time migration in elastic media, Geophysical Journal International, 208 (2), 1103-1125.
[15] Bei Li, Yang Liu, Mrinal K. Sen, Zhiming Ren, 2017, Time-space-domain mesh-free finite-difference based on least-squares for 2D acoustic wave modeling, Geophysics, 82(4), T143-T157.
[16] Enjiang Wang, Yang Liu, Mrinal K. Sen, 2016, Effective finite-difference modelling methods with 2-D acoustic wave equation using a combination of cross and rhombus stencils, Geophysical Journal International, 206(3), 1933-1958.
[17] Zhiming Ren, Yang Liu, 2016, A hierarchical elastic full-waveform inversion scheme based on wavefield separation and the multistep-length approach, Geophysics, 81(3), R99-R123.
[18] Zhiming Ren, Yang Liu, 2015, Acoustic and elastic modeling by optimal time–space domain staggered-grid finite-difference schemes, Geophysics, 80(1), T17-T40.
[19] Zhiming Ren, Yang Liu, 2015, Elastic full waveform inversion using the second generation wavelet and an adaptive operator length scheme, Geophysics, 80(4), R155-R174.
[20] Zhiming Ren, Yang Liu, Qunshan Zhang, 2014, Multiscale viscoacoustic waveform inversion with the second generation wavelet transform and adaptive time–space domain finite-difference method, Geophysical Journal International, 197 (2), 948-974.
[21] Yang Liu, 2014, Optimal staggered-grid finite-difference schemes based on least squares for wave equation modeling, Geophysical Journal International, 197(2), 1033-1047.
[22] Yang Liu, Mrinal K. Sen, 2013, Time–space domain dispersion-relation-based finite-difference method with arbitrary even-order accuracy for the 2D acoustic wave equation, Journal of Computational Physics, 232(1), 327-345.
[23] Yang Liu, 2013, Globally optimal finite-difference schemes based on least squares, Geophysics, 78(4), T113-T132.
[24] Hongyong Yan, Yang Liu, 2013, Visco-acoustic prestack reverse-time migration based on time–space domain adaptive high-order finite-difference method, Geophysical Prospecting, 61(5), 941-954.
[25] Yang Liu, Mrinal K. Sen, 2012, A hybrid absorbing boundary condition for elastic staggered-grid modeling, Geophysical Prospecting, 60(6), 1114-1132.
[26] Yang Liu, Mrinal K. Sen, 2011, Finite-difference modeling with adaptive variable length spatial operators, Geophysics, 76(4), T79-T89.
[27] Yang Liu, Mrinal K. Sen, 2010, A hybrid scheme for absorbing edge reflections in numerical modeling of wave propagation, Geophysics, 75(2), A1-A6.
[28] Yang Liu, Mrinal K. Sen, 2010, Acoustic VTI modeling with a time–space domain dispersion-relation-based finite-difference scheme, Geophysics, 75(3), A7-A13.
[29] Yang Liu, Mrinal K. Sen, 2009, An implicit staggered-grid finite-difference method for seismic modeling, Geophysical Journal International, 179(1), 459-474.
[30] Yang Liu, Mrinal K. Sen, 2009, A new time-space domain high-order finite-difference method for the acoustic wave equation, Journal of Computational Physics, 228(23), 8779-8806
人工智能地震資料處理與解釋
[1] Gui Chen, Yang Liu, Xi Di, Haoran Zhang, 2024, CO2Seg: Automatic CO2 segmentation from 4-D seismic image using convolutional vision transformer, IEEE Transactions on Geoscience and Remote Sensing, 62, 4505014.
[2] Gui Chen, Yang Liu, 2024, FUDLInter: Frequency-space-dependent unsupervised deep learning framework for 3D and 5D seismic data interpolation, IEEE Transactions on Geoscience and Remote Sensing, 62, 5922018.
[3] Gui Chen, Yang Liu, 2024, Combining unsupervised deep learning and Monte Carlo dropout for seismic data reconstruction and its uncertainty quantification, Geophysics, 89(1), WA53–WA65.
[4] Wenbin Tian, Yang Liu, Xi Di, 2024, Enhancing seismic waveform inversion using a three-step strategy with adversarial neural networks and seismic envelope, IEEE Geoscience and Remote Sensing Letters, 21, 7505105.
[5] 楊菲, 劉洋, 常鎖亮, 陳桂, 2024, 基于雙向GRU和注意力機(jī)制的疊前地震孔隙度預(yù)測方法, 石油物探, 63(3), 598–609.
[6] Yuhang Sun, Yang Liu, Hongli Dong, Gui Chen, Xuegui Li, 2024, Seismic AVO inversion method for viscoelastic media based on a tandem invertible neural network model, IEEE Transactions on Geoscience and Remote Sensing, 62, 5903418.
[7] Yuhang Sun, Hongli Dong, Gui Chen, Yamin Shang, Liyan Zhang, Yang Liu, 2024, Seismic PP-Wave AVO inversion method for VTI media based on double discriminator conditional generative adversarial networks, IEEE Transactions on Geoscience and Remote Sensing, 62, 5928021.
[8] Haoran Zhang, Tariq Alkhalifah, Yang Liu, Claire Birnie, Xi Di, 2023, Improving the generalization of deep neural networks in seismic resolution enhancement, IEEE Geoscience and Remote Sensing Letters, 20, 7500105.
[9] Carlos Honorio Bastidas Pérez, Yang Liu, 2023, Three-dimensional initial salt body building for full-waveform inversion assisted by deep learning, IEEE Geoscience and Remote Sensing Letters, 20, 3002105.
[10] David Cova, Yang Liu, 2023, Shear wave velocity prediction using bidirectional recurrent gated graph convolutional network with total information embeddings, Frontiers in Earth Science, 11, 1101601.
[11] 李鍵, 陳桂, David Cova, 孫永壯, 孫宇航, 劉洋, 2023, 一種基于ConvLSTM神經(jīng)網(wǎng)絡(luò)的TOC含量地震預(yù)測方法, 地球物理學(xué)進(jìn)展, 38(3), 1143-1151.
[12] Yuhang Sun, Yang Liu, 2022, Model-data-driven P-wave impedance inversion using U-Net convolutional neural networks and normalized zero-lag cross-correlation objective function, Petroleum Science, 19(6), 2711-2719.
[13] Jinshui Liu, Yuhang Sun, Yang Liu, 2022, Model-data-driven seismic inversion method based on small sample data, Petroleum Exploration and Development, 49(5), 1046-1055.
[14] Yuhang Sun, Yang Liu, Mi Zhang, Haoran Zhang, 2022, Inversion of low–medium frequency velocities and density from AVO data using invertible neural network, Geophysics, 87(3), A37-A42.
[15] Mi Zhang, Yang Liu, 2022, 3D Seismic Data Recovery via Neural Network Based Matrix Completion, IEEE Geoscience and Remote Sensing Letters, 19, 8026305.
[16] Haoran Zhang, Ping Yang, Yang Liu, Yaneng Luo, Jingyi Xu, 2022, Deep learning-based low-frequency extrapolation and impedance inversion of seismic data, IEEE Geoscience and Remote Sensing Letters, 19, 7505905.
[17] Gui Chen, Yang Liu, Mi Zhang, Haoran Zhang, 2022, Dropout-based robust self-supervised deep learning for seismic data denoising, IEEE Geoscience and Remote Sensing Letters, 19, 8027205.
[18] 馬江濤, 劉洋, 張浩然, 2022, 地震相智能識別研究進(jìn)展, 石油物探, 61(2), 262-275.
[19] Yuhang Sun, Yang Liu, 2021, Model-data-driven AVO inversion method based on multiple objective functions, Applied Geophysics, 18(4), 525-536.
[20] Haoran Zhang, Tiansheng Chen, Yang Liu, Yuxi Zhang, Jiong Liu, 2021, Automatic seismic facies interpretation based on supervised deep learning, Geophysics, 86(1), IM15-IM33.
[21] David Cova, 劉洋, 丁成震, 魏程霖, 胡飛, 李韻竹 2021, 人工智能和視速度約束的地震波初至拾取方法, 石油地球物理勘探, 56(3), 419-435.
[22] 孫宇航, 劉洋, 2021, 基于無監(jiān)督深度學(xué)習(xí)的多波AVO反演及儲層流體識別, 石油物探, 60 (3), 385-394.
[23] 陳桂, 劉洋, 2021, 基于人工智能的斷層自動識別研究進(jìn)展, 地球物理學(xué)進(jìn)展, 36(1), 119-131.
[24] Yuxi Zhang, Yang Liu, Haoran Zhang, Hao Xue, 2020, Seismic facies analysis based on deep learning, IEEE Geoscience and Remote Sensing Letters, 17(7), 1119-1123.
[25] 張玉璽, 劉洋, 張浩然, 呂文杰, 薛浩, 2020, 基于深度學(xué)習(xí)的多屬性鹽丘自動識別方法, 石油地球物理勘探, 55(3):475-483.
[26] 孫宇航, 劉洋, 2020, 基于GRU神經(jīng)網(wǎng)絡(luò)的橫波速度預(yù)測方法, 石油地球物理勘探, 55(3):484-492, 503.
[27] Mi Zhang, Yang Liu, Min Bai, Yangkang Chen, 2019, Seismic noise attenuation using unsupervised sparse feature learning, IEEE Transactions on Geoscience and Remote Sensing, 57(12), 9709-9723.
9.期刊論文
2024年
[1] Gui Chen, Yang Liu, Xi Di, Haoran Zhang, 2024, CO2Seg: Automatic CO2 segmentation from 4-D seismic image using convolutional vision transformer, IEEE Transactions on Geoscience and Remote Sensing, 62, 4505014.
[2] Gui Chen, Yang Liu, 2024, FUDLInter: Frequency-space-dependent unsupervised deep learning framework for 3D and 5D seismic data interpolation, IEEE Transactions on Geoscience and Remote Sensing, 62, 5922018.
[3] Gui Chen, Yang Liu, 2024, Combining unsupervised deep learning and Monte Carlo dropout for seismic data reconstruction and its uncertainty quantification, Geophysics, 89(1), WA53–WA65.
[4] Jingyi Xu, Yang Liu, 2024, A stable staggered-grid finite-difference scheme for acoustic modeling beyond conventional stability limit, Petroleum Science, 21(1), 182–194.
[5] Wenbin Tian, Yang Liu, Zilong Dong, 2024, Unbalanced optimal transport for full waveform inversion in visco-acoustic media, Journal of Geophysics and Engineering, 21(1), 184–199.
[6] Wenbin Tian, Yang Liu, Xi Di, 2024, Enhancing seismic waveform inversion using a three-step strategy with adversarial neural networks and seismic envelope, IEEE Geoscience and Remote Sensing Letters, 21, 7505105.
[7] 楊菲, 劉洋, 常鎖亮, 陳桂, 2024, 基于雙向GRU和注意力機(jī)制的疊前地震孔隙度預(yù)測方法, 石油物探, 63(3), 598–609.
[8] 許靜怡, 王瑞貞, 張亞兵, 劉洋, 2024, 地震衰減模型的研究進(jìn)展, 地球物理學(xué)進(jìn)展, 39(2): 525–541.
[9] 張亞兵, 劉洋, 陳同俊, 2024, 基于分?jǐn)?shù)階Zener模型的VTI黏彈性介質(zhì)頻變Q效應(yīng)數(shù)值模擬, 地球物理學(xué)報(bào), 67(9): 3510–3526.
[10] Yabing Zhang, Tongjun Chen, Hejun Zhu, Yang Liu, 2024, A stable Q-compensated reverse-time migration method using a modified fractional viscoacoustic wave equation, Geophysics, 89(1), S15–S29.
[11] Yabing Zhang, Hejun Zhu, Yang Liu, Tongjun Chen, 2024, Frequency-dependent Q simulation and viscoacoustic reverse time migration based on the fractional Zener model, Geophysics, 89(1), S47–S59.
[12] Yabing Zhang, Hejun Zhu, Yang Liu, Tongjun Chen, 2024, Power-law frequency-dependent Q simulations in viscoacoustic media using decoupled fractional Laplacians, Geophysics, 89(4), T183–T194.
[13] Yuhang Sun, Yang Liu, Hongli Dong, Gui Chen, Xuegui Li, 2024, Seismic AVO inversion method for viscoelastic media based on a tandem invertible neural network model, IEEE Transactions on Geoscience and Remote Sensing, 62, 5903418.
[14] Yuhang Sun, Hongli Dong, Gui Chen, Yamin Shang, Liyan Zhang, Yang Liu, 2024, Seismic PP-Wave AVO inversion method for VTI media based on double discriminator conditional generative adversarial networks, IEEE Transactions on Geoscience and Remote Sensing, 62, 5928021.
2023年
[15] Hongyu Zhou, Yang Liu, Jing Wang, 2023, K-space dispersion error compensators for the fractional spatial derivatives based constant-Q viscoelastic wave equation modeling, Journal of Computational Physics, 487, 112161.
[16] Carlos Honorio Bastidas Pérez, Yang Liu, 2023, Three-dimensional initial salt body building for full-waveform inversion assisted by deep learning, IEEE Geoscience and Remote Sensing Letters, 20, 3002105.
[17] Hongyu Zhou, Yang Liu, Jing Wang, 2023, Two exact first-order k-space formulations for low-rank viscoacoustic wave propagation on staggered grids, Petroleum Science, 20(3), 1521-1531.
[18] David Cova, Yang Liu, 2023, Shear wave velocity prediction using bidirectional recurrent gated graph convolutional network with total information embeddings, Frontiers in Earth Science, 11, 1101601.
[19] Haoran Zhang, Tariq Alkhalifah, Yang Liu, Claire Birnie, Xi Di, 2023, Improving the generalization of deep neural networks in seismic resolution enhancement, IEEE Geoscience and Remote Sensing Letters, 20, 7500105.
[20] 王靜, 劉洋, 周泓宇, 2023, 時(shí)間-空間高階精度矩形交錯網(wǎng)格隱式有限差分聲波正演模擬, 地球物理學(xué)報(bào), 66(1), 368-382.
[21] Yabing Zhang, Tongjun Chen, Hejun Zhu, Yang Liu, Tao Xing, Xin Zhang, 2023, Approximating constant-Q seismic wave propagations in acoustic and elastic media using a Cole-Cole model, Bulletin of the Seismological Society of America, 113(1), 312-332.
[22] 李鍵, 陳桂, David Cova, 孫永壯, 孫宇航, 劉洋, 2023, 一種基于ConvLSTM神經(jīng)網(wǎng)絡(luò)的TOC含量地震預(yù)測方法, 地球物理學(xué)進(jìn)展, 38(3), 1143-1151.
[23] Yabing Zhang, Tongjun Chen, Yang Liu, Hejun Zhu, 2023, High temporal accuracy viscoacoustic wave propagation based on k-space compensation and the fractional-Zener model, Surveys in Geophysics, 44, 821-845.
2022年
[24] Yang Liu, 2022, Removing the stability limit of the time–space domain explicit finite difference schemes for acoustic modeling with stability condition-based spatial operators, Geophysics, 87(3), T205-T223.
[25] Yuhang Sun, Yang Liu, Mi Zhang, Haoran Zhang, 2022, Inversion of low–medium frequency velocities and density from AVO data using invertible neural network, Geophysics, 87(3), A37-A42.
[26] Hongyu Zhou, Yang Liu, Jing Wang, Yuanyuan Ma, 2022, Novel first order k-space formulations for wave propagation by asymmetrical factorization of space-wavenumber domain wave propagator, Geophysics, 87(6), T417-T433.
[27] Hongyu Zhou, Yang Liu, Jing Wang, 2022, Elastic wave modeling with high-order temporal and spatial accuracy by selectively modified staggered-grid finite-difference and its linear optimization scheme, IEEE Transactions on Geoscience and Remote Sensing, 60, 3000122.
[28] Hongyu Zhou, Yang Liu, Jing Wang, 2022, Time–space domain scalar wave modeling by a new hybrid staggered-grid finite-difference method with high temporal and spatial accuracy, Journal of Computational Physics, 455, 111004.
[29] Haoran Zhang, Ping Yang, Yang Liu, Yaneng Luo, Jingyi Xu, 2022, Deep learning-based low-frequency extrapolation and impedance inversion of seismic data, IEEE Geoscience and Remote Sensing Letters, 19, 7505905.
[30] Mi Zhang, Yang Liu, 2022, 3D seismic data recovery via neural network based matrix completion, IEEE Geoscience and Remote Sensing Letters, 19, 8026305.
[31] Gui Chen, Yang Liu, Mi Zhang, Haoran Zhang, 2022, Dropout-based robust self-supervised deep learning for seismic data denoising, IEEE Geoscience and Remote Sensing Letters, 19, 8027205.
[32] Yuhang Sun, Yang Liu, 2022, Model-data-driven P-wave impedance inversion using U-Net convolutional neural networks and normalized zero-lag cross-correlation objective function, Petroleum Science, 19(6), 2711-2719.
[33] Jing Wang, Yang Liu, Hongyu Zhou, 2022, A new linear optimized time–space domain spatial implicit and temporal high-order finite-difference scheme for scalar wave modeling, Journal of Applied Geophysics, 201, 104637.
[34] Zhennan Yu, Yang Liu, 2022, Full-waveform inversion for reverse vertical seismic profiling data based on a variant of the optimal transport theory, Geophysical Prospecting, 70(7), 1163-1175.
[35] Jing Wang, Yang Liu, Hongyu Zhou, 2022, High temporal accuracy elastic wave simulation with new time–space domain implicit staggered-grid finite-difference schemes, Geophysical Prospecting, 70(8), 1346-1366.
[36] Yabing Zhang, Yang Liu, Hejun Zhu, Tongjun Chen, Juanjuan Li, 2022, Modified viscoelastic wavefield simulations in the time domain using the new fractional Laplacians, Journal of Geophysics and Engineering, 19(3), 346-361.
[37] Jing Wang, Yang Liu, Hongyu Zhou, 2022, A novel equivalent staggered-grid finite-difference scheme and its optimization strategy for variable-density acoustic wave modelling, Exploration Geophysics, 53(6), 669-682.
[38] 張夢柯, 趙前華, 羅斌, 劉洋, 2022, 鉆頭隨鉆地震技術(shù)綜述, 地球物理學(xué)進(jìn)展, 37(4), 1677-1688.
[39] 馬江濤, 劉洋, 張浩然, 2022, 地震相智能識別研究進(jìn)展, 石油物探, 61(2), 262-275.
[40] Zhennan Yu, Yang Liu, 2022, A robust migration velocity analysis method based on adaptive differential semblance optimization, Journal of Applied Geophysics, 207, 104851.
[41] Jinshui Liu, Yuhang Sun, Yang Liu, 2022, Model-data-driven seismic inversion method based on small sample data, Petroleum Exploration and Development, 49(5), 1046-1055.
[42] Yabing Zhang, Tongjun Chen, Yang Liu, Hejun Zhu, Guanghui Zhu, Yunfei Niu, 2022, Viscoelastic wave propagation in transversely isotropic media based on constant-order fractional polynomial approximations, Geophysics, 87(5), T363-T379.
[43] 徐世剛, 包乾宗, 任志明, 劉洋, 2022, 基于時(shí)間高精度空間隱式矩形交錯網(wǎng)格有限差分的彈性波數(shù)值模擬, 地球物理學(xué)報(bào), 65(4), 1389-1401.
[44] 徐世剛, 包乾宗, 任志明, 劉洋, 2022, 結(jié)合泊松算法和改進(jìn)波場分解的各向異性純聲波逆時(shí)偏移成像, 石油地球物理勘探, 57(3), 613-623.
2021年
[45] Yabing Zhang, Yang Liu, Shigang Xu, 2021, Viscoelastic wave simulation with high temporal accuracy using time-domain complex-valued equations, Surveys in Geophysics, 42, 97-132.
[46] Haoran Zhang, Tiansheng Chen, Yang Liu, Yuxi Zhang, Jiong Liu, 2021, Automatic seismic facies interpretation using supervised deep learning, Geophysics, 86(1), IM15-IM33.
[47] Zhennan Yu, Yang Liu, 2021, Differential semblance optimization based on the adaptive quadratic Wasserstein distance, Journal of Geophysics and Engineering, 18(5), 605-617.
[48] Jing Wang, Yang Liu, Hongyu Zhou, 2021, Acoustic wave propagation with new spatial implicit and temporal high-order staggered-grid finite-difference schemes, Journal of Geophysics and Engineering, 18(5), 808-823.
[49] Lele Zhang, Yang Liu, Wanli Jia, 2021, Suppressing residual low-frequency noise in VSP reverse time migration by combining wavefield decomposition imaging condition with Poynting vector filtering, Exploration Geophysics, 52(2), 235-244.
[50] Hongyu Zhou, Yang Liu, Jing Wang, 2021, Optimizing orthogonal-octahedron finite-difference scheme for 3D acoustic wave modeling by combination of Taylor-series expansion and Remez exchange method, Exploration Geophysics, 52(3), 335-355.
[51] Zhennan Yu, Yang Liu, 2021, A robust migration velocity analysis through an asymptotic inverse via generalized Radon transform, Exploration Geophysics, 52(6), 643-658.
[52] Yuhang Sun, Yang Liu, 2021, Model-data-driven AVO inversion method based on multiple objective functions, Applied Geophysics, 18(4), 525-536.
[53] David Cova, 劉洋, 丁成震, 魏程霖, 胡飛, 李韻竹 2021, 人工智能和視速度約束的地震波初至拾取方法, 石油地球物理勘探, 56(3), 419-435.
[54] 孫宇航, 劉洋, 2021, 基于無監(jiān)督深度學(xué)習(xí)的多波AVO反演及儲層流體識別, 石油物探, 60 (3), 385-394.
[55] 陳桂, 劉洋, 2021, 基于人工智能的斷層自動識別研究進(jìn)展, 地球物理學(xué)進(jìn)展, 36(1), 119-131.
[56] Hongyu Zhou, Yang Liu, Jing Wang, 2021, Acoustic finite-difference modeling beyond conventional Courant–Friedrichs–Lewy stability limit: an approach by variable-length temporal and spatial operators, Earthquake Science, 34(2), 123-136.
[57] Mengyao Jiao, Tianyue Hu, Yang Liu, Shaohuan Zu, Weikang Kuang, 2021, Deblending method of multisource seismic data based on a periodically varying cosine code, IEEE Geoscience and Remote Sensing Letters, 18(9), 1675-1670.
[58] Shigang Xu, Qianzong Bao, Yang Liu, 2021, Applying an advanced temporal and spatial high-order finite-difference stencil to 3D seismic wave modeling, Journal of Computational Physics, 436, 110133.
[59] Mengyao Jiao, Tianyue Hu, Yang Liu, Zhenzhen Yu, Shanglin Liang, Lichao Liu, Jiwei Liu, 2021, Effects of periodically varying codes on separation of multisource blended data, Applied Geophysics, 18(3), 331-344.
2020年
[60] Yang Liu, 2020, Acoustic and elastic finite-difference modeling by optimal variable-length spatial operators, Geophysics, 85(2), T57-T70.
[61] Yang Liu, 2020, Maximizing the CFL number of stable time–space domain explicit finite-difference modeling, Journal of Computational Physics, 416, 109501.
[62] Mi Zhang, Yang Liu, Haoran Zhang, Yangkang Chen, 2020, Incoherent noise suppression of seismic data based on robust low-rank approximation, IEEE Transactions on Geoscience and Remote Sensing, 58(12), 9709-9723.
[63] Yuxi Zhang, Yang Liu, Haoran Zhang, Hao Xue, 2020, Seismic facies analysis based on deep learning, IEEE Geoscience and Remote Sensing Letters, 17(7), 1119-1123.
[64] Yabing Zhang, Yang Liu, Shigang Xu, 2020, Arbitrary-order Taylor expansion based viscoacoustic wavefield simulation in 3D VTI media, Geophysical Prospecting, 68(8), 2379-2399.
[65] Yabing Zhang, Yang Liu, Shigang Xu, 2020, Anisotropic viscoacoustic wavemodelling in VTI media using frequency-dependent complex velocity, Journal of Geophysics and Engineering, 17(4), 700-714.
[66] 張玉璽, 劉洋, 張浩然, 呂文杰, 薛浩, 2020, 基于深度學(xué)習(xí)的多屬性鹽丘自動識別方法, 石油地球物理勘探, 55(3), 475-483.
[67] 孫宇航, 劉洋, 2020, 基于GRU神經(jīng)網(wǎng)絡(luò)的橫波速度預(yù)測方法, 石油地球物理勘探, 55(3):484-492, 503.
[68] Enjiang Wang, Jing Ba, José M. Carcione, Yang Liu, 2020, Reflection and transmission of plane elastic waves at an interface between two double-porosity media: effect of local fluid flow, Surveys in Geophysics, 41, 283-322.
[69] Enjiang Wang, Jing Ba, José M. Carcione, Yang Liu, Hongchao Dong, 2020, Effect of local fluid flow on the reflection and transmission of elastic waves at an interface between an elastic solid and a double-porosity medium, Geophysics, 85(4), T237-T256.
[70] Shigang Xu, Yang Liu, 2020, Modeling 3D acoustic-wave propagation using modified cuboid-based staggered-grid finite-difference methods with temporal and spatial high-order accuracy, Studia Geophysica Et Geodaetica, 64(4), 465-482.
[71] Lei Shi, Yuhang Sun, Yang Liu, David Cova, Junzhou Liu, 2020, High-order AVO inversion for effective pore-fluid bulk modulus based on series reversion and Bayesian theory, Energies, 13, 1313.
2019年
[72] Mi Zhang, Yang Liu, Min Bai, Yangkang Chen, 2019, Seismic noise attenuation using unsupervised sparse feature learning, IEEE Transactions on Geoscience and Remote Sensing, 57(12), 9709-9723.
[73] Mi Zhang, Yang Liu, Yangkang Chen, 2019, Unsupervised seismic random noise attenuation based on deep convolutional neural network, IEEE Access, 7, 179810-179822.
[74] Shigang Xu, Yang Liu, 2019, Time-space-domain temporal high-order staggered-grid finite-difference schemes by combining orthogonality and pyramid stencils for 3D elastic-wave propagation, Geophysics, 84(4), T259-T282.
[75] Xin Liu, Yang Liu, Zhiming Ren, Bei Li, 2019, Perfectly matched layer boundary conditions for frequency-domain acoustic wave simulation in the mesh-free discretization, Geophysical Prospecting, 67(7), 1732-1744.
[76] Shigang Xu, Yang Liu, 2019, A rectangular staggered-grid finite-difference scheme with fourth-order temporal accuracy for pseudo-acoustic VTI modelling, Exploration Geophysics, 50(1), 94-110.
[77] Yabing Zhang, Yang Liu, Shigang Xu, 2019, Efficient modelling of optimised pure acoustic wave equation in 3D transversely isotropic and orthorhombic anisotropic media, Exploration geophysics, 50(5), 561-574.
[78] Shigang Xu, Yang Liu, 2019, Modelling 3D elastic VTI wave propagation using an optimal k-space operator-based temporal high-accuracy staggered-grid finite-difference scheme, Journal of Applied Geophysics, 170, 103847 (11 pages).
[79] Xiao Wu, Yang Liu, Yong Wang, Shigang Xu, Wanli Jia, 2019, An improved fast converted-wave imaging method, Applied Geophysics, 17(2), 171-184.
[80] Enjiang Wang, Yang Liu, Yuxin Ji, Tiansheng Chen, Tao Liu, 2019, Q full-waveform inversion based on the viscoacoustic equation, Applied Geophysics, 17(1), 77-91.
[81] Enjiang Wang, Jing Ba, Yang Liu, 2019, Temporal high-order time–space domain finite-difference methods for modelling 3D acoustic wave equation on general cuboid grids, Pure and Applied Geophysics, 176, 5391-5414.
[82] 薛浩, 劉洋, 蔡曉慧, 2019, 基于復(fù)數(shù)波場分解的VSP逆時(shí)偏移方法研究, 地球物理學(xué)進(jìn)展, 34(2), 649-657.
2018年
[83] Yang Liu, Mrinal K. Sen, 2018, An improved hybrid absorbing boundary condition for wave equation modeling, Journal of Geophysics and Engineering, 15(6), 2602-2613.
[84] Enjiang Wang, Yang Liu, 2018, An implicit spatial and high-order temporal finite difference scheme for 2D acoustic modelling, Exploration Geophysics, 49(2), 187-201.
[85] Bei Li, Yang Liu, Xin Liu, 2018, Hybrid absorbing boundary condition for piecewise smooth curved boundary in 2D acoustic finite-difference modeling, Exploration Geophysics, 49(4), 469-483.
[86] Shigang Xu, Yang Liu, 2018, Effective modeling and reverse-time migration for novel pure acoustic wave in arbitrary orthorhombic anisotropic media, Journal of Applied Geophysics, 150, 126-143.
[87] Xiaohui Cai, Yang Liu, Zhiming Ren, Acoustic reverse-time migration using GPU card and POSIX thread based on the optimal finite-difference scheme and hybrid absorbing boundary condition, Computers & Geosciences, 115, 42-55.
[88] Shigang Xu, Yang Liu, 2018, Pseudoacoustic tilted transversely isotropic modeling with optimal k-space operator-based implicit finite-difference schemes, Geophysics, 83(3), T139-T157.
[89] Shigang Xu, Yang Liu, 2018, 3D acoustic wave modeling with a time-space-domain temporal high-order finite-difference scheme, Journal of Geophysics and Engineering, 15(5), 1963-1976.
[90] Enjiang Wang, Jing Ba, Yang Liu, 2018, Time-space-domain implicit finite-difference methods for 2D acoustic wave equation modeling, Geophysics, 83(4), T175-T193.
[91] Enjiang Wang, Jing Ba, Yang Liu, 2018, Cross-rhombus stencil-based finite-difference methods for 2D acoustic modeling and reverse-time migration on rectangular grids, Journal of Geophysics and Engineering, 15(6), 2674-2685.
[92] 徐世剛, 劉洋, 2018, 基于優(yōu)化有限差分和混合吸收邊界條件的三維VTI介質(zhì)聲波和彈性波數(shù)值模擬, 地球物理學(xué)報(bào), 61(7), 2950-2968.
[93] Hao Xue, Yang Liu, 2018, Reverse-time migration using multidirectional decomposition method, Applied Geophysics, 15(2), 222-233.
[94] 吳瀟, 劉洋, 蔡曉慧, 2018, 彈性波波場分離方法對比及其在逆時(shí)偏移成像中的應(yīng)用, 石油地球物理勘探, 53(4), 710-721.
[95] 薛浩, 劉洋, 2018, 基于優(yōu)化時(shí)空域頻散關(guān)系的聲波方程有限差分最小二乘逆時(shí)偏移, 石油地球物理勘探, 53(4), 745-753.
[96] Shigang Xu, Yang Liu, 2018, Modeling and RTM for arbitrary-order pure acoustic wave equation in VTI media using normalized pseudo-analytical method, Earthquake Science, 31(2), 83-91.
2017年
[97] Zhiming Ren, Yang Liu, Mrinal K. Sen, 2017, Least-squares reverse time migration in elastic media, Geophysical Journal International, 208(2), 1103-1125.
[98] Bei Li, Yang Liu, Mrinal K. Sen, Zhiming Ren, 2017, Time-space-domain mesh-free finite-difference based on least-squares for 2D acoustic wave modeling, Geophysics, 82(4), T143-T157.
[99] Enjiang Wang, Yang Liu, 2017, The hybrid absorbing boundary condition for one-step extrapolation and its application in wavefield decomposition-based reverse time migration, Journal of Geophysics and Engineering, 14(5), 1177-1188.
[100] Zhiming Ren, Zhenchun Li, Yang Liu, Mrinal K. Sen, 2017, Modeling of the Acoustic Wave Equation by Staggered-Grid Finite-Difference Schemes with High-Order Temporal and Spatial Accuracy, Bulletin of the Seismological Society of America, 107(9), 2160-2182.
[101] Xin Liu, Yang Liu, Zhiming Ren, Bei Li, Shigang Xu, Lekai Zhou, 2017, Hybrid absorbing boundary condition for three-dimensional elastic wave modeling, Applied Geophysics, 14(2), 270-278.
[102] 鐘晗, 劉洋, 2017, 頻變AVO影響因素研究, 石油地球物理勘探, 52(4), 783-796.
2016年
[103] Zhiming Ren, Yang Liu, 2016, A hierarchical elastic full-waveform inversion scheme based on wavefield separation and the multistep-length approach, Geophysics, 81(3), R99-R123.
[104] Enjiang Wang, Yang Liu, Mrinal K. Sen, 2016, Effective finite-difference modelling methods with 2-D acoustic wave equation using a combination of cross and rhombus stencils, Geophysical Journal International, 206(3), 1933-1958.
[105] Wei Liu, Siyuan Cao, Yang Liu, Yangkang Chen, 2016, Synchrosqueezing transform and its applications in seismic data analysis, Journal of Seismic Exploration, 25(3), 27-44.
2015年
[106] Zhiming Ren, Yang Liu, 2015, Acoustic and elastic modeling by optimal time-space domain staggered-grid finite-difference schemes, Geophysics, 80(1), T17-T40.
[107] Zhiming Ren, Yang Liu, 2015, Elastic full waveform inversion using the second generation wavelet and an adaptive operator length scheme, Geophysics, 80(4), R155-R174.
[108] Li Guofa, Yang Liu, Hao Zheng, Wei Huang, 2015, Absorption decomposition and compensation via a two-step scheme Geophysics, 80(6), V145-V155.
[109] Yang Liu, Guangyi Hu, Ting’en Fan, 2015, Suppression of strong scattered tube waves using the transverse component, Journal of Applied Geophysics, 112, 226-235.
[110] Xi Zhang, Yang Liu, Xiaohui Cai, Zhiming Ren, 2015, The AWWE-based hybrid absorbing boundary condition for finite-difference modeling and its application in reverse-time migration, Journal of Applied Geophysics, 123, 93-101.
[111] 蔡曉慧，劉洋,，王建民,，王維紅，任志明, 2015, 基于自適應(yīng)優(yōu)化有限差分方法的全波VSP逆時(shí)偏移, 地球物理學(xué)報(bào), 58(9), 3317-3334.
[112] Xiaohui Cai, Yang Liu, Zhiming Ren, Jianmin Wang, Zhide Chen, Keyang Chen, Cheng Wang, 2015, 3D acoustic wave equation modeling based on an optimal finite-difference scheme, Applied Geophysics, 12(3), 409-420.
2014年
[113] Yang Liu, 2014, Optimal staggered-grid finite-difference schemes based on least squares for wave equation modeling, Geophysical Journal International, 197(2), 1033-1047.
[114] Zhiming Ren, Yang Liu, Qunshan Zhang, 2014, Multi-scale visco-acoustic waveform inversion with the second generation wavelet transform and adaptive time-space domain finite-difference method, Geophysical Journal International, 197(2), 948-974.
[115] Yang Liu, 2014, An optimal 5-point scheme for frequency-domain scalar wave equation, Journal of Applied Geophysics, 108, 19-24.
[116] Yan Zhao, Yang Liu, Xuxuan Li, Nansen Jiang, 2014, Time-frequency domain SNR estimation and its application in seismic data processing, Journal of Applied Geophysics, 107, 25-35.
[117] Zongqing Yang, Yang Liu, Zhiming Ren, 2014, Comparisons of visco-acoustic wave equations, Journal of Geophysics and Engineering, 11(2), 025004 (7pp).
[118] Yan Zhao, Yang Liu, Zhiming Ren, 2014, Viscoacoustic prestack reverse time migration based on the optimal time–space domain high-order finite-difference method, Applied Geophysics, 11(2), 50-62.
[119] 任志明, 劉洋, 2014, 一階彈性波方程數(shù)值模擬中的混合吸收邊界條件, 地球物理學(xué)報(bào), 57(2), 595-606.
[120] 侯棟甲, 劉洋, 胡國慶, 魏修成, 陳天勝, 2014, 基于貝葉斯理論的疊前多波聯(lián)合反演彈性模量方法, 地球物理學(xué)報(bào), 57(4), 1251-1264.
[121] 劉洋, 2014, 波動方程時(shí)空域有限差分?jǐn)?shù)值解及吸收邊界條件研究進(jìn)展, 石油地球物理勘探, 49(1), 35-46.
[122] 趙巖, 劉洋, 胡光義, 范廷恩, 董建華, 2014, 基于衰減補(bǔ)償?shù)牡卣鹳Y料高分辨率處理方法, 石油物探, 53(1), 38-45, 92.
[123] 侯棟甲, 劉洋, 任志明, 魏修成, 陳天勝, 2014, 基于貝葉斯理論的VTI介質(zhì)多波疊前聯(lián)合反演, 石油物探, 53(3), 294-303.
2013年
[124] Yang Liu, Mrinal K. Sen, 2013, Time-space domain finite-difference method with arbitrary even-order accuracy for the 2D acoustic wave equation, Journal of Computational Physics, 232(1), 327-345.
[125] Yang Liu, 2013, Globally optimal finite-difference schemes based on least squares, Geophysics, 78(4), T113-T132.
[126] Hongyong Yan, Yang Liu, 2013, Visco-acoustic pre-stack reverse-time migration based on time-space domain adaptive high-order finite-difference method, Geophysical Prospecting, 61(5), 941-954.
[127] Zhiming Ren, Yang Liu, 2013, A hybrid absorbing boundary condition for frequency-domain finite-difference modeling, Journal of Geophysics and Engineering, 10(5), 054003 (16pp).
[128] Lizhi Xiao, Yang Liu, 2013, Geophysical modeling, Journal of Geophysics and Engineering, 10(5), 050201 (2pp).
[129] Hongyong Yan, Yang Liu, 2013, Pre-stack reverse-time migration based on the time-space domain adaptive high-order finite-difference method in acoustic VTI medium, Journal of Geophysics and Engineering, 10(1), 015010 (10pp).
[130] Suoliang Chang, Yang Liu, 2013, A truncated implicit high-order finite-difference scheme combined with boundary conditions, Applied Geophysics, 10(1), 53-62.
[131] 嚴(yán)紅勇, 劉洋, 2013, 基于時(shí)空域自適應(yīng)高階有限差分的聲波疊前逆時(shí)偏移, 地球物理學(xué)報(bào), 56(3), 971-984.
[132] 黃光南, 劉洋,，等, 2013, 變網(wǎng)格間距速度層析成像方法, 石油地球物理勘探, 48(3), 379-389.
2012年
[133] Yang Liu, Mrinal K. Sen, 2012, A hybrid absorbing boundary condition for elastic staggered-grid modeling, Geophysical Prospecting, 60(6), 1114-1132.
[134] Yang Liu, Enru Liu, 2012, Introduction to this special section: Carbonate research in China, The Leading Edge, 31(2), 138.
[135] Guangnan Huang, Yang Liu, 2012, Variable damping constraint tomography and its application in VSP data, Applied Geophysics, 9(2), 177-185.
[136] 嚴(yán)紅勇, 劉洋, 2012, 黏彈TTI介質(zhì)中旋轉(zhuǎn)交錯網(wǎng)格高階有限差分?jǐn)?shù)值模擬, 地球物理學(xué)報(bào), 55(4), 1354-1365.
[137] 鎮(zhèn)晶晶, 劉洋, 2012, 幾種裂縫介質(zhì)巖石物理模型的比較研究, 石油地球物理勘探, 47(6), 908-917, 950.
[138] 丁亮, 劉洋, 2012, 基于歸一化波場拆分互相關(guān)成像條件的疊前逆時(shí)偏移方法, 石油地球物理勘探, 47(3), 411-417.
[139] 李敏, 劉洋, 2012, 高階旋轉(zhuǎn)交錯網(wǎng)格模擬TTI介質(zhì)中的橫波分裂,物探與化探,，36(6), 934-940.
[140] 嚴(yán)紅勇, 劉洋, 2012, Kelvin-Voigt粘彈性介質(zhì)地震波場數(shù)值模擬與衰減特征分析, 物探與化探, 36(5), 806-812.
2011年
[141] Yang Liu, Mrinal K. Sen, 2011, Scalar wave equation modeling with time-space domain dispersion-relation-based staggered-grid finite-difference schemes, Bulletin of the Seismological Society of America, 101(1), 141-159.
[142] Yang Liu, Mrinal K. Sen, 2011, Finite-difference modeling with adaptive variable-length spatial operators, Geophysics, 76(4), T79-T89.
[143] Yang Liu, Mrinal K. Sen, 2011, 3D acoustic wave modeling with time-space domain dispersion-relation-based finite-difference schemes and hybrid absorbing boundary conditions, Exploration Geophysics, 42(3), 176-189.
[144] Guoqing Hu, Yang Liu, Xiucheng Wei, Tiansheng Chen, 2011, Joint PP and PS AVO inversion based on Bayes theorem, Applied Geophysics, 8(4), 293-302.
[145] Ye Yuan, Yang Liu, Jingyu Zhang, Xiucheng Wei, Tiansheng Chen, 2011, Reservoir prediction using multi-wave seismic attributes, Earthquake Science, 25(4), 373-389.
[146] 嚴(yán)紅勇, 劉洋, 趙前華, 李緒宣, 江南森, 2011, 一種提高VSP分辨率的反Q濾波方法, 石油地球物理勘探, 46(6), 873-880.
[147] 殷學(xué)鑫, 劉洋, 2011, 二維隨機(jī)介質(zhì)模型正演模擬及其波場分析, 石油地球物理勘探, 46(6), 862-872.
[148] 丁亮, 劉洋, 2011, 逆時(shí)偏移成像技術(shù)研究進(jìn)展, 地球物理學(xué)進(jìn)展, 26(3), 1085-1100.
[149] 鎮(zhèn)晶晶, 劉洋, 2011, 裂縫介質(zhì)巖石物理模型研究綜述, 地球物理學(xué)進(jìn)展, 26(5), 1708-1716.
[150] 張晶玉, 劉洋, 2011, 共反射面元疊加方法綜述, 地球物理學(xué)進(jìn)展, 26(5), 1717-1732.
[151] 嚴(yán)紅勇, 劉洋, 2011, 地震資料Q值估算與反Q濾波研究綜述, 地球物理學(xué)進(jìn)展, 26(2), 606-615.
[152] 嚴(yán)紅勇, 劉洋, 2011, 用一種穩(wěn)定的全反Q濾波方法提高疊前地震資料的分辨率, 石油天然氣學(xué)報(bào), 33(6), 59-63.
2010年
[153] Yang Liu, Mrinal K. Sen, 2010, A hybrid scheme for absorbing edge reflections in numerical modeling of wave propagation, Geophysics, 75(2), A1-A6.
[154] Yang Liu, Mrinal K. Sen, 2010, Acoustic VTI modeling with a time-space domain dispersion-relation-based finite-difference scheme, Geophysics, 75(3), A7-A13.
[155] 袁野, 劉洋, 2010, 地震屬性優(yōu)化與預(yù)測新進(jìn)展, 勘探地球物理進(jìn)展, 33(4), 229-238.
[156] 嚴(yán)紅勇, 劉洋, 等, 2010,利用VSP提高地面地震資料的分辨率, 石油天然氣學(xué)報(bào), 32(3), 65-68.
[157] 常鎖亮, 劉洋, 趙長春, 李國發(fā), 陳強(qiáng), 2010, 地震縱波技術(shù)預(yù)測煤層瓦斯富集區(qū)的探討與實(shí)踐, 中國煤炭地質(zhì), 22(8), 9-15.
2009年
[158] Yang Liu, Mrinal K. Sen, 2009, An implicit staggered-grid finite-difference method for seismic modeling, Geophysical Journal International, 179(1), 459-474.
[159] Yang Liu, Mrinal K. Sen, 2009, A new time-space domain high-order finite-difference method for the acoustic wave equation, Journal of Computational Physics, 228(23), 8779-8806.
[160] Yang Liu, Mrinal K. Sen, 2009, A practical implicit finite-difference method: examples from seismic modeling, Journal of Geophysics and Engineering, 6(3), 231-249.
[161] Hongyong Yan, Yang Liu, 2009, Estimation of Q and inverse Q filtering for prestack reflected PP- and converted PS-waves, Applied Geophysics, 6(1), 59-69.
[162] Jing Wang, Yang Liu, Zhe Sun, Hong Tian, Hua Su, Qianhua Zhao, Yingyu Liu, 2009, Acoustic impedance inversion of zero-offset VSP data, Applied Geophysics, 6(2), 150-158.
[163] Yang Liu, Mrinal K. Sen, 2009, Advanced finite-difference methods for seismic modeling, Geohorizons, 14(2), 5-16.
[164] Yang Liu, Mrinal K. Sen, 2009, Numerical modeling of wave equation by a truncated high-order finite-difference method, Earthquake Science, 22(2), 205-213.
[165] Xiucheng Wei, Xiangyang Li, Yang Liu, Songqun Shi, Weidong Jiang, 2009, Detection of gas reservoirs by the joint use of P- and PS-waves: A case study on the Ordos basin, China, Earthquake Science, 22(3), 307-313.
[166] 孫哲, 劉洋, 王靜, 田洪, 蘇華, 趙前華, 2009, VSP優(yōu)化預(yù)測反褶積與VSP子波替換法反褶積, 石油地球物理勘探, 44(5), 569-573.
[167] 劉洋, 魏修成, 2009, CMP道集反射波吸收方程和層Q值反演, 石油天然氣學(xué)報(bào), 31(6), 69-76.
[168] 劉洋, 魏修成, 2008, 復(fù)雜構(gòu)造中地震波傳播數(shù)值模擬研究, 新疆石油地質(zhì), 29(1), 12-14.
[169] 李文杰, 魏修成, 劉洋, 2005, 利用VSP資料提高地震資料處理質(zhì)量的新途徑, 新疆石油地質(zhì), 26(1), 96-98.
[170] 張麗艷, 劉洋, 陳小宏, 2009, 基于虛擬距偏移方法的轉(zhuǎn)換波保幅疊前偏移, 中國石油大學(xué)學(xué)報(bào)(自然科學(xué)版), 33(5), 50-55.
2008年
[171] Yang Liu, Xiucheng Wei, 2008, Propagation characteristics of converted refracted waves and its application in static correction of converted wave, Science in China Series D: Earth Sciences, 51(Suppl. II), 226-232.
[172] Yang Liu, Xiucheng Wei, 2008, Finite-difference numerical modeling with even-order accuracy in two-phase anisotropic media, Applied Geophysics, 2008, 5(2), 107-114.
[173] Liyan Zhang, Yang Liu, 2008, Anisotropic converted wave amplitude-preserving prestack time migration by the pseudo-offset method, Applied Geophysics, 5(3), 204-211.
[174] 劉洋, 2008, 促進(jìn)科技創(chuàng)新,引領(lǐng)技術(shù)進(jìn)步—2007年《石油地球物理勘探》評述, 石油地球物理勘探, 43(4), 479-487.
[175] 劉洋, 魏修成, 趙偉, 江南森, 2008, 斜井VSP三分量檢波器定向方法, 石油地球物理勘探, 43(1), 34-40.
[176] 張麗艷, 劉洋, 陳小宏, 2008, 相對振幅保持的轉(zhuǎn)換波疊前時(shí)間偏移方法研究, 石油地球物理勘探, 43(2), 153-157.
[177] 楊金華, 劉洋, 滿益志, 王興軍, 肖又軍, 張耀堂, 李國發(fā), 2008, 復(fù)雜構(gòu)造區(qū)t0時(shí)間漂移和疊加速度特征分析及其校正, 石油地球物理勘探, 43(1), 76-82.
[178] 楊金華, 滿益志, 劉洋, 李國發(fā), 2008, 復(fù)雜構(gòu)造成像能力及其存在問題, 天然氣工業(yè), 28(6), 34-36.
[179] 張麗艷, 劉洋, 陳小宏, 2008, 幾種相對振幅保持的疊前偏移方法對比分析, 地球物理學(xué)進(jìn)展, 23(3), 852-858.
[180] 常鎖亮, 楊起, 劉大錳, 劉洋, 李國發(fā), 索重輝, 2008, 煤層氣儲層物性預(yù)測的AVO 技術(shù)對地震縱波資料品質(zhì)要求的探討, 地球物理學(xué)進(jìn)展, 23(4), 1236-1243.
[181] 王寶彬, 劉洋, 候愛源, 利用VSP資料估算反射界面傾角方法綜述, 2008, 勘探地球物理進(jìn)展, 31(1), 16-24.
2007年
[182] Yang Liu, Qinghong Zhang, Leiying Bao, Xiucheng Wei, 2007, Pure S-waves in land P-wave source VSP data, Applied Geophysics, 4(3), 173-182.
[183] Jinhua Yang, Guofa Li, Yang Liu, Weidong Jiang, 2007, The Application of Elastic Impedance Inversion in Reservoir Prediction at Jinan Area of Tarim Oilfield, Applied Geophysics, 4(3), 201-206.
[184] 王建民, 劉洋, 魏修成, 2007, 三維VSP觀測系統(tǒng)設(shè)計(jì)研究, 石油地球物理勘探, 42(5), 489-494.
[185] 魏修成, 陳雨紅, 劉洋, 2007, 垂向非均勻介質(zhì)中的地震波旅行時(shí)近似, 石油地球物理勘探, 42(2), 149-155.
[186] 崔炯成, 劉洋, 趙偉, 魏修成, 江南森, 2007, 斜井三維VSP觀測系統(tǒng)設(shè)計(jì), 石油物探, 46(3), 302-309.
[187] 符志國, 劉洋, 魏修成, 黃捍東, 2007, 地震記錄相似性的小波屬性度量方法研究, 物探化探計(jì)算技術(shù), 29(1), 7-11.
2006年
[188] Xiucheng Wei, David Booth, Yang Liu, Xiang-Yang Li, 2006, The application of two-parameter velocity and slowness functions in approximating seismic reflection travel times, Journal of Geophysics and Engineering, 3(3), 271-282.
[189] Xiucheng Wei, XiuDi Jiang, David Booth, Yang Liu, 2006, The inversion of seismic velocity usong partial-offset stack with well-log constraints, Journal of Geophysics and Engineering, 3(1), 50-58.
[190] Liyan Zhang, Yang Liu, 2006, Analysis and application of pseudo-offset method in the converted-wave prestack time migration, Applied Geophysics, 3(1), 18-26.
[191] Tiansheng Chen, Yang Liu, 2006, Multi-component AVO reponse of thin beds based on reflectance spectrum theory, Applied Geophysics, 3(1), 27-36.
[192] 劉洋, 2006, 高速層出露區(qū)常規(guī)地震勘探存在的問題與對策, 石油學(xué)報(bào), 27(1), 53-57.
[193] 熊金良, 劉洋, 岳英, 薛廣建, 2006, 極淺海區(qū)水體地震響應(yīng)正演模擬, 石油地球物理勘探, 41(3), 253-257.
[194] 陳天勝, 魏修成, 劉洋, 2006, 一種新的各向異性彈性阻抗近似公式, 石油物探, 45(6), 563-569.
[195] 劉洋, 魏修成, 2006, 三維轉(zhuǎn)換波地震資料處理方法, 天然氣工業(yè), 26(12), 72-74.
[196] 曾忠, 閻世信, 魏修成, 劉洋, 2006, 地震屬性解釋技術(shù)的研究及確定性分析, 天然氣工業(yè), 26(3), 41-43.
[197] 陳天勝, 劉洋, 魏修成, 2006, 縱波和轉(zhuǎn)換波聯(lián)合AVO反演方法, 中國石油大學(xué)學(xué)報(bào)(自然科學(xué)版), 30(1):33-37.
2005年
[198] Yang Liu, Xiucheng Wei, 2005, Stability criterion of elastic wave modeling by Fourier method, Journal of Geophysics and Engineering, 2(2), 153-157.
[199] 劉洋, 2005, 利用地震資料估算孔隙度和飽和度的一種新方法, 石油學(xué)報(bào), 26(2), 61-64.
[200] 熊金良, 劉洋, 侯伯剛, 2005, 任意各向異性介質(zhì)方位旅行時(shí)正演, 石油地球物理勘探, 40(3), 300-304.
[201] 劉洋, 魏修成, 2005, 轉(zhuǎn)換波三參數(shù)速度分析和動校正方法, 石油地球物理勘探, 40(5), 504-509.
[202] 陳天勝, 劉洋, 魏修成, 2005, 幾種P-SV轉(zhuǎn)換波反射系數(shù)近似公式的比較, 石油物探, 44(1), 1-3.
[203] 劉洋, 魏修成, 2005, 幾種反射波時(shí)距方程的比較, 地球物理學(xué)進(jìn)展, 20(3), 645-653.
[204] 姜秀娣, 劉洋, 魏修成, 黃捍東, 2005, 一種同時(shí)反演縱波速度和泊松比的方法, 地球物理學(xué)進(jìn)展, 20(2), 314-318.
[205] 張麗艷, 劉洋, 2005, 轉(zhuǎn)換波疊前時(shí)間偏移方法綜述, 地球物理學(xué)進(jìn)展, 20(4), 1134-1139.
[206] 馬昭軍, 劉洋, 2005, 地震波衰減反演研究綜述, 地球物理學(xué)進(jìn)展, 20(4), 1074-1082.
[207] 劉洋, 魏修成, 2005, 轉(zhuǎn)換波地震勘探中的最大炮檢距設(shè)計(jì), 勘探地球物理進(jìn)展, 28(3), 178-182.
[208] 符志國, 劉洋, 魏修成, 2005, 二維屬性線性可分模式SOFM識別, 吉林大學(xué)學(xué)報(bào)(地球科學(xué)版), 35(增刊), 110-116.
2004年
[209] Yang Liu, Xiucheng Wei, 2004, Fast P-wave AVO in fluid-saturated porous media with aligned fractures, Journal of Geophysics and Engineering, 1(4), 307-311.
[210] Jian-jun Zhang, Xiu-cheng Wei, Yang Liu. 2004. Methods to increase the depth and precision of transient Rayleigh wave exploration, Journal of Coal Science & Engineering (China), 10(1), 33-35.
[211] 劉洋, 2004, 雙曲時(shí)距方程對地震資料處理的影響, 石油地球物理勘探, 39(2), 133-138.
[212] 李文杰, 魏修成, 劉洋. 2004, 利用VSP資料反演地層層速度的一種新途徑, 石油物探, 43(2), 126-129.
[213] 李文杰, 魏修成, 劉洋. 2004, 聲波正演中的一種新的邊界條件－雙重吸收邊界條件, 石油物探, 43(6), 528-531.
[214] 李文杰, 魏修成, 劉洋, 2004, SVD濾波法在直達(dá)波和折射波衰減處理中的應(yīng)用, 石油勘探與開發(fā), 31(5), 71-73.
[215] 郭小龍, 歐陽永林, 劉洋, 魏修成, 包世海, 2004, 轉(zhuǎn)換波地震技術(shù)在長慶地區(qū)的應(yīng)用, 天然氣工業(yè), 24(增刊):20-22.
2003年
[216] Yang Liu, Xiu-cheng Wei, 2003, Finite element equations and numerical simulation of elastic wave propagation in two-phase anisotropic media, Acta Seismologica Sinica(English Edition), 16(2), 166-174.
[217] 張曉斌, 李亞林, 唐建侯, 楊慧珠, 劉洋, 2003, 利用多波資料檢測裂縫, 石油地球物理勘探, 38(4), 431-434.
[218] 劉洋, 2003, 強(qiáng)工頻干擾波的提取與消除方法, 石油物探, 42(2), 154-159.
[219] 劉洋, 魏修成, 2003, 基于線性連續(xù)速度模型的速度分析與動校正方法, 石油勘探與開發(fā), 30(5), 71-74.
[220] 曾忠, 閻世信, 魏修成, 劉洋, 2003, 蘇里格氣田地震預(yù)測技術(shù)效果分析及對策, 石油勘探與開發(fā), 30(6), 63-67.
[221] 劉洋, 2003, 反射波分式展開式時(shí)距方程及其精度分析, 石油物探, 42(4), 441-447.
[222] 劉洋, 魏修成, 2003, 轉(zhuǎn)換波地震勘探的若干問題與對策, 勘探地球物理進(jìn)展, 26(4), 247-251.
[223] 魏修成, 劉洋, 2003, 等效連續(xù)速度模型在地震資料處理中的應(yīng)用, 勘探地球物理進(jìn)展, 26(4), 260-267.
2003年以前
[224] 劉洋, 2002, 我國陸上轉(zhuǎn)換波資料質(zhì)量評價(jià), 石油地球物理勘探, 37(2), 191-195.
[225] 劉洋, 魏修成, 王長春, 陳剛, 李國發(fā), 劉軍, 2002, 三維三分量地震勘探觀測系統(tǒng)設(shè)計(jì)方法, 石油地球物理勘探, 37(6), 549-555.
[226] 劉洋, 李承楚, 牟永光, 2000, 雙相橫向各向同性介質(zhì)分界面上彈性波反射與透射問題研究, 地球物理學(xué)報(bào), 43(5), 691-698.
[227] 劉洋, 李承楚, 2000, 雙相各向異性介質(zhì)中彈性波傳播偽譜法數(shù)值模擬研究, 地震學(xué)報(bào), 22(2), 132-138.
[228] 劉洋, 2000, CDP道集地震反射波特征描述及特征提取方法, 石油物探, 39(1), 10-19.
[229] 邵文斌, 陳小宏, 劉洋, 王守東, 2002, 英雄嶺山地地震干擾波分析與處理, 石油勘探與開發(fā), 29(1), 106-108.
[230] 何兵壽, 魏修成, 劉洋, 2001, 三維波動方程的數(shù)值頻散關(guān)系及其疊前和疊后數(shù)值模擬, 石油大學(xué)學(xué)報(bào)(自然科學(xué)版), 25(1), 67-71.
[231] 魏修成, 劉洋, 2000, 高精度轉(zhuǎn)換波速度分析, 石油勘探與開發(fā), 27(2), 57-59.
[232] 劉洋, 李承楚, 1999, 雙相各向異性介質(zhì)中彈性波傳播特征研究, 地震學(xué)報(bào), 21(4), 367-373.
[233] 劉洋, 魏修成, 1999, 三維反射縱波旅行時(shí)檢測裂隙, 石油地球物理勘探, 34(6), 607-613.
[234] 劉洋, 董敏煜, 1999, 各向異性介質(zhì)中的方位AVO, 石油地球物理勘探, 34(3), 260-268.
[235] 劉洋, 李承楚, 牟永光, 1998, 具有傾斜對稱軸橫向各向同性介質(zhì)中的彈性波, 石油地球物理勘探, 33(2), 161-169.
[236] 劉洋, 李承楚, 牟永光, 1998, 任意偶數(shù)階精度有限差分?jǐn)?shù)值模擬, 石油地球物理勘探, 33(1), 1-10.
[237] 劉洋, 李承楚, 1997, 地震資料信噪比估計(jì)的幾種方法, 石油地球物理勘探, 32(2), 257-262.
[238] 劉洋, 1995, 基于傅氏變換特點(diǎn)的一種速度分析新方法, 石油地球物理勘探, 30(3), 329-336.
[239] 傅旦丹, 劉洋, 陳遵德, 王慎中, 1993, 粘彈介質(zhì)中聲波的偽譜法模擬, 江漢石油學(xué)院學(xué)報(bào), 15(4), 35-42.
（2024年10月更新）
