89th Society of Exploration Geophysicists International Exposition and Annual
Meeting 2019
San Antonio, Texas, USA 15-20 September 2019
Volume 1 of 7
ISBN: 978-1-5108-9925-4 Printed from e-media with permission by:
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Curran Associates, Inc. 57 Morehouse Lane Red Hook, NY 12571 USA Phone: 845-758-0400 Fax: 845-758-2633 Email: [email protected] Web: www.proceedings.com SESSION LIST
LAND SEISMIC 1...... 1
MARINE SEISMIC...... 42
DEBLENDING AND SENSORS...... 77
CS AND SURVEY DESIGN...... 117
MARINE OCEAN BOTTOM SEISMIC AND BOREHOLE...... 157
LAND SEISMIC 2...... 197
LAND SEISMIC 4 AND DATA COMPRESSION AND DRONE ...... 258
MARINE SEISMIC AND SURVEY DESIGN...... 288
APPLICATIONS 1 ...... 318
APPLICATIONS 2 ...... 358
APPLICATIONS 3 ...... 399
KINEMATICS AND VELOCITIES 2...... 439
METHODS AND APPLICATIONS ...... 479
KINEMATICS AND VELOCITIES 1...... 509
CASE STUDIES 1 ...... 529
METHODOLOGY 3 ...... 569
WORKFLOWS...... 611
METHODOLOGY 1 ...... 649
CASE STUDIES 2 ...... 679
METHODOLOGY 2 ...... 709
METHODOLOGY 4 ...... 739
METHODOLOGY 5 ...... 769
EM AND GRAVITY METHODS ...... 799
ACOUSTIC METHODS 2...... 839
ACOUSTIC METHODS 1...... 880
EM METHODS ...... 910
APPLICATIONS AND DEVELOPMENTS ...... 938
VSP, MODELING AND IMAGING APPROACHES...... 974
RESERVOIR AND FRACTURE MONITORING...... 1009
MODELING AND IMAGING ALGORITHMS...... 1050
THEORY, APPLICATION AND CASE STUDIES ...... 1090
MARINE APPLICATION...... 1130
MODELING AND ANALYSIS...... 1149
INVERSION AND INTERPRETATION...... 1179
REFLECTIONS AND JOINT MIGRATION...... 1204
SALT MODEL UPDATING...... 1244
CYCLE-SKIPPING 2...... 1285
CASE STUDIES ...... 1325
REGULARIZATION TECHNIQUES 2...... 1365
ELASTIC AND MULTIPARAMETER METHOD 2 ...... 1405
THEORY AND NEW DEVELOPMENT...... 1445
NOVEL APPROACHES...... 1486
COMPUTATIONAL ISSUES ...... 1516
CYCLE-SKIPPING 1...... 1546
ELASTIC AND MULTIPARAMETER METHOD 1 ...... 1575
REGULARIZATION TECHNIQUES 1...... 1605
FIELD APPLICATIONS AND PRACTICAL ISSUES ...... 1635
STOCHASTIC METHODS...... 1665
POTENTIAL FIELDS INTERPRETATION VIA INVERSION AND MODELING...... 1695
INVERSIONS IN POTENTIAL FIELDS INTERPRETATION ...... 1734
EXAMPLES AND METHODS FOR POTENTIAL FIELDS ...... 1774
APPLICATIONS OF MODELING AND INVERSION ...... 1803
APPLICATIONS OF MACHINE LEARNING AND INVERSION...... 1838
CASE STUDIES 1 ...... 1883
FAULTS AND FRACTURES...... 1918
DEPTH: CONTROL AND IMAGING...... 1958
CASE STUDIES 2 ...... 1993
ATTRIBUTES AND INVERSION ...... 2023
OFFSHORE TECHNIQUES...... 2054
INDUCED SEISMICITY: OBSERVATIONS, ANALYSIS, AND PROCESSES 2...... 2079
NEW METHODS AND DEVELOPMENTS...... 2133
SEISMIC PROCESSING ...... 2197
INTERPRETATION 1...... 2238
SEISMIC INVERSION 1...... 2278
SEISMIC INVERSION 2...... 2318
INTERPRETATION 2...... 2358
INTERPRETATION 3...... 2398
SEISMIC PROCESSING AND INTERPRETATION 1...... 2438
SEISMIC PROCESSING AND INTERPRETATION 2...... 2468
SEISMIC PROCESSING AND INTERPRETATION 3...... 2498
SEISMIC PROCESSING AND INTERPRETATION 4...... 2528
SEISMIC PROCESSING AND INTERPRETATION 5...... 2559
SEISMIC PROCESSING AND INTERPRETATION 6...... 2589
SEISMIC PROCESSING AND INTERPRETATION 7...... 2619
GEOPHYSICS: NOVEL CONCEPTS ...... 2649
CASE STUDIES AND IMAGING 1 ...... 2679
CASE STUDIES AND IMAGING 2 ...... 2720
DYNAMIC COASTAL ENVIRONMENT: CROSSING THE LAND/SEA INTERFACE ...... 2750
ENGINEERING GEOPHYSICS ...... 2787
IMAGING AND MODELING 1 ...... 2828
APPLICATIONS FOR ARCHAEOLOGY, VOID, AND TARGET DETECTION...... 2863
IMAGING AND MODELING 2 ...... 2888
MACHINE LEARNING AND AIRBORNE GEOPHYSICS ...... 2918
NOVEL METHODS...... 2948
SEISMIC PROCESSING AND APPLICATIONS ...... 2979
CASE STUDIES: RESERVOIRS, OVERBURDEN ...... 3011
LOCATIONS, MAGNITUDES AND DERIVED INFORMATION...... 3051
LOCATIONS AND PICKING ...... 3091
CASE STUDIES: AMBIENT NOISE...... 3121
STATISTICAL METHODS AND MACHINE LEARNING...... 3151
INVERSION AND INTEGRATED STUDIES...... 3185
GEOMECHANICS, FRACTURES AND FLOW 1...... 3225
CLASTICS AND CARBONATES ...... 3260
ATTRIBUTES, TRANSFORMS AND NUMERICAL METHODS ...... 3299
CLASTICS, CARBONATES AND FACIES...... 3334
MACHINE LEARNING ...... 3364
INVERSION ...... 3389
GEOMECHANICS, FRACTURES AND FLOW 2...... 3419
RESOLUTION, ATTRIBUTES AND UNCERTAINTY ...... 3444
CLASTICS, CARBONATES, VOLCANICS AND IGNEOUS LITHOLOGY...... 3474
NOVEL METHODS...... 3503
GEOMECHANICAL MODELS ...... 3523
POROELASTICITY ...... 3563
ACOUSTIC MODELING...... 3598
INDUCED FRACTURING...... 3638
RESERVOIR CHARACTERIZATION...... 3678
LATIN AMERICA - NEW PLAYS AND CHALLENGES ...... 3708
METHODS FOR ELASTIC WAVES...... 3745
ACOUSTIC, VISCO-ACOUSTIC AND VTI MODELING ...... 3785
MODEL BUILDING AND MODELING ...... 3825
MODELING METHODS ...... 3864
METHODS AND APPLICATIONS ...... 3899
SIGNAL AND IMAGE PROCESSING...... 3939
ENHANCED SEISMIC IMAGING...... 3979
DATA ACQUISITION AND PROCESSING ...... 4019
CASE STUDIES ...... 4058
SIGNAL PROCESSING ...... 4082
NEW METHODS AND APPLICATIONS...... 4107
ENHANCEMENT OF RTM AND ITS APPLICATIONS 1...... 4131
LEAST SQUARES MIGRATION IMPROVEMENT AND APPLICATIONS 1...... 4171
LEAST SQUARES MIGRATION APPLICATIONS AND DIFFRACTION IMAGING ...... 4211
Q-IMAGING, ELASIC AND OTHER IMAGING METHODS...... 4251
NOVEL IMAGING METHODS AND APPLICATIONS 2...... 4292
NOVEL IMAGING METHODS AND APPLICATIONS 1...... 4332
ENHANCEMENT OF RTM AND ITS APPLICATIONS 2...... 4361
LEAST SQUARES MIGRATION IMPROVEMENT AND APPLICATIONS 2...... 4390
ELASTIC AND OTHER IMAGING METHODS...... 4420
NOVEL IMAGING METHODS AND APPLICATIONS 3...... 4450
DATA CONDITIONING AND NOISE REMOVAL...... 4480
MULTIPLES - THEORETICAL AND PRACTICAL ADVANCES ...... 4520
NOISE ATTENUATION, SAMPLING, SIGNAL RECONSTRUCTION ...... 4560
ADVANCES IN PROCESSING METHODS AND APPLICATIONS ...... 4600
NOISE ATTENUATION AND SEISMIC DATA RECONSTRUCTION ...... 4640
SEISMIC PROCESSING METHODS FOR WEAK SIGNALS AND STRONG NOISES...... 4670
NOISE ATTENUATION AND SIGNAL ENHANCEMENT...... 4700
RECENT ADVANCES AND THE ROAD AHEAD...... 4730
GEOSCIENTISTS WITHOUT BORDERS AND HUMANITARIAN GEOPHYSICS ...... 4772
SEG/AGU HYDROGEOPHYSICS ...... 4809
DAS, BOREHOLE AND MICROSEISMIC GEOPHYSICS FOR UNCONVENTIONALS ...... 4849
CO2 MONITORING...... 4888
SEISMIC ADVANCEMENTS IN THE PERMIAN...... 4928
MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE APPLIED TO GEOPHYSICS...... 4962
SURFACE WAVE METHOD APPLICATIONS ...... 5000
THEORETICAL DEVELOPMENTS IN IMAGING, INVERSION AND WAVE PHENOMENA ...... 5040
NEW METHODS ON VELOCITY ANALYSIS ...... 5080
CASE STUDIES ...... 5120
NEW METHODS ON TOMOGRAPHY...... 5154
PRACTICAL ISSUES AND ANISOTROPY...... 5184
ACQUISITION AND PROCESSING...... 5214
CASE STUDIES ...... 5250
INVERSION AND QUANTITATIVE INTERPRETATION ...... 5290
APPLICATIONS, IMAGING, AND ANALYSIS...... 5310
DAS PART 1: RECENT ADVANCES IN SUBSURFACE CHARACTERIZATION USING DISTRIBUTED ACOUSTIC SENSING AND THE ROAD AHEAD...... 5350
MACHINE LEARNING AND DATA ANALYTICS ALGORITHMS AND WORKFLOWS FOR GEOSCIENCE APPLICATIONS...... 5360
JOINT IMAGING/INVERSION OF S-WAVES WITH P-WAVES: ADVANCES IN CHARACTERIZING OVERBURDEN, ELASTIC MODELS AND PETROPHYSICAL PROPERTIES RELATED TO CONVENTIONAL AND UNCONVENTIONAL RESERVOIR...... 5370
AMBIENT NOISE IMAGING AND MONITORING FOR HIGH-RESOLUTION SPATIAL AND TEMPORAL NEAR-SURFACE CHARACTERIZATION AND EXPLORATION SEISMOLOGY ...... 5382
TABLE OF CONTENTS
VOLUME 1
J-SWEEP: AN ALTERNATIVE WAY TO CROSS-CORRELATE SEISMIC VIBRATOR DATA...... 1 Santiago L. Juranovic
A HIGH-PRECISION 3D ACQUISITION CASE FOR THE COMPLEX STRUCTURES IN KESHEN AREA ...... 6 Di Jiangwei, Fan Jing, Kong Dezheng, Liu Xinwen, Zhou Xu
THE WORLD’S LARGEST CONTINUOUS 3D ONSHORE AND OFFSHORE SEISMIC SURVEY SETS AMBITIOUS QUALITY AND TURNAROUND TARGETS...... 12 Abdulla Al Kobaisi, George Ainslie Casson, Guillaume Cambois, James Cowell, Mohamed Mahgoub, Saif Al Mesaabi
SMARTLF FOR ROBUST AND STRAIGHTFORWARD REDUCTION OF LOW-FREQUENCY DISTORTION...... 17 Gilles Ollivrin, Nicolas Tellier
VIBROSEIS SOURCING METHODOLOGY: A COMPARISON OF LONG, SHORT, AND SLIP- SWEEP 3D DATA IMAGE VOLUMES ACQUIRED AND CONSTRAINED BY EQUIVALENT SOURCE TIME (KWP PHASE I) ...... 22 Chris Lindsey, J. W. (Tom) Thomas, Kevin Werth, Tom Phillips
A COMPARISON OF 3D MULTI-COMPONENT (9C) DATA IMAGE VOLUMES ACQUIRED WITH CONVENTIONAL AND SIMULTANEOUS SOURCE TECHNIQUES (KWP PHASE II) ...... 27 Chris Lindsey, J. W. (Tom) Thomas, Kevin Werth, Tom Phillips
IMPROVING SEISMIC IMAGE RESOLUTION IN A CARBONATE FRACTURE CAVE REGION: A CASE STUDY...... 32 Meng-Chuan Duan, Naijian Wang, Ru-Shan Wu, Xiao-Bi Xie
SIMULTANEOUS VIBROSEIS ACQUISITION IN WEST TEXAS: A PREMIER SURVEY ...... 37 Elizabeth Rosso, John Quigley, John-Ryan Szescila, Nick Moldoveanu, Peter Jones, Vashudhaven Sudhakar
MEASUREMENT QUALITY OF THE INLINE GEOPHONE OF THE MIDWATER STATIONARY CABLE...... 42 Eric Bathellier, Michel Manin
ONBOARD DE-NOISE PROCESSING FOR IMPROVING TOWED MARINE SEISMIC ACQUISITION EFFICIENCY ...... 47 Leiv J. Gelius, Thomas Elboth, Volodya Hlebnikov
MARINE VIBRATOR SOURCE: MODULAR PROJECTOR SYSTEM ...... 52 B. Armstrong, D. Nams, Okwudili Orji, P. Yeatman
SURVEY PERFORMANCE OF DEEPLY-TOWED MARINE SEISMIC VIBRATOR: COMPARATIVE STUDY WITH IMAGING RESULTS FROM AN AIRGUN ARRAY ...... 57 Eiichi Asakawa, Hiroaki Ozasa, Hitoshi Mikada, Junichi Takekawa
THE INFLUENCE OF LAYERED WATER VELOCITY ON THE NODE POSITIONING IN OBN SEISMIC EXPLORATION...... 62 Cao Mingqiang, Ding Guandong, Gong Tongju, Mao Hejiang, Quan Haiyan, Zhang Xiaoming
A PERTURBED GHOST MODEL FOR ESTIMATING AIR-GUN ARRAY SIGNATURES...... 67 Rob Telling, Sergio Grion
COMPARISON OF NEAR FIELD HYDROPHONE AND HIGH-RESOLUTION 3D SEISMIC DATA IN A DEEPWATER FIELD...... 72 Paul Hatchell, Priyanka Dutta
BLENDED ACQUISITION WITH TEMPORALLY SIGNATURED/MODULATED AND SPATIALLY DISPERSED SOURCE ARRAY ...... 77 Gerrit Blacquiere, Mohammed Ali, Shotaro Nakayama, Tomohide Ishiyama
JOINT DEBLENDING OF MULTIPLE SEISMIC SOURCE TYPES...... 82 Kang Fu, Ray Abma
LAND VIBROSEIS DATA DEBLENDING IN THE PRESENCE OF STRONG COHERENT NOISE...... 87 A. Harthi, C. Willacy
SOURCE-OVER-CABLE MARINE ACQUISITION WITH SIX SOURCES IN SIMULTANEOUS MODE...... 92 Fredrik Andersson, Johan Robertsson, Kurt Eggenberger, Per Eivind Dhelie
DEBLENDING BY SPARSE INVERSION: CASE STUDY ON LAND DATA FROM OMAN ...... 97 Li Peiming, Ma Yuanming, Song Jiawen, Sun Pengyuan, Wang Wenchuang, Zhang Shaohua
GRADIENT RECORDING IN PRACTICE: A COMPARATIVE FIELD TRIAL OF A 5C LAND SEISMIC GRADIENT SENSOR ...... 102 Anastasia Poole, Everhard Muyzert, Nicolas Goujon, Nihed Allouche, Pascal Edme
ENERGY EFFICIENT ARCHITECTURE FOR WIRELESS GEOPHONE NETWORKS ...... 107 Naveed Iqbal
DEBLENDING OF SIMULTANEOUS AND FLIP-FLOP SHOOTING OF SPARSE NODE LONG OFFSET SEISMIC FOR REFRACTION FWI ...... 112 Chuck Mason, Duncan Bate, Hassan Masoomzadeh, Henrik Roende, Himadri S. Pal, Zhaojun Liu
OPTIMUM SEISMIC ACQUISITION GEOMETRY DESIGN WITH THE HELP OF ARTIFICIAL INTELLIGENCE ...... 117 G. Blacquiere, S. Nakayama
MUTUAL COHERENCE IN COMPRESSIVE SENSING SEISMIC ACQUISITION...... 122 Ali Tura, Anna Titova, Michael B. Wakin
RECONSTRUCTION OF 3D SEISMIC DATA FROM SPARSE RANDOM OBN ACQUISITION BY COMPRESSIVE SENSING ...... 127 David Lumley, Mengli Zhang
SPARSITY PROMOTING RECONSTRUCTION WITH COMPRESSIVELY ACQUIRED LAND DATA...... 132 Minjie Guo, Mugang Zhang, Wenhui Li, Xiang Li, Zhe Men
SEAM PHASE II BARRETT MODEL CLASSIC DATA STUDY: LAND COMPRESSIVE SEISMIC ACQUISITION...... 137 Bin Gong, Donnie Enns, Klaas Koster, Robert Holt, Tao Jiang
AUTOMATED TARGET-ORIENTED ACQUISITION DESIGN: OPTIMIZING BOTH SOURCE AND RECEIVER GEOMETRIES ...... 142 Eric Verschuur, Gerrit Blacquiere, Sixue Wu
WAVEFIELD RECONSTRUCTION USING WAVELET TRANSFORM...... 147 Iga Pawelec, Michael Wakin
GLOBAL LAND SEISMIC ACQUISITION OPTIMIZATION BY ACCOUNTING FOR VARYING NOISE, OBSTACLES, NON-UNIFORM PLACEMENT COSTS, AND SIGNAL...... 152 Christof Stork
ACQUISITION TRIAL OF DRILLCAM: REAL-TIME SEISMIC WITH WIRELESS GEOPHONES, INSTRUMENTED TOP DRIVE AND NEAR-BIT ACCELEROMETER ...... 157 Andrey Bakulin, Emad Hemyari, Ilya Silvestrov
PRECISE DEPTH AND SUBSIDENCE MEASUREMENTS DURING DEEPWATER OBN SURVEYS ...... 162 Audun Libak, Brad Nolan, Hugo Ruiz, Paul Hatchell, Remy Agersborg
SPARSE NODES FOR VELOCITY: LEARNINGS FROM ATLANTIS OBN FULL-WAVEFORM INVERSION TEST ...... 167 Cheryl Mifflin, Jiawei Mei
DESIGN AND ANALYSIS OF OBC ACQUISITION AND OBSERVATION SYSTEM IN LARGE GAS CLOUD AREA ...... 172 Dekui Xu, Zhijun Zhang
HEXASOURCE COMPACT SOURCE ACQUISITION FOR IMPROVED IMAGING IN AN OBC CAMPAIGN ACROSS THE EDVARD GRIEG FIELD ...... 177 David Tilling, Mark Ramsay, Per Eivind Dhelie
SEISMIC MODELING FOR A VELOCITY SURVEY AT ATLANTIS...... 182 Andrew Brenders, Dianne Ni, Jean-Paul Van Gestel, Joseph Dellinger, Qingsong Li
LEADING A NEW DEEP WATER OBN ACQUISITION ERA: TWO 2017-2018 GOM OBN SURVEYS ...... 187 Bj Thompson, Carsten Udengaard, Qingsong Li
DESIGNING AN EXPLORATION SCALE OBN: ACQUISITION DESIGN FOR SUBSALT IMAGING AND VELOCITY DETERMINATION...... 192 Joakim Blanch, Lingli Hu, Yan Liu
SEISMIC SURVEY TEST IN ULTRA-DEEP CRATON BASIN IN MESOPROTEROZOTIC AND NEOPROTEROZOIC IN TARIM BASIN...... 197 Jia Hengyue, Ni Yudong, Pi Hongmei, Xu Ligui, Yang Tianfu, Zou Xuefeng
EVALUATION OF TWO CO-LOCATED AUTONOMOUS RECORDING SYSTEMS ...... 202 Bill Erickson, Peter Eick, Stephen K Chiu
AN EVALUATION OF THE RESOLUTION OF SEISMIC DATA AND ITS APPLICATION ...... 207 Guo Yong, Xia Jianjun, Zhang Lulu
SEISMIC ACCELERATION SIGNAL THEORY AND APPLICATION ONSHORE...... 212 Wujin Chen, Cui Ruguo, Li Luming, Zhang Bohan, Zhang Guangde, Zhang Huaibang
APPLICATION OF OVT ATTRIBUTE ANALYSIS IN ACQUISITION METHOD...... 218 Gao Rui, Gu Lijun, Li Yangsheng, Ma Tao, Ni Yudong, Wang Tongjun
ACQUISITION TECHNOLOGY OF OVER 200,000-CHANNEL FULL-DIGITAL SYSTEM (APPLICATION IN WEST KUWAIT LAND 3D)...... 223 Hongguang Fan, Hongxiao Ning, Lin Zhang, Qiang Li, Zhenxing Guo
IMPROVING VIBROSEIS TRANSMITTED SIGNAL IN DESERT AREAS ...... 228 Changping Duan, Pengfei Liu, Yongfei Qi, Zhouhong Wei
SEISMIC DATA ACQUIRED WITH A NOVEL, PERMANENTLY-INSTALLED BOREHOLE SEISMIC SOURCE...... 233 Donald C. Lawton, Malcolm Bertram, Tyler W. Spackman
AN ANALYSIS OF THE SH-WAVE 2D SECTION CLOSURE ERROR PROBLEM AND THE COUNTERMEASURES ...... 238 Guan Junya, Li Chengwu, Li Meihua, Liu Zhibing, Wang Hongbo, Wu Weiwei
THE INFLUENCE OF THE NEAR-SURFACE ANISOTROPY ...... 243 Bai Xuming, Li Haidong, Tang Chuanzhang, Yuan Shenghui
A STUDY OF ACQUISITION-RELATED SUB-SAMPLING AND APERTURE EFFECTS ON MARCHENKO FOCUSING AND REDATUMING...... 248 Haorui Peng, Ivan Vasconcelos
ACQUISITION OF A MODERN SEISMIC SURVEY IN THE VIENNA BASIN ...... 253 Lars Zühlsdorff, Mikael Garden
SEISMIC DATA COMPRESSION USING DEEP NEURAL NETWORK PREDICTORS ...... 258 Adil Balghonaim, Faramarz Fekri, Hilal H. Nuha
A MULTI TONE MODELING FOR SEISMIC DATA COMPRESSION...... 263 Bo Liu, Faramarz Fekri, James H. McClellan
A METHOD AND APPLICATION OF IRREGULAR GEOMETRY DESIGN BASED ON COMPRESSIVE SENSING...... 268 Li Weibo, Liu Xinggang, Men Zhe, Ning Hongxiao, Zhang Mugang
THE METHOD AND EFFECT OF WIDE ANGLE REFLECTION SEISMIC EXPLORATION IN ORDOS BASIN ULTRA-DEEP LAYER ...... 273 Cao Yuehui, Deng Zhiwen, Du Houyu, Du Zhongdong, Wang Yanduo
DRONE SURVEYING IN A COMPLEX AREA: A CASE STUDY ...... 279 Mike Allison, Steve Adcock
COLOUR INFRARED IMAGERY AND SURFACE CONSISTENT SCALING...... 283 Allan Chatenay, Christopher Harrison, Paul Thacker
THE FIRST MARINE SEISMIC SURVEY OF DUAL-SOURCE RANDOM SHOOTING OFFSHORE CHINA...... 288 Deng Yong, Luo Wei, Zeng Ting, Zhang Zhenbo
THE SEISMIC ACQUISITION SCHEME RESEARCH BASED ON SEISMIC SIMULATION FOR VOLCANIC ACTIVITY AREA IN BOHAI OILFIELD...... 293 Donghong Zhou, Zhijun Zhang
RELOCATING SOURCE POINTS OUTSIDE EXCLUSION ZONES ON 3-D SEISMIC SURVEY DESIGNS: AN OPTIMIZED STRATEGY...... 298 Carlos H. Bastidas, Yang Liu
OFFSHORE SEISMIC ACQUISITION DESIGN EXPERIMENTS BASED ON COMPRESSIVE SENSING ...... 303 Dongchuan Xue, Jicai Ding, Jinmiao Zhang, Xiaogang Huang, Xiaoliu Wang, Zhenyu Zhu
TOWARDS SMALLER SOURCE VOLUMES: AN EXAMPLE FROM THE GULF OF MEXICO ...... 308 Duncan Bate, Henrik Roende, Jan Langhammer, Roy Ha
AN EXAMPLE OF EFFECTIVE APPLICATION OF NEAR-SURFACE SEISMIC STUDIES IN TRANSIT AREAS...... 313 Alexander Oshkin, Alexey Turchkov, Andrey Konkov
MINIMUM NUMBER OF AZIMUTH SECTORS FOR SEISMIC ANISOTROPY ESTIMATION ...... 318 Leonardo Quevedo, Peter Mesdag
PRESSURE AND STRESS ASSESSMENT IN ANISOTROPIC ROCKS...... 323 Alexander Edwards, Kester Waters
MODEL PARAMETERIZATION AND AMPLITUDE VARIATION WITH ANGLE AND AZIMUTH INVERSION FOR ORTHOTROPIC PARAMETERS ...... 328 Lixiang Ji, Zhaoyun Zong
ESTIMATING INDICATORS OF OIL-BEARING FRACTURED RESERVOIRS FROM FREQUENCY COMPONENTS OF AZIMUTHAL SEISMIC DATA ...... 333 Huaizhen Chen, Kristopher Innanen
STUDY OF A FRACTURED RESERVOIR BY USING THE ANISOTROPY OF SEISMIC WAVE ATTENUATION ...... 338 Aala A. I. Mohamed, Eric. M. Takam Takougang, Fateh Bouchaala, Jun Matsushima, Youcef Bouzidi
LAYER ANISOTROPIC ELASTIC PARAMETERS INVERSION BASED ON FOURIER COEFFICIENTS OF AZIMUTHALLY ELASTIC IMPEDANCE...... 343 Jiang Liu, Lin Li, Qicui Tu
A NEW ANISOTROPIC INVERSION METHOD BASED ON THE SPARSE REPRESENTATION AND DICTIONARY LEARNING ...... 348 Lideng Gan, Yaojun Wang
ALIGNED POROSITY, NEAR-ANGLE P-P AZIMUTHAL AMPLITUDES, AND OIL PRODUCTION...... 353 Heloise Lynn, William Nicholas Goodway
ROCK PHYSICS TEMPLATES AND ANISOTROPY...... 358 Changcheng Liu, Deva Ghosh, Srichand Prajapati
ΔVP: A NEW SEISMIC ATTRIBUTE BASED ON ZOPPRITZ AVO INVERSION FOR ESTIMATION OF SEISMIC ANISOTROPY...... 363 Nurul Kabir, Richard L. Gibson Jr., Un Young Lim
THE EFFECT OF MINERAL PROPERTIES ON ROCK PHYSICS MODELING OF SHALE ANISOTROPY...... 368 Michinori Asaka, Shuichi Desaki, Yuki Kobayashi
COMPARISON OF PREDICTED FRACTURES BY THREE WIDE-AZIMUTH METHODS: A SHALE RESERVOIR FRACTURE PREDICTION CASE STUDY ...... 373 Hongjun Wang, Jian Zhang, Mingjun Jiang, Pengyu Chen, Tongcui Guo, Xiangwen Kong, Yueliang Guo
FRACTURE-DIRECTION ESTIMATION BY QVOA ANALYSIS: VALIDATION BY PHYSICAL MODELING ...... 378 Dmitry Popov, Jianxin Wei, Pinbo Ding, Tatiana Chichinina
FINDING LEFT-OVER MOVEOUT USING SEMBLANCE SCANS: FLOSS...... 384 Chandan Kumar, Esteban Diaz, James Mika, Madhav Vyas
USING THE AZIMUTHAL DERIVATIVE OF THE AMPLITUDE FOR FRACTURE DETECTION ...... 389 Chunhui Xie, Guoliang Yan, Run He, Tingjun Zhong, Tongcui Guo
MULTI-COMPONENT VERTICAL SEISMIC PROFILING AND CROSSWELL SHOOTING TO DEFINE ROSS ICE SHELF STRUCTURE, ANTARCTICA...... 394 David Prior, Jennifer Eccles
AVAZ QUANTITATIVE INTERPRETATION BASED ON ORTHORHOMBIC MEDIUM AND ITS APPLICATION IN SICHUAN BASIN OF CHINA...... 399 Jinliang Tang, Kai Xu, Shixing Wang
CORRECTING RESIDUAL HTI MOVEOUT AND DETERMINING PRINCIPAL ANISOTROPIC AZIMUTH IN ARBITRARILY SAMPLED IMAGE GATHERS USING DYNAMIC TIME WARPING ...... 404 Luke Decker, Qunshan Zhang
DESCRIBING STRESS-DEPENDENT ELASTICITY AND WAVE PROPAGATION: NEW INSIGHTS AND CONNECTIONS BETWEEN APPROACHES...... 409 Ivan Vasconcelos, Jeannot Trampert, Jeroen Tromp, Yanadet Sripanich
FRACTURE PREDICTION BASED ON AN IMPROVED ANISOTROPY INVERSION: A SHALE RESERVOIR FRACTURE PREDICTION CASE STUDY ...... 414 Hongjun Wang, Jian Zhang, Mingjun Jiang, Pengyu Chen, Tongcui Guo, Xiangwen Kong, Yueliang Guo
INVERSION OF RESERVOIR POROSITY AND PERMEABILITY BASED ON VELOCITY DISPERSION IN 3D TWO-PHASE ORTHOTROPIC CRACK MEDIUM...... 419 Deli Wang, Jingyu Zhang, Tingen Fan, Xianwen Zhang, Xin Du
EFFECTIVE FRACTURE IDENTIFICATION BY COMBINING AVOZ AND AVOZF INVERSION ...... 424 Sam Zandong Sun, Xinqiang Wang
STUDY ON IMPACT FACTORS OF SEISMIC WAVE FREQUENCY-DEPENDENT ANISOTROPY IN TI MEDIUM...... 429 Danping Cao, Xingyao Yin, Yahua Yang
NEW ANISOTROPIC PARAMETER TO ENHANCE LITHOLOGY IDENTIFICATION IN CLASTIC RESERVOIR...... 434 Amir Babasafari, Deva Ghosh
INSTABILITY OF ADJOINT EQUATIONS AND THE USE OF TIME REVERSED FORWARD IN ACOUSTIC ANISOTROPIC FULL WAVEFORM INVERSION...... 439 Biondo Biondi, Huy Le, Stewart A. Levin
SOURCE-INDEPENDENT WAVEFORM INVERSION FOR ATTENUATION ESTIMATION IN VTI MEDIA ...... 444 Ilya Tsvankin, Tong Bai
SCATTERING PATTERN ANALYSIS AND GENERALIZED RADON TRANSFORM INVERSION FOR ACOUSTIC VTI MEDIA...... 449 Quan Liang, Wei Ouyang, Weijian Mao
FINITE-DIFFERENCE SOLUTION OF LINEARIZED EIKONAL EQUATION FOR TRANSVERSELY ISOTROPIC MEDIA ...... 454 Ilya Tsvankin, Yogesh Arora
ELASTIC WAVEFORM INVERSION OF DOWNHOLE MICROSEISMIC DATA FOR 3D VTI MODELS...... 459 Ilya Tsvankin, Oscar Jarillo Michel
ANISOTROPIC MODEL BUILDING BASED ON MULTI-WELL CONSTRAINT FULL- AZIMUTHAL TOMOGRAPHY: CASE STUDY FROM PRE-CASPIAN BASIN ...... 464 Shuhua Hu, Tao Zhang, Wenqing Liu, Xiao Wang, Yuchao Wang
A COMPARISON BETWEEN TWO FAST SWEEPING ALGORITHMS FOR SOLVING THE ATTENUATING VTI EIKONAL EQUATION ...... 469 Qi Hao, Tariq Alkhalifah
STACKING-VELOCITY TOMOGRAPHY FOR TILTED ORTHORHOMBIC MEDIA...... 474 Ilya Tsvankin, Qifan Liu
REFLECTION COEFFICIENTS APPROXIMATIONS FOR ORTHORHOMBIC MEDIA...... 479 Alexey Stovas, Song Jin
GEOMETRICAL CHARACTERISTICS IN ANISOTROPIC MEDIA ...... 484 Alexey Stovas, Vyacheslav Roganov, Yuriy Roganov
REFLECTION AND TRANSMISSION APPROXIMATIONS FOR MONOCLINIC MEDIA WITH A HORIZONTAL SYMMETRY PLANE...... 489 Alexey Stovas, Song Jin
VISCOACOUSTIC ANISOTROPIC WAVE EQUATIONS...... 494 Qi Hao, Tariq Alkhalifah
EIGENRAY METHOD: GEOMETRIC SPREADING ...... 499 Igor Ravve, Zvi Koren
EIGENRAY METHOD: CAUSTIC IDENTIFICATION...... 504 Igor Ravve, Zvi Koren
EFFICIENT WAVEFIELD INVERSION IN ACOUSTIC VTI MEDIA APPLIED TO FIELD DATA...... 509 Chao Song, Tariq Alkhalifah
RESEARCH ON ANISOTROPIC TOMOGRAPHY METHOD OF VTI MEDIA BASED ON ADCIGS ...... 514 Li Zhenchun, Wang Feiyi
ACOUSTIC ANISOTROPIC FULL WAVEFORM INVERSION: A PARAMETERIZATION STUDY BY EXAMPLES ...... 519 Huy Le
WAVENUMBER ILLUMINATION ANALYSIS VALIDATION: WHICH ELASTIC ANISOTROPIC PARAMETERS CAN WE RESOLVE? ...... 524 Dmitry Kabanov, Tariq Alkhalifah, Vladimir Kazei
NONLINEAR AVO INVERSION BASED ON ZOEPPRITZ EQUATIONS TO ESTIMATE DENSITY, P- AND S-WAVE VELOCITIES, AND THE RATIO OF VELOCITIES: CASE STUDY OF GULF OF MEXICO ...... 529 Nurul Kabir, Richard L. Gibson Jr., Un Young Lim
DEEPWATER SUB-SALT CARBONATE REEF RESERVOIR PREDICTION IN SANTOS BASIN, BRAZIL...... 534 Handong Huang, Xingda Tian, Yaneng Luo
DENSITY INVERSION FROM SEISMIC USING A TRANS-DIMENSIONAL APPROACH: A FIELD DATASET EXAMPLE ...... 539 Akkel Paul, Dhananjay Kumar, Mrinal Sen, Reetam Biswas
JOINT PP-PS LITHO-ELASTIC AVA INVERSION: EXAMPLE FROM MIDLAND BASIN ...... 544 Edan Gofer, Federico Golfre’ Andreasi, Ran Bachrach, Simone Re
ANISOTROPIC LITHO-PETRO-ELASTIC AVA INVERSION FOR UNCONVENTIONAL PLAYS: UNCERTAINTY ANALYSIS AND EXAMPLE FROM THE PERMIAN BASIN...... 549 Edan Gofer, Ran Bachrach
APPLYING FIT FOR PURPOSE CONSTRAINTS TO SEISMIC INVERSION: A CASE STUDY USING A VSP CORRIDOR STACK TO LOOK AHEAD OF THE DRILL BIT...... 554 Keith Edwards
FRONTIER EXPLORATION: LITHOLOGY AND FLUID INSIGHTS VIA FORWARD MODELING FROM LOCALLY CONSTRAINED REGIONAL ROCK PHYSICS, CHIDLEY BASIN, NEWFOUNDLAND AND LABRADOR, CANADA ...... 559 Alice Spencer, Erin Gillis, Ian Atkinson, Nicholas Montevecchi, Richard Wright, Victoria Mitchell
SIMULTANEOUS TIME-LAPSE WEB-AVO INVERSION FOR SEISMIC RESERVOIR MONITORING: APPLICATION TO CO2 ENHANCED OIL RECOVERY AT THE BELL CREEK OIL FIELD...... 564 César Barajas-Olalde, Charles D. Gorecki, John A. Hamling, Lu Jin, Peter Haffinger, Seyedalireza Khatibi, Shaughn A. Burnison
NONLINEAR INVERSION FOR STRESS- AND FLUID-SENSITIVE PARAMETERS ...... 569 Huaizhen Chen, Kristopher Innanen
GEOSTATISTICS INVERSION COMBINING CONDITIONAL GAUSSIAN DISTRIBUTIONS WITH MULTIPLE-POINT GEOSTATISTICS...... 574 Bo Yu, Hui Zhou, Mingzhu Zhang, Shuqi Jiang, Yuanpeng Zhang
DIGITAL SUPERRESOLUTION IN SEISMIC AMPLITUDE PROCESSING...... 579 Andreas Kjelsrud Evensen, Odd Kolbjørnsen
CONSTRAINTS GUIDED BASIS PURSUIT PRESTACK AVA INVERSION ...... 585 Fan Xia, Shuang Zhao, Yequan Chen
MULTI-TRACE BLOCKY REFLECTIVITY INVERSION WITH ANISOTROPIC TOTAL VARIATION REGULARIZATION...... 590 Guofa Li, Li Jiang, Sichao Zhang, Xinlong Huang, Xu Fan, Yu Guan
SIMULTANEOUS INVERSION OF Q AND REFLECTIVITY USING DICTIONARY LEARNING...... 595 Jie Shao
IMPROVED SEISMIC CHARACTERIZATION THROUGH FACIES BASED INVERSION IN THE DEPTH DOMAIN ...... 600 James Gunning, Kester Waters
ITERATIVE BAYESIAN INVERSION...... 605 Anya Reitz, Jingfeng Zhang, John Etgen, Matt Walker
SEISMIC DATA CONDITIONING IS AN ESSENTIAL STEP FOR FACIES PREDICTION...... 611 Denis Alexeenko, Russell Exley
IMPEDANCE INVERSION OF THE KARST RESERVOIR USING DIFFRACTION...... 615 Evgeny Landa, Kun Xiang, Linghe Han
A PRACTICAL DATA-DRIVEN METHOD FOR APPLYING AMPLITUDE INVERSE Q THAT PRESERVES AMPLITUDE VARIATIONS WITH OFFSET...... 620 H Masoomzadeh, N. Ratnett, S. Baldock
AMPLITUDE FRIENDLY INVERSE Q FILTERING ...... 625 Elena Kokoshina, Sarah Spoors, Tim Seher
COMPENSATING FOR MIGRATION STRETCH TO IMPROVE THE RESOLUTION OF S- IMPEDANCE AND DENSITY INVERSION ...... 630 Francis Oyebanji, Kurt Marfurt, Swetal Patel
CALCULATION METHOD OF RESERVOIR ENERGY DENSITY BASED ON SEISMIC LOW- FREQUENCY INFORMATION AND ITS APPLICATION...... 635 Jie Zhang, Wei Jiang, Xin Luo, Xuehua Chen, Yingkai Qi
AVO FRIENDLY SEISMIC AMPLITUDE SCALING IN HIGH IMPEDANCE CONTRAST SURFACE CONDITIONS...... 640 Ali F. Aljishi, Mamadou S. Diallo, Mohammad I. Babli, Mustafa A. Al-Marzooq
ESTIMATION OF RESERVOIR ELASTIC PARAMETERS VIA FULL-WAVEFIELD REDATUMING: COMPARISON OF APPROACHES...... 644 Aayush Garg, D. J. Verschuur
SYNCHRONOUS PRESTACK INVERSION FOR AUTOMATIC EXTRACTING THE CORRELATION OF ELASTIC PARAMETERS USING BLOCK SPARSE BAYESIAN LEARNING ...... 649 Haoyang Gao, Ming Ma
STOCHASTIC INVERSION BASED ON THE MULTIPLE-POINT GEOSTATISTICS ...... 654 Bo Yu, Hanming Chen, Hui Zhou, Lin Wang, Mingzhu Zhang, Weilin Huang
JOINT PP AND PS ANISOTROPIC AVO INVERSION USING EXACT ZOEPPRITZ EQUATIONS ...... 659 Fuping Liu, Yifei Bao
STOCHASTIC INVERSION BASED ON STATISTICAL MEDIUM PARAMETER MODELING...... 664 Baoli Wang, Guangzhi Zhang, Ying Lin
STOCHASTIC AVO INVERSION DRIVEN BY GEOFLUID FACIES AND DE-MCMC MODEL...... 669 Kun Li, Xingyao Yin, Zhaoyun Zong
AVO INVERSION FOR ESTIMATING COMPRESSIONAL MODULUS...... 674 Handong Huang, Xiaowen Zheng
MAXIMIZING THE VALUE OF SEISMIC INVERSION IN JURASSIC TARGETS: A CASE STUDY FROM SOUTH KUWAIT...... 679 H. Moubarak, M. Arafat, M. Sitouah, S. Kumar, T. Al-Rashid
SEISMIC CHARACTERIZATION OF THIN BEDDED RESERVOIRS: THE APPLICATION OF ELASTIC GEOSTATISTICAL INVERSION IN THE BONGKOT FIELD, GULF OF THAILAND ...... 684 Jean-Pierre Bancelin, Prat Boonyasatphan
APPLICATION OF DIRECT INVERSION OF RESERVOIR PARAMETERS IN "SWEET SPOT" RESERVOIR PREDICTION: A CASE STUDY OF BAISAN FORMATION IN JUNGGAR BASIN...... 689 Fanchang Zhang, Jingyang Yang, Kaiheng Sang, Xiaoyu Song
PRE-STACK SIMULTANEOUS INVERSION FOR PETROPHYSICAL PROPERTIES OF THE LOWER WILCOX EROSIONAL REMNANT SANDSTONE ALONG THE TEXAS GULF COASTAL PLAIN ...... 694 Kelly H. Liu, Stephen S. Gao, Tianze Zhang, Yani Lin
ACOUSTIC IMPEDANCE INVERSION FOR OFFSHORE CO2 STORAGE: SOUTH GEORGIA EMBAYMENT ...... 699 Camelia C. Knapp, James H. Knapp, Khaled Almutairi
EXTENDING THE AVO TOOLBOX WITH ROCK PHYSICS DRIVEN INVERSION FOR SEISMIC INTERPRETATION WITH LITTLE OR NO WELL CONTROL: EXAMPLE FROM THE NORWEGIAN SEA ...... 704 Åsmund Drottning, Erling Hugo Jensen, Mark Littman
DECORRELATION OF MULTIVARIATE COVARIANCE MATRIX FOR THE LINEAR BAYESIAN INVERSION ...... 709 Bo Yu, Hanming Chen, Hui Zhou, Lingqian Wang, Weilin Huang, Yong An
HIGH-RESOLUTION AVO INVERSION BASED ON LOW-FREQUENCY INFORMATION CONSTRAINT...... 714 Bo Yu, Hui Zhou, Lingqian Wang, Mingzhu Zhang, Yuanpeng Zhang
IMPACT OF ADEQUATE QC STEPS ON SEISMIC RESERVOIR CHARACTERIZATION ...... 719 Laurence Lines, Ritesh Kumar Sharma
FREQUENCY-DEPENDENT AVO INVERSION: COMPARISON OF DIFFERENT AVO APPROXIMATIONS ...... 724 Abdullah Alshangiti
STRUCTURAL INTERVAL-Q ESTIMATION BY USING SEMI-BLIND TIME-VARIANT SPARSE DECONVOLUTION...... 729 Daqing Branch, Liang Cheng, Yan Zheng
AMPLITUDE VARIATION WITH ANGLE INVERSION FOR FLUID DISCRIMINATION WITH THE CONSIDERATION OF SQUIRT FLOW ...... 734 Yurong Wang, Zhaoyun Zong
SHALE GEOPHYSICAL MODELLING AND STATISTICAL INVERSION...... 739 Hengchang Dai, Xiangyang Li, Xiaoyang Wu
IMPEDANCE INVERSION BASED ON THE ANALYTICAL SOLUTION OF WAVE EQUATION WITH ATTENUATION ...... 744 Xiwu Liu, Yuanqiang Li, Zhizhou He
NONLINEAR AVO INVERSION BASED ON THE REFLECTIVITY METHOD IN DEPTH DOMAIN...... 749 He Run, Wang Enli, Xie Chunhui, Yan Guoliang, Zheng Xi
PRESTACK SIMULTANEOUS INVERSION FOR GAS-BEARING DOLOMITE RESERVOIR PREDICTION: A CASE STUDY FROM WESTERN CHINA...... 754 Jinjin Hao, Ren Jiang, Xu Guan
EXPERIMENTAL ANALYSIS OF AVO INVERSION METHOD WITH GENERALIZED EXTREME VALUE CONSTRAINT OF REFLECTION COEFFICIENT...... 759 Hanpeng Cai, Jinduo Wang, Qianjun Wang, Yuejing Zhang
AVO INVERSION BASED ON BAYESIAN THEORY IN RAY PARAMETER DOMAIN AND ITS APPLICATION IN HYDROCARBON DETECTION ...... 764 Cai Li, Dongjia Hou, Kai Su, Tao Yan, Yu Xiong
REFLECTION OF INHOMOGENEOUS WAVES AT THE FREE SURFACE OF AN EFFECTIVE BIOT SOLID...... 769 Stewart Greenhalgh, Xu Liu
VOLUME 2
A TWO-STEP MULTITRACE INVERSION BASED ON SHAPING REGULARIZATION...... 774 Jingyu Zhang, Tingen Fan, Xianwen Zhang, Xin Du
LINEARIZED AVO INVERSION WITH ATTENUATION COMPENSATION ...... 779 Chuanzhang Tang, Jian Zhang, Yuanqiang Li
THIN-BED INVERSION USING PRE-STACK SEISMIC DATA...... 784 Dong Li, Kang Wang, Suping Peng, Xiaoqin Cui, Yongxu Lu
JOINT Q INVERSION BASED ON AMPLITUDE AND PHASE INFORMATION ...... 789 Danping Cao, Wenguo Sun, Yue Li
SEISMIC DECONVOLUTION WITH WEAK REFLECTION USING ATOMIC NORM OPTIMIZATION ...... 794 Jianwei Ma, Xiaojing Wang, Yuhan Sui
ELECTROMAGNETIC BOREHOLE MAPPING: NORTH SEA CASE STUDY...... 799 A. Walmsley, S. Gear, S. Kelk
FAST INVERSION METHOD OF TWO-DIMENSIONAL NUCLEAR MAGNETIC RESONANCE BASED ON RANDOM SINGULAR VALUE DECOMPOSITION (RSVD) ...... 804 Deng Shaogui, Hu Xufei, Li Haitao, Yuan Xiyong, Zhang Pan
TIME-LAPSE BOREHOLE VECTOR GRAVITY FOR RESERVOIR MONITORING ...... 809 Anya Reitz, Hyoungrea Rim, Richard A. Krahenbuhl, Sean Wagner, Yaoguo Li
NUCLEAR MAGNETIC RESONANCE CHARACTERISTICS OF TIGHT SANDSTONE RESERVOIRS UNDER THE INFLUENCE OF WETTABILITY AND OIL SATURATION...... 814 Cheng Feng, Mengjie Zhang, Wen Yin, Zhenlin Wang, Ziyan Feng
DEEP DETECTION OF FORMATION BOUNDARY USING TRANSIENT ELECTROMAGNETIC LOGGING METHOD...... 819 Haitao Li, Pan Zhang, Shaogui Deng, Xiyong Yuan, Xufei Hu
A NEW INTERPRETATION MODEL UTILIZING THE COMBINATION WITH ACOUSTIC- RESISTIVITY-NMR FOR GAS RESERVOIR IDENTIFICATION IN TIGHT SANDSTONE...... 824 Fengjiao Zhang, Haitao Li, Shaogui Deng
WELLBORE INTEGRITY INVESTIGATION USING TIME-DOMAIN REFLECTOMETRY ...... 829 Jiannan Wang, Yuxin Wu
A NEW INVESTIGATION OF THE INFLUENCE OF SURFACE CHARGES ON THE “POLARIZATION HORNS” IN INDUCTION LOGS...... 834 Cicero Regis, Paulo Roberto De Carvalho, Valdelirio Da Silva E Silva
REVISITING SONIC IMAGING WITH 3D SLOWNESS TIME COHERENCE ...... 839 Adam Donald, Asbjørn Lund Johansen, Gabriela Martinez, Nicholas Bennett, Takeshi Endo
QUANTITATIVE IMAGING OF FRACTURES AROUND A BOREHOLE USING LINEAR SLIP THEORY AND ELASTIC LEAST-SQUARES MIGRATION...... 844 Kees Wapenaar, Ranajit Ghose, Shohei Minato
QUANTITATIVE CEMENT EVALUATION FROM LWD: ACOUSTIC DATA ...... 849 Jiajun Zhao, Richard Coates, Ruijia Wang
DOUBLE ALTERNATE-POLARITY MULTIPOLE MEASUREMENTS IN BOREHOLE ACOUSTICS...... 854 Anna Przebindowska, Tim Geerits
A STATISTICAL PRONY METHOD FOR SHEAR SLOWNESS ESTIMATION FROM DIPOLE MEASUREMENTS ...... 859 Chris Ayadiuno, Wei Li, Xuekai Sun
LEVERAGING MULTIPLE SOURCE LOCATIONS AND THE TOTAL WAVEFIELD TO CREATE A MORE ROBUST SALT PROXIMITY SURVEY: GULF OF MEXICO EXAMPLE, TAHITI FIELD...... 864 Jakob Haldorsen, Trevor Bollmann
ESTIMATION OF SCATTERER LOCATIONS AND SUBSURFACE VELOCITIES USING SCATTERED TUBE WAVES OBSERVED DURING A CROSSWELL SURVEY...... 869 Nori Nakata, Ziqiu Xue
SHEAR-WAVE SONIC IMAGING OF DEEP STRUCTURE USING STRUCTURE-GUIDED VELOCITY MODEL...... 875 Brian Hornby, Shehab El Dien
NUMERICAL SIMULATION OF THE RESPONSE OF LATEROLOG TOOL USING THE INTEGRAL EQUATION TECHNIQUE IN THREE DIMENSIONAL RESERVOIRS...... 880 Alfredo Carrasco, Darcy Ribeiro, Jessica Costa, Joyce Calandro
THEORETICAL STUDY OF CROSS-DIPOLE ACOUSTIC WAVE PROPAGATION IN A SYMMETRICALLY PARTITIONED ISOTROPIC MODEL...... 885 Chao Li, Xiao He, Xiuming Wang, Yunhong Song
THE DEVELOPMENT OF MEMS BASED VECTOR BOREHOLE GRAVITY METER ...... 890 Fangjing Hu, Gang Yu, Liangcheng Tu
HIGH-RESOLUTION VELOCITY ESTIMATION IN SONIC LOGGING USING FULL- WAVEFORM INVERSION ...... 895 Junichi Takekawa, Kazuki Ishikura
AN EFFICIENT FINITE-DIFFERENCE APPROACH FOR ACOUSTIC MODELING IN CASED BOREHOLES WITH MICRO-ANNULUSES...... 900 Xinding Fang, Yanyan Zhang, Yuandi Gan
NUMERICAL ANALYSIS OF A COMBINED QUADRUPOLE-DIPOLE MODE FOR ACOUSTIC LOGGING-WHILE-DRILLING REFLECTION SURVEY...... 905 Li-Wei Wang, Zhou-Tuo Wei
POROSITY EVALUATION OF IGNEOUS ROCKS BASED ON DEEP LEARNING...... 910 Liuqiong He, Ruigang Wang, Wensheng Wu, Yunlong Ge
THEORETICAL STUDY ON THE RESPONSE FUNCTION OF THE AZIMUTHAL RESISTIVITY MEASUREMENT IN ANISOTROPIC MEDIA...... 915 Haitao Li, Lei Wang, Pan Zhang, Shaogui Deng, Xiyong Yuan
THE DISTRIBUTION OF CURRENTS ON A DRILL ROD IN A LAYERED MEDIUM ...... 920 Changmin Fu, Da Lei, Pengfei Liang, Qihui Zhen, Ruo Wang, Ya Gao, Zhenjun Ma, Zhiguo An
PERMEABILITY ESTIMATES USING STONELEY WAVE ATTENUATION AND NMR: A CASE STUDY OF A POST-SALT CARBONATE RESERVOIR IN THE CAMPOS BASIN...... 924 Alexandre Campi
INTERVAL MINERAL AND FLUID DENSITIES ESTIMATION FROM WELL-LOGS: A LINEAR-INVERSION APPROACH ...... 928 Carolina B. Da Silva, Cicero Régis, José J. S. De Figueiredo, Matias C. De Sousa
CHARACTERIZATION OF CARBONATE RESERVOIR FROM SANTOS BASIN – BRAZIL USING 1D INVERSION OF ELECTROMAGNETIC LOGS ...... 933 Abel Carrasquilla, Alfredo Carrasco, Herson Oliveira Da Rocha, Jéssica Lia Santos Costa
NEAR-SURFACE S-WAVE VELOCITY ESTIMATION USING AMBIENT NOISE FROM FIBER- OPTIC ACQUISITION ...... 938 Mamdoh Alajami, Tariq Alkhalifah, Zhen-Dong Zhang
DAS OBSERVATION OF GUIDED WAVES IN A SHALE RESERVOIR GENERATED BY PERFORATION SHOTS...... 943 Ariel Lellouch, Mark A. Meadows, Steve Horne, Tamas Nemeth
CASE STUDY OF HYDRAULIC FRACTURE MONITORING USING LOW-FREQUENCY COMPONENTS OF DAS DATA...... 948 Masaru Ichikawa, Mike De Groot, Shoji Hara
DESIGN AND DEPLOYMENT OF A PROTOTYPE MULTICOMPONENT DISTRIBUTED ACOUSTIC SENSING LOOP ARRAY ...... 953 Donald Lawton, Henry Clifford Bland, Kristopher Albert Innanen
EXTRACTING SUBSURFACE INFORMATION BASED ON EXTREMELY SHORT PERIOD OF DAS RECORDINGS ...... 958 Gang Fang, Yumin Zhao, Yunyue Elita Li
LOW-FREQUENCY AMBIENT DISTRIBUTED ACOUSTIC SENSING (DAS): USEFUL FOR SUBSURFACE INVESTIGATION? ...... 963 Jeffrey Shragge, Michael Dentith, Nader A Issa, Sascha Schediwy
MASW ANALYSIS OF ACTIVE-SOURCE AND PASSIVE DAS FIBER-OPTIC DATA ...... 969 Martin Karrenbach, Steve Cole
APPLICATION OF WALKAWAY-VSP BASED ON JOINT OBSERVATION BY DAS AND GEOPHONES IN THE TARIM BASIN, NORTHWEST CHINA ...... 974 Cai Zhidong, Li Fei, Li Qing, Wang Shize
3D DAS VSP IN UNCONVENTIONALS: A CASE STUDY...... 979 James Simmons, Whitney Shultz
3D GAUSSIAN-BEAM MIGRATION ON DAS VSP DATA...... 984 John Cook, Xin Wang
VELOCITY ANALYSIS AND MOVEOUT-BASED EVENT DETECTION USING DOWNHOLE DAS RECORDS...... 989 Ariel Lellouch, Biondo Biondi, Siyuan Yuan, William L. Ellsworth, Zack Spica
DISTRIBUTED ACOUSTIC SENSING ELASTIC LEAST-SQUARES REVERSE TIME MIGRATION...... 994 Ivan Lim Chen Ning, Jim Simmons, Whitney Schultz
ANISOTROPIC MODEL BUILDING, DAS SIMULATION AND IMAGING ...... 999 Marco Perez, Scott Leaney
DAS MICROSEISMIC SOURCE MECHANISM ESTIMATION BY FORWARD-MODELING...... 1004 Martin Karrenbach, Steve Cole
CSEM QUANTITATIVE INTERPRETATION FOR RESERVOIR PROPERTY ESTIMATION AND ANTI-MODEL EVALUATION ...... 1009 Jan Petter Morten, John Reidar Granli
ASSESSMENT OF UNCERTAINTY IN PARAMETRIC INVERSION OF ELECTROMAGNETIC FIELD DATA TO DETERMINE PROPPED HYDRAULIC FRACTURE GEOMETRY – A SEMI QUANTITATIVE APPROACH...... 1014 Christoph Schwarzbach, Kyle Haustveit, Scott Urquhart, Souvik Mukherjee, Wanjie Feng
HYDRAULIC FRACTURING MONITORING: NEW CONCEPT OF ELECTROMAGNETICS LINKED TO ELASTIC MODELING...... 1019 Ana Curcio, Lucas Macías
FAST ELECTRICAL IMAGING OF INJECTED FLUID IN HYDRAULIC FRACTURING USING A PRACTICAL INTERACTIVE PARAMETER ESTIMATION METHOD...... 1024 Dikun Yang, Yinchu Li
EM FOR RESERVOIR MONITORING: STATE OF THE ART AND A LOOK TO THE FUTURE...... 1029 Daniele Colombo, Ernesto Sandoval-Curiel, Weichang Li
DON’T LET NOISE DOMINATE THE DATA: MITIGATION OF OILFIELD NOISE AFFECTING SURFACE-BASED CONTROLLED SOURCE ELECTROMAGNETIC MONITORING DURING HYDRAULIC FRACTURING OPERATIONS...... 1034 Drew Jones, Justin Oberle, Mark S. Hickey, Oscar Vasquez, Santiago III Trevino
ANALYSIS OF LAND-BASED CSEM DATA FOR CO2 MONITORING AT BELL CREEK, MT ...... 1039 Benjamin R. Bloss, Richard Krahenbuhl, Trevor Irons, W. Anderson McAliley, Yaoguo Li
INTEGRAL EQUATION METHOD FOR THE SUBSURFACE SENSING APPLICATIONS WITH WIRE-TO-SURFACE JUNCTION STRUCTURES IN LAYERED MEDIA...... 1045 Jiefu Chen, Shubin Zeng
MESHFREE MODELLING OF 3-D CONTROLLED-SOURCE EM DATA: A NEW METHOD TO TREAT THE SINGULAR SOURCE TERMS...... 1050 Colin G. Farquharson, Jianbo Long
COOPERATIVE DEEP LEARNING INVERSION: SEISMIC-CONSTRAINED CSEM INVERSION FOR SALT DELINEATION ...... 1055 Daeung Yoon, Joongmoo Byun, Kyubo Noh, Seokmin Oh, Soon Jee Seol
2.5D CONTROLLED-SOURCE ELECTROMAGNETIC INVERSION USING VERY FAST SIMULATED ANNEALING ALGORITHM ...... 1060 Bertrand Denel, Paul Williamson, Piyoosh Jaysaval
3D FETD FORWARD MODELLING FOR TRANSIENT ELECTROMAGNETIC METHODS USING A GROUNDED-WIRE SOURCE...... 1065 Jianhui Li, Xiangyun Hu
TOWARDS MODELING THE ELECTROMAGNETIC RESPONSE OF COMPLEX PIPELINES USING THE METHOD OF MOMENTS...... 1070 Gurban Orujov, Rita Streich
A JUMPING REGULARIZATION APPROACH BASED ON RECONSTRUCTION OF STABILIZING FUNCTIONAL FOR CONSTRAINED INVERSE PROBLEM ...... 1075 Liting Rao, Rui Guo
EQUIVALENT WAVE FIELD OF DIFFUSIVE CONTROLLED SOURCE ELECTROMAGNETIC (CSEM) DATA...... 1080 Anton Ziolkowski, Paul L. Stoffa
PARALLEL 3D MODELING OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA USING SURVEY DECOMPOSITION...... 1085 Dikun Yang, Shanshan Guan, Zhiqiang Chen
FOOTHILLS STRUCTURAL MODEL DE-RISKING WITH 3D MAGNETOTELLURICS...... 1090 Fabien Gilbert, Federico Miorelli, Wolfgang Soyer
BUILDING CONFIDENCE IN CSEM FOR EXPLORATION: BENCHMARKING...... 1095 Antony Price, Claudia Twarz, Pål Gabrielsen
IMPROVING BASEMENT DEPTH MAPPING USING 3D MARINE MAGNETOTELLURIC (MT) INVERSION ...... 1100 Arvin B. Karpiah, Max A. Meju, Raja N. B. R. Musafarudin, Roger V. Miller
AN APPROXIMATE AND EFFICIENT 3D ELECTROMAGNETIC TELEMETRY MODELING METHOD...... 1105 Jiuping Chen, Liang Sun, Melisa Ramirez Tovar, Pavel Annenkov
ON THE VALIDITY OF THE EQUIVALENT OBJECT AND EQUIVALENT SOURCE MODELS FOR INCLUDING THE EFFECTS OF CASING IN CSEM RESERVOIR IMAGING AND MONITORING...... 1110 Armando Sena, Daniele Colombo, Gary McNeice
STRUCTURE-GUIDED 3D JOINT INVERSION OF CSEM AND MT DATA FROM A FOLD- THRUST BELT ...... 1115 Federico Miorelli, Randall L. Mackie, Roger V. Miller
CASE HISTORIES APPLYING TOP-CASING ELECTRODES AND SURFACE BASED EM FIELDS FOR WELL INTEGRITY MAPPING ...... 1120 Bescardes Didem Gungor, Chester Weiss, Kris Maclennan, Michael Wilt
NOISE, CONSTRAINTS AND 3D INVERSION: A PRACTICAL LOOK AT HIGH-RESOLUTION AQUIFER MAPPING USING AIRBORNE ELECTROMAGNETICS ...... 1125 Eldad Haber, Ken Lawrie, Mike McMillan
SENSITIVITY ANALYSIS OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA IN CO2 MONITORING OF THE JOHANSEN FORMATION...... 1130 Lucy Macgregor, Mohit Ayani, Subhashis Mallick
LEAST SQUARE MIGRATION OF SYNTHETIC APERTURE DATA FOR TOWED STREAMER ELECTROMAGNETIC SURVEY ...... 1135 Michael S. Zhdanov, Xiaolei Tu
MULTI-OBJECTIVE INVERSION OF MARINE CONTROLLED SOURCE ELECTROMAGNETIC DATA USING NON- DOMINATED SORTING GENETIC ALGORITHM...... 1140 Lucy Macgregor, Mohit Ayani, Subhashis Mallick
APPROXIMATE SENSITIVITIES FOR THE FREQUENCY-DOMAIN 2D MARINE CSEM INVERSION ...... 1145 Hongzhu Cai, Li Gang, Wenyi Hu
MAPPING IGNEOUS ROCKS USING SURFACE-TO-BOREHOLE ELECTROMAGNETIC TECHNIQUE: A FIELD TEST ...... 1149 Chai Yanning, Liu Xuejun, Wang Zhigang, Zhang Lin
A NEW METHOD TO EXTRACT USEFUL HARMONICS FROM CSEM DATA ...... 1154 Huaifeng Sun, Jingbo Weng, Jishan He, Yang Yang
DETECTABILITY OF INDUCED POLARIZATION EFFECTS ON THE FREQUENCY DOMAIN FIELDS OF A LARGE LOOP ...... 1159 Cicero Regis, Carlos Mateus B. Nunes, Olivar A. L. De Lima
CAN WE PROPAGATE MHZ EM SIGNALS FOR 1 KM THROUGH THE SUBSURFACE IN THE PRESENCE OF CONDUCTIVE MEDIA?...... 1164 Jesus M. Felix Servin, Max Deffenbaugh, Robert Adams, Saudi Aramco, Valeri Riachentsev
THE FORWARD MODELING OF THE WIRELESS ELECTROMAGNETIC METHOD BASED ON "EARTH-IONOSPHERE" MODE...... 1169 Liangyong Yang, Qingyun Di
3D CSEM SIMULATION AND THE EFFECTS OF ELECTRICAL ANISOTROPY AND TOPOGRAPHY...... 1174 Ronghua Peng, Yajun Liu
1D VERTICAL ELECTRICAL SOUNDING METHOD APPLIED TO EVALUATE SHALLOW GAS POTENTIAL ASSOCIATED WITH THE HSINYING AND THE NIUSHAN FIELDS IN SW TAIWAN ...... 1179 Chia-Yen Ku, Hsin-Chang Liu, Shi-Chie Fuh, Tzy-Yi Chang
FUZZY CONSTRAINED INVERSION OF MAGNETOTELLURIC DATA USING GUIDED FUZZY C-MEANS CLUSTERING...... 1184 Bo Yang, Guomin Peng, Kaijun Xu, Yao Cong, Zhan Liu
1D JOINT AND LATERALLY CONSTRAINED INVERSION OF 2D EM DATA USING HORIZONTAL ELECTRIC DIPOLE (HED) AND HORIZONTAL CIRCULAR LOOP (HCL) SOURCES ...... 1189 Cícero Régis, Daniela Melo
2D MAGNETOTELLURIC SHARP BOUNDARY INVERSION USING AN EXPONENTIAL STABILIZING FUNCTIONAL ...... 1194 Bo Shi, Cheng Wang, Chongjin Zhao, Luolei Zhang, Peng Yu
INVERSION OF ELECTROMAGNETIC DATA WHILE DRILLING USING A DISTORTED BORN ITERATIVE METHOD FOR ANISOTROPIC CONDUCTIVE MEDIA...... 1199 Malte Sommer, Morten Jakobsen, Sergey Alyaev
REFLECTION FULL WAVEFORM INVERSION AND ITS APPLICATION TO LAND DATA...... 1204 Cheng Cheng, Yong Ma, Yu Zhang, Zhengxue Li
A ROBUST 3D ACOUSTIC FULL WAVEFORM INVERSION STRATEGY FOR MALAYSIAN BASINS...... 1209 Ahmad Riza Ghazali, Chin Tee Ang, Farah Syazana Dzulkefli, Kefeng Xin, M Anwar Ishak, Muhammad Sajid
PRECONDITIONED REFLECTION FULL WAVEFORM INVERSION FOR SUBSALT IMAGING ...... 1214 Carlos Calderon, Chao Wang, Ian Jones, John Brittan, Paul Farmer, Tristram Burley
RESOLVING CELTIC SEA IMAGING ANOMALIES THROUGH A MULTISTAGE FWI AND TOMOGRAPHY WORKFLOW ...... 1219 Guy Hilburn, Jian Mao, Matt Hart
ROBUST VELOCITY ESTIMATION VIA JOINT MIGRATION INVERSION AND FULL WAVEFORM INVERSION ...... 1224 Eric Verschuur, Gerald Eisenberg, Guido Gierse, Shan Qu
REFLECTION FULL-WAVEFORM INVERSION WITH DATA-SPACE LSRTM...... 1229 Henning Kuehl, Maksym Kryvohuz, René-Edouard Plessix, Yi Yang
ON THE REFLECTIVITY-VELOCITY COUPLING ISSUE IN THE RFWI METHOD ...... 1234 Raphael Valensi, Reda Baina
USING THE FULL WAVEFIELD BOTH IN FWI AND WAVEFIELD TOMOGRAPHY ...... 1239 D. J. Verschuur, M. Davydenko
APPLIED 3D SALT BODY RECONSTRUCTION USING SHAPE OPTIMIZATION WITH LEVEL SETS ...... 1244 Taylor Dahlke
ELASTIC FULL WAVEFORM INVERSION FOR SALT MODEL BUILDING IN GULF OF MEXICO ...... 1250 Alexandre Stopin, Guoping Chang, Henning Kuehl, Rene-Edouard Plessix
FWI SALT MODEL UPDATE TRIALS WITH SPARSE NODES...... 1255 Chong Zeng, James Sheng, Jian Mao, Yi Huang
REGULARIZED FULL-WAVEFORM INVERSION FOR LARGE 3-D SALT BODIES ...... 1260 Farah Syazana Dzulkefli, Kefeng Xin, Mahesh Kalita, Tariq Alkhalifah
IS THE SALT-RELATED FULL-WAVEFORM INVERSION SORTED OUT?...... 1265 Denes Vigh, Kun Jiao, Wei Dai, Xin Cheng, Zhen Xu
UPDATING SALT MODEL USING FWI ON WAZ DATA IN THE PERDIDO AREA: BENEFITS AND CHALLENGES...... 1270 Alfredo Vazquez, Ravi Kumar
SALT VELOCITY MODEL BUILDING WITH FWI ON OBN DATA: EXAMPLE FROM MAD DOG, GULF OF MEXICO...... 1275 Bertram Nolte, Jiawei Mei, Siyuan Yang
IMPROVING IMAGES UNDER COMPLEX SALT WITH OCEAN BOTTOM NODE DATA...... 1280 Gopal Mohapatra, Steve Checkles, Yuan Yao
STEREO OPTIMAL TRANSPORT OF THE MATCHING FILTER...... 1285 Bingbing Sun, Tariq Alkhalifah
JOINT FWI FOR IMAGING DEEP STRUCTURES: A GRAPH-SPACE OT APPROACH ...... 1290 Ludovic Métivier, Yubing Li
ASSESSMENT OF OPTIMAL TRANSPORT BASED FWI: 3D OBC VALHALL CASE STUDY ...... 1295 A. Pladys, L. Metivier
ADAPTIVE QUADRATIC WASSERSTEIN FULL-WAVEFORM INVERSION...... 1300 Diancheng Wang, Ping Wang
PHASE ONLY REFLECTION FULL-WAVEFORM INVERSION FOR HIGH RESOLUTION MODEL UPDATE...... 1305 Guy Hilburn, James Sheng, Jian Mao
COMPUTATIONAL ASPECTS OF TRAVELTIME INVERSION KERNELS FOR ACOUSTIC WAVE EQUATIONS...... 1310 Hong Liang, Houzhu (James) Zhang, Hyoungsu Baek, Yang Zhao
IMPROVING OPTIMAL TRANSPORT BASED FWI THROUGH DATA NORMALIZATION...... 1315 Bjorn Engquist, Yunan Yang
3D ELASTIC FWI FOR LAND SEISMIC DATA: A GRAPH SPACE OT APPROACH ...... 1320 Grenoble, Ludovic Métivier, Weiguang He
HIGH RESOLUTION VELOCITY AND IMPEDANCE ESTIMATION USING REFRACTION AND REFLECTION FWI: THE FORTUNA REGION, OFFSHORE EQUATORIAL GUINEA...... 1325 Ian F. Jones, Philip Cox, Stuart Greenwood
A STRATEGY FOR REGIONAL-SCALE FWI IN THE SALT PROVINCES OFFSHORE BRAZIL ...... 1330 Ian Jones, John Brittan, Juergen Fruehn, Ross O’Driscoll, Stuart Greenwood
COMPENSATING FOR VISCO-ACOUSTIC AFFECTS WITH AN INTEGRATED MODEL BUILDING FLOW: A DEEP WATER EQUATORIAL CONJUGATE MARGIN CASE STUDY...... 1335 G. Venfield, M. Barbaray, T. Martin, V. Chavda
RESOLVING SUBSALT IMAGE IN COMPLEX GEOLOGY USING LOCALIZED REFLECTION-BASED FWI AND BROADBAND PROCESSING...... 1340 Craig Barker, Mohamed Hegazy, Ying Tan
ILLUMINATING SANTOS BASIN’S PRE-SALT WITH OBN DATA: POTENTIAL AND CHALLENGES OF FWI ...... 1345 Adel Khalil, Adriano Martinez, Daniela Donno, Denis Ferreira, Florian Jouno
AN APPLICATION OF REFLECTION-BASED FULL-WAVEFORM INVERSION IN CAMPECHE DEEP-WATER REGION, GULF OF MEXICO...... 1350 Chuck Peng, Chung-Chi Shih, Daniel Smith, Hao Deng, Hongyan Li, Jianchun Dai, Michael O’Brian, Yanwei Xue, Zengbao Chen
ENHANCED IMAGING COMPLEX VELOCITY AND GAS CLOUDS WITH FULL-WAVEFORM INVERSION IN THE TARANAKI BASIN, NEW ZEALAND...... 1355 Alexander Karvelas, Bee Jik Lim, Dominic Fell, Richard Bisley, Robert Hunn, Yuelian Gong
APPLICATION OF FULL WAVEFORM INVERSION TO LAND SEISMIC DATA IN SICHUAN BASIN, SOUTHWEST CHINA ...... 1360 Hong Cao, Jianyong Song, Xinhai Hu, Zhifang Yang
HIGH-RESOLUTION RESERVOIR CHARACTERIZATION USING DEEP LEARNING AIDED ELASTIC FULL-WAVEFORM INVERSION: THE NORTH SEA FIELD DATA EXAMPLE ...... 1365 Tariq Alkhalifah, Zhen-Dong Zhang
BAYESIAN APPROACH TO FACIES-CONSTRAINED WAVEFORM INVERSION FOR VTI MEDIA ...... 1370 Ehsan Zabihi Naeini, Sagar Singh
THE ALTERNATING DIRECTION METHOD OF MULTIPLIERS FOR TOTAL VARIATION REGULARISATION IN JOINT TIME-LAPSE FULL WAVEFORM INVERSION ...... 1375 Constantin Gerea, Mohammad Shahraeeni, Sjoerd De Ridder
ADAPTIVE TRAVELTIME INVERSION WITH INFORMATION ENTROPY REGULARIZATION...... 1380 Bingbing Sun, Tariq Alkhalifah
ON THE ROBUSTNESS OF L1-REGULARIZED ADMM-BASED WAVEFIELD RECONSTRUCTION INVERSION AGAINST COMPRESSED ACQUISITION SAMPLING ...... 1385 A. Gholami, H. S. Aghamiry, S. Operto
BROADBAND FWI THROUGH ALTERNATING RESTORATION AND INVERSION OF MISSING FREQUENCIES ...... 1390 Wenyi Hu
A STRATEGY FOR LAPLACE-FOURIER DOMAIN FWI USING MULTI DAMPINGS AND MULTI OFFSETS...... 1395 C. Shin, J. Lee, S. Ko
WAVEFORM INVERSION BY MODEL REDUCTION USING SPLINE INTERPOLATION ...... 1400 Ettore Biondi, Guillaume Barnier, Robert Clapp
AMPLITUDE-BASED MISFIT FUNCTIONS IN VISCOELASTIC FWI APPLIED TO FIELD W- VSP DATA IN WESTERN CANADA ...... 1405 K. A. Innanen, W. Pan
ELASTIC MULTIPARAMETER FWI IN SHARP CONTRAST MEDIUM...... 1410 Bertrand Duquet, Christian A. Rivera, Elies Bergounioux, Phuong-Thu Trinh
PARAMETER CROSS-TALK AND LEAKAGE BETWEEN SPATIALLY-SEPARATED UNKNOWNS IN VISCOELASTIC FWI ...... 1415 K. A. Innanen, S. Keating
ELASTIC WAVEFIELD TOMOGRAPHY WITH PROBABILISTIC PETROPHYSICAL CLUSTERING...... 1420 Odette Aragao, Paul Sava
ELASTIC FULL WAVEFORM INVERSION WITH PROBABILISTIC PETROPHYSICAL MODEL CONSTRAINTS ...... 1425 Odette Aragao, Paul Sava
MULTISCALE PHASE INVERSION OF ANISOTROPIC DATA ...... 1430 Gerard T. Schuster, Lei Fu, Shihang Feng, Zongcai Feng
CONCURRENT ELASTIC INVERSION OF RAYLEIGH AND BODY WAVES WITH INTERLEAVED ENVELOPE-BASED AND WAVEFORM-BASED MISFIT FUNCTIONS ...... 1435 Li Ren, Peng Guo
3D ELASTIC SEMI-GLOBAL WAVEFORM INVERSION – ESTIMATION OF VP TO VS RATIO...... 1440 Gang Yao, George Stronge, Michael Warner, Nuno V. Da Silva, Òscar Calderón Agudo
FINITE-FREQUENCY TOMOGRAPHY USING THE GENERALIZED RYTOV APPROXIMATION ...... 1445 Bo Feng, Huazhong Wang, Ru-Shan Wu, Wenjun Xu
SINGLE PARAMETER FULL WAVEFORM INVERSION IN FLUID-SATURATED POROUS MEDIA ...... 1450 Alison Malcolm, Qingjie Yang
FRÉCHET KERNELS BASED ON A FRACTIONAL VISCOACOUSTIC WAVE EQUATION ...... 1455 Guangchi Xing, Tieyuan Zhu
VISUALIZING THE MISFIT LANDSCAPE FOR FULL WAVEFORM INVERSION ...... 1460 Daniel Peter, Muhammad Izzatullah, Tristan Van Leeuwen
A GRADIENT BASED MCMC METHOD FOR FWI AND UNCERTAINTY ANALYSIS ...... 1465 Mrinal K. Sen, Zeyu Zhao
A MULTI-SCALE FULL WAVEFORM INVERSION METHOD - STAGING WAVENUMBER COMPONENTS AND LAYER-STRIPPING ...... 1470 Mrinal K. Sen, Zeyu Zhao
EXTENSION OF GEL’FAND-LEVITAN-MARCHENKO SOLUTION FOR LAYERED ACOUSTIC MEDIA TO INCLUDING OBLIQUE INCIDENCE FOR SIMULTANEOUS P-V INVERSION ...... 1475 Huijing He, Ru-Shan Wu, Santa Cruz
A DUAL FORMULATION FOR TIME-DOMAIN WAVEFIELD RECONSTRUCTION INVERSION ...... 1480 Emmanouil Daskalakis, Felix Herrmann, Gabrio Rizzuti, Rongrong Wang
CONTROLLED-ORDER MULTIPLE WAVEFORM INVERSION ...... 1486 Yike Liu, Yingcai Zheng
SOURCE-DOMAIN FULL WAVEFORM INVERSION...... 1491 George A. McMechan, Yulang Wu
TAKING ADVANTAGE OF RECEIVER GHOSTS AND PRESSURE GRADIENTS IN VECTOR ACOUSTIC FULL WAVEFORM INVERSION...... 1496 Alison Malcolm, Polina Zheglova
MONO-COMPONENT ACOUSTIC FULL WAVEFORM INVERSION WITH CONVERTED VECTOR WAVEFIELDS IN VERTICALLY TRANSVERSE ISOTROPIC MEDIA ...... 1501 Dong-Joo Min, Jongha Hwang, Jun Woo Lee, Ju-Won Oh, Youngjae Shin
A ROBUST FULL WAVEFORM INVERSION USING DICTIONARY LEARNING...... 1506 Fu Wang, Xinquan Huang, Yuzhu Liu
FULL-WAVEFORM INVERSION WITH FRACTALITY INFORMATION OF THE SUBSURFACE...... 1511 Pedro Carvalho, Yanghua Wang
FAST BUILDING INITIAL 3D VELOCITY MODELING USING CONE-WAVE MULTI-SOURCE FULL-WAVEFORM INVERSION ...... 1516 Shuangqi Yuan, Yundong Guo
TARGET-ORIENTED INVERSION WITH LEAST-SQUARES WAVEFORM REDATUMING ...... 1521 Qiang Guo, Tariq Alkhalifah
ROBUST ADMM-BASED WAVEFIELD RECONSTRUCTION INVERSION WITH PHASE RETRIEVAL ...... 1526 A. Gholami, H. S. Aghamiry, S. Operto
INVERSION OF VECTOR-ACOUSTIC DATA IN A LOCAL DOMAIN...... 1531 Colton Kohnke, Paul Sava
A NUMERICAL SOLVER FOR LEAST-SQUARES SUB-PROBLEMS IN 3D WAVEFIELD RECONSTRUCTION INVERSION AND RELATED PROBLEM FORMULATIONS...... 1536 Bas Peters, Felix J. Herrmann
WAVEHOLTZ: PARALLEL AND SCALABLE SOLUTION OF THE HELMHOLTZ EQUATION...... 1541 Daniel Appelo, Olof Runborg
VOLUME 3
CORRELATIVE FULL INTENSITY WAVEFORM INVERSION...... 1546 Bin He, Huiyi Lu, Yike Liu, Zhendong Zhang
WAVEFORM LOCAL TRAVEL-TIME CORRECTED ZERO-MEAN CROSS-CORRELATION- BASED FWI...... 1551 Bo Mao, Liguo Han, Pan Zhang, Shiqi Dong
MISFIT FUNCTION FOR FULL WAVEFORM INVERSION BASED ON SHANNON ENTROPY FOR DEEPER VELOCITY MODEL UPDATES ...... 1556 Carlos A. N. Da Costa, Gilberto Corso, João M. De Araújo, Pedro T. C. Carvalho, Sérgio Luiz E. F. Da Silva
TACKLING CYCLE-SKIPPING IN FULL-WAVEFORM INVERSION WITH INTERMEDIATE DATA...... 1560 Chenhao Yang, Di Wu, Gang Yao, Nuno V. Da Silva
FULL UNWRAPPED PHASE INVERSION IN THE PHASE SPACE ...... 1565 Renwei Din, Yuzhao Lin, Zhennan Yu
TIME-DOMAIN MULTISCALE FWI BASED ON A TIME-SHIFT METHOD AND LOW- FREQUENCY DATA RECONSTRUCTION...... 1570 Chunhui Hu, Wenyang Chen, Xiaofeng Jial
AN EFFICIENT WAVEFIELD INVERSION FOR ISOTROPIC ELASTIC MEDIA...... 1575 Chao Song, Guanchao Wang, Qingjie Yang
3D ELASTIC FULL WAVEFORM INVERSION USING FREQUENCY SELECTION STRATEGY ...... 1580 Hanming Chen, Jianlei Zhang, Jinwei Fang, Pengyuan Sun, Qingchen Zhang
REFLECTION WAVEFORM INVERSION IN ACOUSTIC VTI MEDIA ...... 1585 Tariq Alkhalifah, Yuanyuan Li
A MULTI-STAGE INVERSION STRATEGY FOR THE VELOCITY AND DENSITY ESTIMATION ...... 1590 Jingrui Luo, Ru-Shan Wu
PARAMETERIZATION OF FREQUENCY DOMAIN FWI FOR VTI MEDIA ...... 1595 Junxiao Li, Kristopher A. Innanen, Wenyong Pan
ELASTIC REFLECTION FWI FOR SUBSALT VELOCITY RECONSTRUCTION: BENCHMARK TEST WITH MASSIVE SALT BODY...... 1600 Christian Rivera, Qiang Guo
ENHANCING LOW-WAVENUMBER INFORMATION IN RWI USING ENERGY NORM BORN SCATTERING...... 1605 Guanchao Wang, Shangxu Wang, Tariq Alkhalifah
FULL WAVEFORM INVERSION IN ABSENCE OF LOW-FREQUENCY DATA BASED ON N-TH POWER OPERATION: APPLICATION TO ENCODED MULTISOURCE WAVEFORM INVERSION ...... 1610 Liguo Han, Pan Zhang, Zhenzhen Xing
REFLECTION-WAVEFORM INVERSION CONSTRAINED WITH STRUCTURE-ORIENTED SMOOTHING...... 1615 Di Wu, Gang Yao, Nuno V. Da Silva
ANGLE-DOMAIN FILTER BASED FULL WAVEFORM INVERSION OF DIVING WAVES AND REFLECTED WAVES ...... 1620 Guang Zhu, Xiaochong Chen
SIMULTANEOUS-SOURCE NOISY DATA WAVEFORM INVERSION WITH NORMALIZED LOW-RANK REGULARIZATION ...... 1625 Qiang Zhao, Qizhen Du
A HYBRID REGULARIZATION SCHEME COMBINING TIKHONOV STABILIZER WITH CAUCHY FUNCTION FOR MULTISCALE FREQUENCY DOMAIN FULL-WAVEFORM INVERSION ...... 1630 Raphael C. L. Rêgo, Williams A. Lima
BROADBAND SEISMIC AND FWI TO RESOLVE AN INCISED SHALLOW CARBONATE PLATFORM: INDONESIA...... 1635 Dave Lim, David Cavalin, Kola Agbebi, Nurrul Ismail, Tom Paten
MULTIPARAMETER FULL-WAVEFORM INVERSION OF DATA FROM THE VALHALL FIELD...... 1640 Ludovic Métivier, Nishant Kamath, Pengliang Yang
LOG-VALIDATED WAVEFORM INVERSION OF REFLECTION DATA WITH WAVELET PHASE AND AMPLITUDE UPDATING ...... 1645 G. F. Margrave, K. A. Innanen, S. Romahn
A MULTISCALE FULL-WAVEFORM INVERSION STRATEGY FOR SPARSE WIDE-ANGLE DATASETS...... 1650 Alison Malcolm, Christopher Williams, J. Kim Welford
FULL WAVEFORM INVERSION OF AN OBS DATASET ACQUIRED FROM Q FIELD IN EAST CHINA SEA ...... 1655 Tao Huang, Yuzhu Liu
2D ACOUSTIC FWI USING THE MULTICOMPONENT MARINE DATA: APPLICATION TO NORTH SEA OBC DATA...... 1660 Dong-Joo Min, Jongha Hwang, Jun-Woo Lee, Ju-Won Oh, Youngjae Shin
ENHANCED NEURAL NETWORK SAMPLING FOR TWO-STAGE MARKOV CHAIN MONTE CARLO SEISMIC INVERSION...... 1665 Felipe Pereira, Georgia K. Stuart, Susan E. Minkoff
ALTERNATIVE ENCODING STRATEGIES FOR ENCODED SIMULTANEOUS SOURCES FULL WAVEFORM INVERSION IN THE TIME DOMAIN...... 1670 Carlos A. N. Da Costa, Edwin Fagua Duarte, Joao Medeiros De Araujo
UNCERTAINTY QUANTIFICATION IN NON-LINEAR SEISMIC INVERSION: A COMPARISON OF THREE DIFFERENT METHODS...... 1675 Karen Synnøve Ohm, Xiaodong Luo
BUILDING LONG-WAVELENGTH VELOCITY FOR SALT STRUCTURE USING STOCHASTIC FULL WAVEFORM INVERSION WITH DEEP AUTOENCODER BASED MODEL REDUCTION...... 1680 Jinghuai Gao, Zhaoqi Gao, Zhibin Pan, Zongben Xu
BAYESIAN UNCERTAINTY ESTIMATION FOR FULL WAVEFORM INVERSION: A NUMERICAL STUDY...... 1685 Daniel Peter, Muhammad Izzatullah, Tristan Van Leeuwen
AN ULTRA LOW-DIMENSIONAL INVERSION OF HOMOGENEOUS GEOBODIES IN FULL WAVEFORM INVERSION ...... 1690 Ashutosh Tewari, Dimitar Trenev
GRAVITY AND MAGNETIC DATA APPLICATIONS FOR HYDROCARBON EXPLORATION OFFSHORE NW AUSTRALIA ...... 1695 Gerard O’Halloran, Guimin Liu, Robert Scott
3D JOINT INVERSION OF AIRBORNE GRAVITY GRADIOMETRY AND MAGNETIC DATA: A CASE STUDY FROM BUDGELL HARBOUR STOCK IN NORTHERN-CENTRAL NEWFOUNDLAND, CANADA ...... 1699 Alexander L. Peace, Colin G. Farquharson, J. Kim Welford, Meixia Geng
ENHANCING AND SHARPENING THE MIGRATION IMAGES OF GRAVITY FIELD AND ITS GRADIENTS ...... 1704 Michael S. Zhdanov, Xiaolei Tu
USING COSINE AND SINE TRANSFORMS FOR INTERPRETING MAGNETIC ANOMALIES FROM DIKES HAVING ARBITRARY DIP ANGLES, INDUCED AND REMANENT MAGNETIZATION...... 1709 Francisco J. F. Ferreira, Jeferson De Souza, Saulo P. Oliveira
ESTIMATIVE OF GRAVITY-GRADIENT TENSOR COMPONENTS VIA FAST ITERATIVE EQUIVALENT-LAYER TECHNIQUE ...... 1714 Fillipe C. L. Siqueira, Larissa S. Piauilino, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.
IMPROVING DEEP CRUSTAL STRUCTURE DEPTH INTERPRETATION BY INTEGRATING 2D GRAVITY-MAGNETIC MODELLING AND STRUCTURAL RESTORATION: OFFSHORE BORNEO...... 1719 Carlos Giraldo, Fawwaz Aziz, Roger Miller
TIME-LAPSE GEOPHYSICS IN THE MESABI IRON DISTRICT: A 4D MAGNETIC AEROMAGNETIC STUDY...... 1724 Andrea Balza Morales
UNDERSTANDING THE INFLUENCE OF DIFFERENT FORMS OF PRIOR INFORMATION IN GRAVITY GRADIOMETRY IMAGING OF A SALT BODY...... 1729 Elizabeth Maag-Capriotti, Yaoguo Li
POTENTIAL FIELD SOURCE POSITION IMAGING METHOD BASED ON DIFFERENT ORDER DERIVATIVE ...... 1734 Guoqing Ma, Taihan Wang, Yanbo Ming
BASEMENT BOUNDARY DETECTION BY REWEIGHTED ITERATIVE GRAVITY MIGRATION IN THE ERLIAN BASIN...... 1739 Jiali Ren, Liangjun Yan, Nengyi Fu, Yang Wang, Zhengwei Xu
AMPLITUDE OF THE MAGNETIC ANOMALY VECTOR FOR INTERPRETATION AT LOW LATITUDES ...... 1744 Felipe F. Melo, Shayane P. Gonzalez, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.
INVERSION OF POTENTIAL FIELDS WITH AN INHOMOGENEOUS DEPTH WEIGHTING FUNCTION...... 1749 Andrea Vitale, Maurizio Fedi
RADIAL MAGNETIC INVERSION TO RETRIEVE THE GEOMETRY OF 3D SOURCES...... 1754 Leonardo B. Vital, Valéria C. F. Barbosa, Vanderlei C. Oliveira Jr
CONSTRAINING EULER DECONVOLUTION SOLUTIONS THROUGH COMBINED TILT DERIVATIVE FILTERS...... 1759 F. J. F. Ferreira, F. R. Castro, J. De Souza, S. P. Oliveira
EQUIVALENT SOURCE PROCESSING OF VECTOR GRAVITY DATA ...... 1764 Joseph Capriotti, Yaoguo Li
EQUIVALENT LAYER TECHNIQUE FOR ESTIMATING MAGNETIZATION DIRECTION...... 1769 Andre L. A. Reis, Valeria C. F. Barbosa, Vanderlei C. Oliveira Jr.
MAGNETIC TILT ANGLE: A SIMPLE DEPTH ESTIMATION METHOD FOR UNDERGROUND PIPELINES...... 1774 Caifang Li, Dejun Liu, Jiajia Fan, Ying Zhai
JOINT INVERSION OF GRAVITY GRADIOMETRY DATA BY MODEL-WEIGHTED CLUSTERING IN LOGARITHMIC SPACE...... 1779 Le Wan, Yue Mao, Zhengwei Xu
FOCUSING ITERATIVE MIGRATION OF MAGNETIC TENSOR FIELD...... 1784 Hemin Yuan, Liangjun Yan, Muran Han, Qianqian Wei, Zhengwei Xu
IDENTIFICATION OF BURIED KARST GEOMORPHOLOGY BENEATH AEOLIAN AND ALLUVIAL SEDIMENTARY COVER IN THE DELAWARE BASIN VIA AIRBORNE FULL TENSOR GRADIOMETRY DATA...... 1789 Alan Morganand Scott Payton, Kevin W. Stafford
USING MAGNETIC ANALYTIC SIGNALS AND CURVATURES IN MULTI UPWARD- CONTINUED HEIGHTS TO INVERT THE BOUNDARY DEPTH AND STRUCTURAL INDEX ...... 1793 Chongjin Zhao1, Han Song, Luolei Zhang, Peng Yu
CONSTRAINING MAGNETIC AMPLITUDE INVERSION WITH MAGNETOTELLURIC DATA TO IMAGE VOLCANIC UNITS...... 1798 Kaijun Xu, Yaoguo Li
FAST GEOMETRIC RESTORATION OF COMPLEX 3D STRUCTURAL MODELS FOR SEISMIC INTERPRETATION VALIDATION...... 1803 Anne-Laure Tertois, Jean-Laurent Mallet
PORE PRESSURE PREDICTION FROM BULK MODULUS IN SHALE BASED ON ROCK PHYSICS MODELING ...... 1808 Ting Lei, Xingyao Yin, Zhaoyun Zong
VECTOR ATTRIBUTES: A FAMILY OF ADVANCED SEISMIC ATTRIBUTES TO ASSIST IN GEOLOGICAL INTERPRETATION ...... 1813 Aicha Bounaim, Bjørn Harald Fotland, Hilde Borgos, Jarle Haukås, Lars Sonneland, Marie Etchebes
FAST MATCHING PURSUIT BASED MULTI-SCALE SEISMIC INVERSION...... 1818 Kun Li, Song Pei, Xingyao Yin
A MODIFIED EXPRESSION OF Q ATTRIBUTE AND ITS APPLICATION IN HYDROCARBON PREDICTION...... 1823 Guoquan Yang, Qiang Liu, Yanli Liu, Zhenchun Li
SKETCH-BASED MODELING OF SALT DOMES ...... 1828 Deane Roehl, Suellen Motta
A PLANAR ANOMALY TREND CORRECTION TIME-DEPTH CONVERSION METHOD BASED ON WELL-SEISMIC CONSTRAINED TOMOGRAPHY VELOCITY INVERSION...... 1833 Jiyan Cai, Ping Chen, Shuzheng Zhao, Tong Qin
BROADBAND ELASTIC IMPEDANCE VARIATION WITH ANGLE CASCADE INVERSION FOR FLUID DISCRIMINATION ...... 1838 Guangsen Cheng, Kun Li, Man Jiang, Yurong Wang, Zhaoyun Zong
DEPTH DOMAIN PRE-STACK SEISMIC INVERSION WITH DEPTH AND ANGLE VARIANT WAVELETS ...... 1843 Rui Zhang, Zhiwen Deng
DYNAMIC MATCHING PURSUIT BASED ON OPTIMIZED LOCAL FREQUENCY CONSTRAINTS ...... 1848 Kun Li, Lu Xu, Xingyao Yin, Zhaoyun Zong
SEISMIC ATTRIBUTE SELECTION FOR MACHINE LEARNING BASED FACIES ANALYSIS ...... 1853 Bin Lyu, David Lubo-Robles, Jie Qi, Kurt Marfurt, Thang Ha
NONPARALLELISM ATTRIBUTES AND DATA ADAPTIVE KUWAHARA IMAGE PROCESSING ...... 1858 Jie Qi, Kurt Marfurt
INTERPRETATION-BASED FULL WAVEFORM INVERSION OF A WESTERN AUSTRAILIAN DATA SET ...... 1863 David Graham, Jeffrey Shragge, Julien Bourget
FACIES CLASSIFICATION WITH WEAK AND STRONG SUPERVISION: A COMPARATIVE STUDY ...... 1868 Ghassan Alregib, Moamen Soliman, Yazeed Alaudah
ORIENTATION ESTIMATE OF 3D SEISMIC EVENTS USING DYNAMIC PROGRAMMING...... 1873 Bo Zhang, Hao Wu, Yihuai Lou
EFFORTS AT EFFECTIVE SEISMIC RESERVOIR CHARACTERIZATION OF BONE SPRING AND WOLFCAMP FORMATIONS IN THE DELAWARE BASIN: A CASE STUDY ...... 1883 James Keay, Ritesh Sharma, Satinder Chopra
DEPTH DOMAIN SEISMIC INTERPRETATION IN LOW AMPLITUDE STRUCTURES OF BOHAI OILFIELD ...... 1888 Dekui Xu, Gang Peng, Hailiang Jia, Jianli Wang
DELINEATION OF COMPLEX FAULT NETWORK NORTH SLOPE, ALASKA USING SEISMIC ATTRIBUTES ...... 1893 Shuvajit Bhattacharya, Sumit Verma
INTEGRATED STRATIGRAPHIC INTERPRETATION OF COMPLEX JURASSIC CARBONATE SYSTEMS ...... 1898 Mohammad Al Mershed
A NEW UNUSUAL CONFINED SEDIMENTARY SYSTEM FROM THREE-DIMENSIONAL SEISMIC REFLECTION DATA OF BOZHONG SAG, BOHAI BAY BASIN, CHINA ...... 1903 Changgui Xu, Sen Li
APPLYING SEISMIC SEDIMENTOLOGY FOR HIGH-RESOLUTION AND QUANTITATIVE IMAGING OF FLUVIAL CHANNEL SANDSTONES: AN EXAMPLE FROM BOHAI BAY BASIN, CHINA...... 1908 Hongliu Zeng, Zhiwei Zeng
PURPOSEFUL SEISMIC IMAGING FOR SUBSALT WILCOX STRATIGRAPHY ...... 1913 Bing Bai, Mark Fan, Qiaofeng Wu, Serife Bitlis, Yao Zhao
FAULT STABILITY EVALUATION BASED ON MICROSEISMIC DATA AND SLIDING TREND SEISMIC ATTRIBUTES: A CASE STUDY IN THE SICHUAN BASIN, SOUTHWEST CHINA ...... 1918 Chen Yuanzhong, Guo Rui, Wang Shize
INNOVATIVE AUTOMATIC FAULT DETECTION USING A VOLUME 3D SCANNING METHOD...... 1923 Fabien Pauget, Sébastien Lacaze, Sven Philit
INTEGRATED PSDM SEISMIC ATTRIBUTES AND RESERVOIR DYNAMIC DATA FOR FAULT PREDICTION IN H OILFIELD, MIDDLE EAST...... 1928 Chen Xiangfei, Chen Xin, Feng Xukui, Li Yanjing, Sun Haishan, Wang Xuejun, Wei Xiaodong, Xia Yaliang, Yang Ke
EXTRACT DISCONTINUITY FEATURES FROM HORIZON ATTRIBUTE...... 1933 Cheng Yin, Feng Ding, Ronghuo Dai, Xiang Xiao
SEISMIC FAULT ENHANCEMENT USING SPECTRAL DECOMPOSITION ASSISTED ATTRIBUTES ...... 1938 Bin Lyu, Fangyu Li, Kurt J. Marfurt
MULTI-SCALE STRIKE-SLIP FAULT DELINEATION IN DEEP FRACTURED-VUGGY CARBONATE...... 1943 Li Zongjie, Qi Lixin
CASE STUDY: GEOLOGY-GUIDED TOMOGRAPHY IN A COMPLICATED GEOLOGICAL AREA...... 1948 Chung-Chi Shih, Dawn Jantz, Hao Deng, Jun Tang, Michael O’Brian, Yanwei Xue, Zengbao Chen
FLEXURES IN THE ANADARKO BASIN: DO THEY INDICATE FAULTING OR FOLDING?...... 1953 Kurt Marfurt, Swetal Patel
A WELL-TO-SEISMIC CALIBRATION METHOD FOR SEISMIC DATA IN DEPTH DOMAIN...... 1958 Changjiang Wang, Hongmei Luo, Peijie Yang, Yiran Xing
EXTENDED-POCS 5D TECHNOLOGY AND ENHANCED DEPTH IMAGING LEADS TO IMPROVED WELL PLANNING AND GEOSTEERING PERFORMANCE OF THE UNCONVENTIONAL SHALE GAS RESERVOIRS ...... 1963 Casey Hagbo, David Hren, Kai Zhang
APPLICATION OF PROCESSING AND INTERPRETATION INTEGRATION IN LOW-PROFILE STRUCTURAL DEPTH PREDICTION...... 1968 Dekui Xu, Gang Peng, Hongbo Ding, Ying Li
INNOVATIVE WORKFLOW FOR STRUCTURAL SEISMIC INTERPRETATION: COMBINING AUTOMATED TECHNOLOGIES WITH STRUCTURAL ANALYSIS TECHNIQUES...... 1973 A. Bounaim, B. H. Fotland, D. Steckhan, H. G. Borgos, K. S. Boge, M. Etchebes, M. Nickel, P. Le Guern, T. Brenna, T. H. Boe, W. Athmer
SIMULTANEOUS AUTOMATIC WELL-TO-SEISMIC TIE AND WAVELET PHASE ESTIMATION ...... 1978 Daniel O. Perez, Danilo R. Velis, Gabriel R. Gelpi
A CONCISE METHOD TO ESTIMATE FRACTURE PARAMETERS IN THE VFTI MEDIA ...... 1983 Xingyao Yin, Yuanyuan Tan, Zhaoyun Zong, Zhengqian Ma
SEISMIC SPECTRUM DECOMPOSITION USING FLATTENED MULTIPLE SEISMIC TRACES ...... 1988 Bo Zhang, Xiwu Liu, Zhizhou Huo
THE IDENTIFICATION OF SUBTLE STRIKE-SLIP FAULTS BASED ON FAULT LIKELIHOOD ATTRIBUTE IN EAST OF BOHAI OILFIELD, EASTERN CHINA ...... 1993 Hongguo Zhang, Xugang Ma, Yu Xiong, Yuxiu Wang, Zhiheng Jiang
HYDROCARBON ACCUMULATION ANALYSIS BY RECONSTRUCTING THE CANYON-FILL SEQUENCE USING SEISMIC STRATIGRAPHIC INTERPRETATION IN THE CENTRAL GULF COASTAL PLAIN OF TEXAS...... 1998 Kelly H. Liu, Stephen S. Gao, Tianze Zhang, Yani Lin
IDENTIFYING NEW OPPORTUNITIES IN SHALLOW RESERVOIRS USING VINTAGE SEISMIC DATA...... 2003 Anand Prakash, Deddy Djanawir, Manayer Esam Hasan Al-Abdullah, Meshal Abdul Hameed Al-Wadi, Mubarak Al-Hajeri, Riyasat Husain, Salem Abdullah Abdul Karim Al-Ali
IDENTIFICATION AND INTERPRETATION OF SEISMIC ANOMALIES IN CARBONATE ROCK RESERVOIRS: IRAQ EXAMPLE...... 2008 Cong Han, Haifeng Wang, Junhai Liu, Minghua Xu, Ziming Wang
3D SEISMIC CHARACTERIZATION FOR THE ACADIAN DETACHMENT AND WRENCH FAULTS IN THE HINGE OF THE PENNSYLVANIA SALIENT, CENTRAL PENNSYLVANIA: IMPLICATIONS FOR THE MARCELLUS SHALE RESERVOIR INTEGRITY IN THE APPALACHIAN BASIN...... 2013 Dengliang Gao, Peter Sullivan
SEISMIC GEOMORPHOLOGY OF DEEP-WATER CHANNEL SYSTEMS IN THE SOUTHERN TARANAKI BASIN ...... 2018 Clayton Silver, Heather Bedle, Karelia La Marca-Molina
ORTHOGONAL DEEP AUTOENCODERS FOR UNSUPERVISED SEISMIC FACIES ANALYSIS...... 2023 Chenyun Song, Kunhong Li
A METHOD OF PERMEABILITY PREDICTION FOR THE TIGHT SANDSTONE RESERVOIR ...... 2029 Lei Shi, Pu Wang
NONCONVEX OPTIMIZATION-BASED INVERSE SPECTRAL DECOMPOSITION ...... 2034 Ming Ma, Rui Zhang
ATTRIBUTE-DRIVEN RESIDUAL LATERAL MOVEOUT CORRECTION FOR AZIMUTHALLY LIMITED SEISMIC VOLUMES ...... 2039 Jie Qi, Jing Zhang, Kurt Marfurt, Saurabh Sinha
CORRECTION OF MIS-TIES IN SEISMIC DATA USING A VARIATION OF KRIGING WITH VARIANCE OF MEASUREMENT ERROR ...... 2044 Catherine Formento, Didier Renard, Frédéric Huguet, Pedro Correia
IDENTIFICATION OF PORE STRUCTURE VARIATION IN A DEEPLY-BURIED CARBONATE RESERVOIR THROUGH HIGH-RESOLUTION SEISMIC INVERSION ...... 2049 Jingyi Guo, Yuefeng Sun
NOVEL SEISMIC FORWARD MODELLING OF THE SEAL BYPASS STRUCTURE: AN EXAMPLE FROM THE LOYAL FIELD OF THE NORTH SEA (SCOTLAND, UK) ...... 2054 Isabelle Lecomte, Zhihua Cui
SEISMIC FACIES IDENTIFICATION IN A DEEPWATER CHANNEL COMPLEX APPLYING SEISMIC ATTRIBUTES AND UNSUPERVISED MACHINE LEARNING TECHNIQUES. A CASE STUDY IN THE TARANAKI BASIN, NEW ZEALAND...... 2059 Clayton Silver, Heather Bedle, Karelia La Marca-Molina, Roger Slatt
SEISMIC ATTRIBUTE IDENTIFICATION THROUGH WAVEFORM ANALYSIS OF GAS HYDRATES IN THE PEGASUS BASIN, OFFSORE NEW ZEALAND...... 2064 Heather Bedle, Roberto Clairmont
VARIATIONS IN DEPOSITIONAL ENVIRONMENTS DURING THE PLIOCENE EPOCH REVEALED BY SEISMIC ATTRIBUTE ANALYSIS IN THE OFFSHORE AREA OF SOUTHWESTERN TAIWAN...... 2069 Chia-Sheng Tu, Chien-Ping Lee, Wei-Yi Chiu
DECONVOLUTION IN TIME TO ESTIMATE THE SEISMIC WAVELET AND TO RECOVER THE REFLECTIVITY: WELL-TO-SEISMIC-TIE ON REAL DATASET FROM VIKING GRABEN, NORTH SEA...... 2074 Isadora A. S. De Macedo, José Jadsom S. De Figueiredo
NEAR-REALTIME MANAGEMENT OF INDUCED SEISMICITY DURING AN EGS STIMULATION ...... 2079 Grzegorz Kwiatek, Peter Eric Malin, Tero Saarno
DATA PROCESSING OF A LOCAL SEISMOLOGICAL NETWORK FOR WEST TEXAS SEISMICITY CHARACTERIZATION...... 2084 Dmitrii Merzlikin, Ibinabo Bestmann
CLUSTERING IN FLUID-INDUCED SEISMICITY AND WHAT IT TELLS US ABOUT ITS SOURCE ...... 2089 Martin Schoenball
GLOBAL OPTIMIZATION OF ARRIVAL PICKING FOR MICROSEISMIC EVENTS ...... 2094 Chuan He, Guiting Hou, Yuyang Tan, Zhichao Yu, Zhonghua Mao
STUDYING STRESS STATE AND FAULT ZONE PROPERTIES OF SOURCE REGIONS OF INDUCED SEISMICITY USING DYNAMIC RUPTURE MODELS...... 2099 Benchun Duan, Dawid Szafranski
AN ANALYTICAL MODEL FOR HEAD WAVES RECORDED AS FIRST ARRIVALS IN DOWNHOLE MICROSEISMIC MEASUREMENT ...... 2104 Shogo Masaya
EARTHQUAKE CLUSTERS SHOW TEMPORAL CHANGES IN SHEAR-WAVE ANISOTROPY IN THE US MIDCONTINENT ...... 2109 Georgios Tsoflias, Keith Nolte
A SUB-REGIONAL REVIEW OF DELAWARE BASIN SEISMICITY UTILIZING PRIVATE ARRAY DATA ...... 2113 Samir F. Jreij
GEOMECHANICAL CONDITIONS TO CREATE HALF-MOON EVENTS DURING HYDRAULIC FRACTURING...... 2118 Nepomuk Boitz, Serge Shapiro
ROBUST BAYESIAN MOMENT TENSOR INVERSION USING TRANSPORT-LAGRANGIAN DISTANCES ...... 2123 Andrea Scarinci, Michael Fehler, Youssef Marzouk
SOURCE PARAMETER ANALYSIS OF MICROSEISMICITY DURING HYDRAULIC FRACTURE: PINNING STRESS DISTRIBUTIONS WITHIN FRACTURE ZONE...... 2128 Jiewen Zhang, Nori Nakata, Xiaowei Chen
ADVANCEMENTS IN 3D TIME-DOMAIN ELECTROMAGNETIC INVERSION IN THE ATHABASCA BASIN, CANADA: A UNIQUE CASE STUDY FROM THE WEST MCARTHUR PROJECT ...... 2133 Clinton Keller
A BRIEF ANALYSIS OF MOBILEMT DATA...... 2138 Daniel Sattel, Ken Witherly, Vlad Kaminski
APPLICATIONS OF MACHINE LEARNING TO THE SPATIAL INTERPOLATION OF AEROMAGNETIC DATA ...... 2143 Richard Smith, Tomas Naprstek
3D FINITE-VOLUME TIME-DOMAIN MODELING OF GEOPHYSICAL ELECTROMAGNETIC DATA ON UNSTRUCTURED GRIDS USING POTENTIALS ...... 2148 Grant Harrison, Jean-Marc Miehé, Xushan Lu
IMPACT OF AIRBORNE GEOPHYSICAL SURVEYS ON THE EXPLORATION OF GOLD MINERALIZATION IN BURKINA FASO ...... 2153 Abdoulaye Touré, Alexander Prikhodko,Jean Legault, Kanita Khaled, Nasreddine Bournas
ZTEM AND MAGNETIC INTERPRETATION RESULTS OVER THE LA ESPERANZA EPITHERMAL SILVER AND PRECIOUS AND BASE METALS PROJECT, ZACATECAS AND DURANGO STATES, MEXICO...... 2158 Jerry D. Blackwell, Nasreddine Bournas
ESTIMATING TOTAL MAGNETIZATION DIRECTIONS USING CONVOLUTIONAL NEURAL NETWORKS...... 2163 Felicia Nurindrawati, Jiajia Sun
MAGNETIC ON-TIME TRANSIENT ELECTROMAGNETIC (MOTEM) METHOD: A FEASIBILITY STUDY AT THE RAGLAN NICKEL MINE...... 2168 Aline Tavares Melo, Yaoguo Li
INDUCTIVE COUPLING IN IP MEASUREMENTS AND APPLICATIONS TO 3D DISTRIBUTED ARRAY FIELD DATA INVERSION ...... 2173 Fouzan Alfouzan, Leif H. Cox, Michael S. Zhdanov
FROM AIRBORNE TO EFFECTIVE-MEDIUM SPECTRAL IP MINERAL EXPLORATION: A CASE STUDY IN SAUDI ARABIA...... 2178 Abdulrahman Alotaibi, Fouzan Alfouzan, Leif H. Cox, Michael S. Zhdanov
GAMMA RAY, SPECTRAL GAMMA RAY AND OPTICAL BOREHOLE IMAGER LOGS APPLIED IN THE EXPLORATION FOR ORE DEPOSITS ...... 2183 David Abarca Alfaro, Juan Tito Mendoza Aranda, Rosa Juárez Flores
DESIGN OF A VERY HIGH-RESOLUTION AIRBORNE HELICOPTER EM SYSTEM FOR MINERAL EXPLORATION IN ROUGH TERRAIN AND TO INTERMEDIATE DEPTH...... 2188 Greg M. Hollyer
MODELLING THE AIRBORNE ELECTROMAGNETIC RESPONSE OF A SPHERE BENEATH CONDUCTIVE OVERBURDEN...... 2192 Anthony D. Zamperoni, Richard S. Smith
LEARNING SEISMIC IMAGE ENHANCEMENT FROM PAIRS OF 3D PARTIAL AND FULL IMAGE VOLUMES ...... 2197 Enning Wang, Jeff Nealon
SEISMIC DATA INTERPOLATION USING CYCLEGAN ...... 2202 Harpreet Kaur, Nam Pham, Sergey Fomel
CROSS-STREAMER WAVEFIELD INTERPOLATION USING DEEP CONVOLUTIONAL NEURAL NETWORK ...... 2207 Jan Erik Lie, Leiv Gelius, Thomas Larsen Greiner
INPAINTING OF LOCAL WAVEFRONT ATTRIBUTES USING ARTIFICIAL INTELLIGENCE ...... 2212 Andrey Bakulin, Ilya Silvestrov, Kirill Gadylshin
AUTOMATIC PHASE PICKER FOR SINGLE COMPONENT BOREHOLE SEISMIC DATA WITH DEEP NEURAL NETWORK ...... 2217 Badr Al-Rumaih, Dongzhuo Li, Jerry M. Harris, Jing Zheng
DEEP LEARNING FOR LOCAL SEISMIC IMAGE PROCESSING: FAULT DETECTION, STRUCTURE-ORIENTED SMOOTHING WITH EDGE-PRESERVING, AND SLOPE ESTIMATION BY USING A SINGLE CONVOLUTIONAL NEURAL NETWORK ...... 2222 Luming Liang, Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng
WAVEFIELD COMPRESSION FOR SEISMIC IMAGING VIA CONVOLUTIONAL NEURAL NETWORKS...... 2227 Alessandro Lieto, Claudia Parera, Daniele Moro, Francesco Devoti, Paolo Bestagini, Politecnico Di Milano, Stefano Tubaro, Vincenzo Lipari
DEEP-LEARNING BASED OCEAN BOTTOM SEISMIC WAVEFIELD RECOVERY ...... 2232 Ali Siahkoohi, Felix J. Herrmann, Rajiv Kumar
RELATIVE GEOLOGIC TIME ESTIMATION USING A DEEP CONVOLUTIONAL NEURAL NETWORK...... 2238 Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng
INTERACTIVE TRACKING OF SEISMIC GEOBODIES USING DEEP LEARNING FLOOD- FILLING NETWORK ...... 2243 Xinming Wu, Yunzhi Shi
PREDICTING GAS PRODUCTION USING MACHINE LEARNING METHODS: A CASE STUDY ...... 2248 Colleen Donegan, Tania Mukherjee, Thomas Burgett, Taylor Ward, Telha Ghanchi
SEMI-AUTOMATED SEISMIC HORIZON INTERPRETATION USING ENCODER-DECODER CONVOLUTIONAL NEURAL NETWORK ...... 2253 Bo Zhang, Hao Wu
MULTIVARIATE ATTRIBUTE SELECTION IN SEISMIC FACIES CLASSIFICATION...... 2258 Kurt Marfurt, Robert Hardisty, Yuji Kim
ANALYSIS OF SEISMIC AND TEXTURE ATTRIBUTES FOR STRATIGRAPHIC SEGMENTATION ...... 2263 Marco Ferraz, Matheus Oliveira, Renato Cerqueira, Rodrigo S. Ferreira, Sérgio Cersosimo
DOES SHALLOW GEOLOGICAL KNOWLEDGE HELP NEURAL-NETWORKS TO PREDICT DEEP UNITS? ...... 2268 Bas Peters, Justin Granek
SUPERVISED SEISMIC FACIES CLASSIFICATION USING PROBABILISTIC NEURAL NETWORKS: WHICH ATTRIBUTES SHOULD THE INTERPRETER USE? ...... 2273 David Lubo-Robles, Kurt J. Marfurt, S. Lakshmivarahan, Thang Ha
ESTIMATING THE INVERSE HESSIAN FOR AMPLITUDE CORRECTION OF MIGRATED IMAGES USING DEEP LEARNING...... 2278 Harpreet Kaur, Nam Pham, Sergey Fomel
DEEP LEARNING NETWORK OPTIMIZATION AND HYPER-PARAMETER TUNING...... 2283 Michael Jervis, Mingliang Liu, Robert Smith
ML-DESCENT: AN OPTIMIZATION ALGORITHM FOR FWI USING MACHINE LEARNING ...... 2288 Bingbing Sun, Tariq Alkhalifah
DEEP LEARNING WITH CROSS-SHAPE DEEP BOLTZMANN MACHINE FOR PRE-STACK INVERSION PROBLEM...... 2293 Mrinal Sen, Son Phan
SEMI-SUPERVISED LEARNING FOR ACOUSTIC IMPEDANCE INVERSION ...... 2298 Ghassan Alregib, Motaz Alfarraj
A DEEP LEARNING APPROACH FOR ACOUSTIC FWI WITH ELASTIC DATA ...... 2303 Dongzhuo Li, Fuchun Gao, Paul Williamson
PRE-STACK TARGET-ORIENTED LEAST SQUARES RTM IN IMAGE DOMAIN USING CONJUGATE HOPFIELD NETWORKS AND THE BOLTZMANN MACHINE ...... 2308 Janaki Vamaraju, Mrinal K. Sen, Zeyu Zhao
USING FWI AND DEEP LEARNING TO CHARACTERIZE VELOCITY ANOMALIES IN CROSSWELL SEISMIC DATA...... 2313 Robert Stewart, Wenyuan Zhang
OVERCOMING NUMERICAL DISPERSION OF FINITE-DIFFERENCE WAVE EXTRAPOLATION USING DEEP LEARNING...... 2318 Harpreet Kaur, Nam Pham, Sergey Fomel
VOLUME 4
MULTILAYER SPARSE LSM = DEEP NEURAL NETWORK...... 2323 Gerard Schuster, Zhaolun Liu
PETROPHYSICAL PROPERTIES PREDICTION FROM PRE-STACK SEISMIC DATA USING CONVOLUTIONAL NEURAL NETWORKS ...... 2328 Tapan Mukerji, Vishal Das
GEOPHYSICAL DATA INTEGRATION AND MACHINE LEARNING FOR MULTI-TARGET LEAKAGE ESTIMATION IN GEOLOGIC CARBON SEQUESTRATION ...... 2333 Rafael Pires De Lima, Youzuo Lin
PRE-STACK SEISMIC INVERSION USING SEISINV-RESNET...... 2338 Guangzhi Zhang, Jiameng Du, Junzhou Liu, Lei Han, Ning Li
A THEORY-GUIDED DEEP LEARNING FORMULATION OF SEISMIC WAVEFORM INVERSION ...... 2343 Daniel O. Trad, Jian Sun, Junxiao Li, Kristopher A. Innanen, Zhan Niu
A PROGRESSIVE DEEP TRANSFER LEARNING APPROACH TO CYCLE-SKIPPING MITIGATION IN FWI ...... 2348 Jiefu Chen, Wenyi Hu, Xuqing Wu, Yuchen Jin
COMBINING ARTIFICIAL INTELLIGENCE WITH HUMAN REASONING FOR SEISMIC INTERPRETATION...... 2353 James Lowell, Vural Erdogan
SEISMIC STRATIGRAPHY INTERPRETATION VIA DEEP CONVOLUTIONAL NEURAL NETWORKS...... 2358 Aria Abubakar, Haibin Di, Hiren Maniar, Zhun Li
EFFECTIVE MACHINE LEARNING APPROACH FOR IDENTIFYING HIGH TOTAL ORGANIC CARBON FORMATIONS ...... 2363 Adewale Amosu, Yuefeng Sun
TRANSFORMING SEISMIC DATA INTO PSEUDO-RGB IMAGES TO PREDICT CO2 LEAKAGE USING PRE-LEARNED CONVOLUTIONAL NEURAL NETWORKS WEIGHTS ...... 2368 Kurt J. Marfurt, Rafael Pires De Lima, Youzuo Lin
DIRECT HYDROCARBON INDICATORS BASED ON LONG SHORT-TERM MEMORY NEURAL NETWORK ...... 2373 Aristofanes Correa Silva, Luiz Fernando Santos, Marcelo Gattass, Reinaldo Mozart Gama E Silva
STRATIGRAPHY ESTIMATION FROM SEISMIC DATA USING DEEP LEARNING ...... 2378 Bruce Power, Fantine Huot, Joe Stefani
ANISOTROPIC MOVEOUT CORRECTION USING A HOUGH TRANSFORM NEURAL NETWORK...... 2383 Janaki Vamaraju, Mrinal K. Sen
VERTICAL RESOLUTION ENHANCEMENT OF SEISMIC DATA WITH CONVOLUTIONAL U- NET...... 2388 Yonggyu Choi, Young Kim
STYLE TRANSFER FOR GENERATION OF REALISTICALLY TEXTURED SUBSURFACE MODELS...... 2393 Daniel Peter, Oleg Ovcharenko, Tariq Alkhalifah, Vladimir Kazei
IMPROVED WELL LOG CLASSIFICATION USING SEMI-SUPERVISED ALGORITHMS...... 2398 Alison Malcolm, J. Kim Welford, Michael W. Dunham
MISSING SONIC LOG PREDICTION USING CONVOLUTIONAL LONG SHORT-TERM MEMORY...... 2403 Nam Pham, Xinming Wu
AUTOMATIC SEISMIC FACIES INTERPRETATION BASED ON AN ENHANCED ENCODER- DECODER STRUCTURE...... 2408 Hao Xue, Haoran Zhang, Yang Liu, Yuxi Zhang
FAULTNET: A DEEP CNN MODEL FOR 3D AUTOMATED FAULT PICKING ...... 2413 Qie Zhang, Xinming Wu, Yunzhi Shi
3D CONVOLUTIONAL NEURAL NETWORKS FOR EFFICIENT FAULT DETECTION AND ORIENTATION ESTIMATION...... 2418 Tao Zhao
REDUCING TRAINING DATASET BIAS FOR AUTOMATIC FAULT DETECTION...... 2423 Fréderic Joncour, Laurent Castanié, Pierre Goutorbe, Sébastien Guillon
MULTI-CHANNEL CONVOLUTIONAL NEURAL NETWORK WORKFLOW FOR AUTOMATIC SALT INTERPRETATION...... 2428 Huseyin Denli, Mike Kovalski, Ruichao Ye, Victoria Som De Cerff
PHYSICS-GUIDED MACHINE LEARNING IDENTIFICATION OF DISCRETE FRACTURES FROM DOUBLE BEAM IMAGES ...... 2433 Hao Hu, Jiaxuan Li, Yingcai Zheng
SEISMIC WAVEFORM CLASSIFICATION VIA A NEW SIMILARITY MEASURE ...... 2438 Bin She, Chengyun Song, Guangmin Hu, Kunhong Li, Zhining Liu
MACHINE-LEARNING BASED PREDICTION OF PHASE VELOCITIES AND PHASE ANGLES FROM GROUP VELOCITIES AND GROUP ANGLES IN AN ANISOTROPIC ELASTIC MEDIUM- A FEASIBILITY STUDY...... 2443 Anthony Manuel Moraes, Chau Duc Minh Ha, Mingliang Liu, Mohit Ayani, Prayas Rath, Rodrigo Correa Rangel, Scott A Darhower, Subhashis Mallick
WAVEFORM CLASSIFICATION METHOD BASED ON STRONG BACKGROUND INTERFERENCE SEPARATED...... 2448 Cheng Wang, Chunlin Xie, Shi’An Shen
USING GAN PRIORS FOR ULTRAHIGH RESOLUTION SEISMIC INVERSION ...... 2453 Qixin Li, Yaneng Luo
SEISMIC DENOISING BASED ON NONLOCAL STRUCTURED BAYESIAN NONPARAMETRIC DICTIONARY...... 2458 Fanchang Zhang, Nanying Lan
AUTOMATIC FIRST ARRIVAL PICKING FOR BOREHOLE SEISMIC DATA USING A PIXEL- LEVEL NETWORK ...... 2463 James W. Rector, Siyuan Cao, Yuanyuan Ma, Zhishuai Zhang
CONSTRAINED AUTOMATIC TOPS PICKING USING CONVOLUTIONAL NEURAL NETWORKS...... 2468 Emily Panetti, Jeff Godwin, John Roberts
JOINT DICTIONARY LEARNING AND SUPER-RESOLUTION NETWORK ON SEISMIC NOISE REMOVAL...... 2473 Hao Mai, Jing Xu, Siyuan Cao
AN IMPLEMENTATION OF THE SEISMIC RESOLUTION ENHANCING NETWORK BASED ON GAN ...... 2478 Cheng Wang, Daqing, Haijing Zhang, Wei Wang, Xiaokai Wang, Zhonghua Zhao
AUTOMATED CHANNEL DETECTION USING DEEP CONVOLUTIONAL NEURAL NETWORKS...... 2483 Bartosz Goledowski, Michael Nickel, Oddgeir Gramstad
BAYESIAN DEEP LEARNING FOR SEISMIC FACIES CLASSIFICATION AND ITS UNCERTAINTY ESTIMATION...... 2488 Pradip Mukhopadhyay, Subhashis Mallick
SALTSEG: A ß-VARIATIONAL AUTOENCODER CONSTRAINED ENCODER-DECODER ARCHITECTURE FOR ACCURATE GEOLOGIC INTERPRETATION ...... 2493 Arvind Sharma, Cen Ong, Satyakee Sen, Sribharath Kainkaryam
SEISMIC IMPEDANCE INVERSION BASED ON CYCLE-CONSISTENT GENERATIVE ADVERSARIAL NETWORK...... 2498 Qiang Ge, Wenkai Lu, Xinfei Yan, Yuqing Wang
SEISMIC FAULT DETECTION WITH ITERATIVE DEEP LEARNING...... 2503 Fucai Yu, Guangmin Hu, Ruoshui Zhou, Yufei Cai
REGULARIZED SUPERVISED DESCENT METHOD FOR 2-D MAGNETOTELLURIC DATA INVERSION ...... 2508 Aria Abubakar, Rui Guo
DEEP LEARNING GUIDING FIRST-ARRIVAL TRAVELTIME TOMOGRAPHY ...... 2513 Jie Zhang, Xiaofeng Jia, Ziang Li
3D SEISMIC WAVEFORM OF CHANNELS EXTRACTION BY ARTIFICIAL INTELLIGENCE ...... 2518 Cheng Wang, Chunlin Xie, Dawei Liu, Wei Wang, Zhensheng Shi
A COMPARISON OF GEOPHYSICAL INVERSION AND MACHINE LEARNING IN INVERSE PROBLEMS...... 2523 Nori Nakata, Yuji Kim
A NEW P-WAVE RECONSTRUCTION METHOD FOR VSP DATA USING CONDITIONAL GENERATIVE ADVERSARIAL NETWORK ...... 2528 Jizhong Yang, Yanwen Wei, Yunyue Elita Li
DEEP LEARNING FOR GRAVITY AND MAGNETIC DATA INTERPOLATION...... 2533 Feng Wang, Shengchang Chen, Yanan Liu
HIGH RESOLUTION INVERSION OF SEISMIC WAVELET AND REFLECTIVITY USING ITERATIVE DEEP NEURAL NETWORKS ...... 2538 Daoyu Chen, Jinghuai Gao, Yupeng Hou, Zhaoqi Gao
EFFICIENT SEISMIC DENOISING TECHNIQUES USING ROBUST PRINCIPAL COMPONENT ANALYSIS...... 2543 Ningyu Sha, Youzuo Lin
BAYESIAN DEEP LEARNING AND UNCERTAINTY QUANTIFICATION APPLIED TO INDUCED SEISMICITY LOCATIONS IN THE GRONINGEN GAS FIELD IN THE NETHERLANDS: WHAT DO WE NEED FOR SAFE AI?...... 2548 Chen Gu, M. Nafi Toksoz, Youssef M. Marzouk
ESTIMATION OF ACOUSTIC IMPEDANCE FROM SEISMIC DATA USING TEMPORAL CONVOLUTIONAL NETWORK ...... 2554 Ahmad Mustafa, Ghassan Alregib, Motaz Alfarraj
MULTI-TRACE AND MULTI-ATTRIBUTE ANALYSIS FOR FIRST-BREAK PICKING WITH THE SUPPORT VECTOR MACHINE...... 2559 Jie Zhang, Xudong Duan
ESTIMATION OF SEISMIC DIP AND AZIMUTH BASED ON NEURAL NETWORK LEARNING ...... 2564 Ma Shufang, Yang Hao
VMB-NET: A DEEP LEARNING NETWORK FOR VELOCTY MODEL BUILDING IN A CROSS- WELL ACQUISITION GEOMETRY...... 2569 Jianwei Ma, Wenlong Wang
S-WAVE VELOCITY PREDICTION FOR COMPLEX RESERVOIRS USING A DEEP LEARNING METHOD...... 2574 Lili Ji, Liuxin Yang, Sam Zandong Sun
SEISMIC RANDOM NOISE ATTENUATION IN F-X DOMAIN USING COMPLEX-VALUED RESIDUAL CONVOLUTIONAL NEURAL NETWORK...... 2579 Kurt J. Marfurt, Robert Hardisty, Yuji Kim
PHYSICS INFORMED NEURAL NETWORKS FOR VELOCITY INVERSION ...... 2584 Jingye Li, Xiaohong Chen, Yiran Xu
SEISMIC DATA INTERPOLATION WITH CONDITIONAL GENERATIVE ADVERSARIAL NETWORK IN TIME AND FREQUENCY DOMAIN...... 2589 D. K. Chang, H. S Li, W. Y. Yang, X. S. Yong
DEEP LEARNING APPROACH IN CHARACTERIZING SALT BODY ON SEISMIC IMAGES...... 2594 Cheng Zhan, Jia Wei, Licheng Zhang, Meng Zhang, Tianxia Zhao, Yue Wu, Zhenzhen Zhong
CONVOLUTIONAL RECURRENT NEURAL NETWORKS BASED WAVEFORM CLASSIFICATION IN SEISMIC FACIES ANALYSIS ...... 2599 Li Lei, Liang Han, Xiong Wei, Zhan Shifan
AUTOMATIC VELOCITY PICKING BASED ON DEEP LEARNING...... 2604 Hao Zhang, Peimin Zhu, Xiaozhang Li, Yuan Gu
SEISMIC FACIES ANALYSIS BASED ON 3D-CNN AND SEISMIC STRATIGRAPHIC SLICE...... 2609 Handong Huang, Jianxing Wang, Xiaowen Zheng
DEEP 3D CONVOLUTIONAL NEURAL NETWORK APPLIED TO CT SEGMENTED IMAGE FOR ROCK PROPERTIES PREDICTION ...... 2614 Bruno Barbosa Rodrigues, Leandro Passos De Figueiredo, Maury Duarte
UNSUPERVISED MACHINE LEARNING FACIES CLASSIFICATION IN THE DELAWARE BASIN AND ITS COMPARISON WITH SUPERVISED BAYESIAN FACIES CLASSIFICATION ...... 2619 Kurt Marfurt, Ritesh Sharma, Satinder Chopra
FIRST ARRIVAL PICKING USING U-NET WITH LOVASZ LOSS AND NEAREST POINT PICKING METHOD...... 2624 Hien Van Nguyen, Jiefu Chen, Pengyu Yuan, Wenyi Hu, Xuqing Wu
AUTOMATIC ELECTROFACIES CLASSIFICATION FROM WELL LOGS ...... 2629 Lin Liang, Vasileios-Marios Gkortsas
A CONVOLUTIONAL NEURAL NETWORK FOR SEISMIC DIP ESTIMATION ...... 2634 Dawei Liu, Wenchao Chen, Xiaokai Wang, Yanhui Zhou, Zhensheng Shi
EVALUATION OF IMAGE COMPARISON METHODS FOR COMPLEX TEXTURES ...... 2639 Marco Ferraz, Matheus Oliveira, Renato Cerqueira, Rodrigo S. Ferreira, Sérgio Cersosimo
LEARNING OR MEMORIZING: A STUDY OF GENERALIZATION ISSUES ON DATA-DRIVEN SEISMIC FULL-WAVEFORM INVERSION...... 2644 Youzuo Lin, Zhongping Zhang
THE SMALL DATA SOLUTION DRIVING DATA DISCOVERY IN THE ABSENCE OF KEY DATA...... 2649 C. Lu, J. He, T. Ramsay
ELASTIC WAVE-MODE SEPARATION IN HETEROGENEOUS ANISOTROPIC MEDIA USING DEEP LEARNING ...... 2654 Harpreet Kaur, Nam Pham, Sergey Fomel
DETECTING P- AND S-WAVE ARRIVALS WITH A RECURRENT NEURAL NETWORK...... 2659 David Kirschner, Junlun Li, Nick Howes
SHALE ANISOTROPY MODEL BUILDING BASED ON DEEP NEURAL NETWORKS...... 2663 Arthur Cheng, Nan You, Yunyue Elita Li
INCORPORATING MOMENTUM ACCELERATION TECHNIQUES APPLIED IN DEEP LEARNING INTO TRADITIONAL OPTIMIZATION ALGORITHMS ...... 2668 Bin She, Guangmin Hu, Yaojun Wang
EARTHQUAKEGEN: EARTHQUAKE GENERATOR USING GENERATIVE ADVERSARIAL NETWORKS...... 2674 Tiantong Wang, Youzuo Lin, Zhongping Zhang
CFP-BASED SHEAR WAVE VELOCITY MODEL BUILDING USING CONVERTED WAVES...... 2679 Hongwei Liu, Mustafa Al-Ali, Yi Luo
AZIMUTHAL RESPONSE AND SHEAR WAVE SPLITTING OF 9-COMPONENT SHEAR WAVES FOR THE FRACTURE ZONES IN A TIGHT SAND RESERVOIR ...... 2684 Jiwei Cheng, Lin Wang, Xiangyang Li
THE APPLICATION OF PURE SHEAR WAVE SEISMIC DATA FOR GAS RESERVOIR DELINEATION...... 2690 Chengwu Li, Guowen Chen, Haili Wang, Jing Yang, Ruizhen Wang, Shujie An, Yonggui Hu, Zhiwen Deng, Zhongdong Du
SIMULTANEOUS ATTENUATION OF MULTIMODE GROUND ROLL IN THREE- COMPONENT SEISMIC DATA...... 2695 Jianyong Bai, Orhan Yilmaz
STATIC CORRECTION STRATEGY FOR CONVERTED WAVE DATA:A CASE STUDY FROM WESTERN CHINA...... 2700 Donghui Bian, Shuhai Qie, Wei Yang, Xiaowei Wang, Zhe Yang
ANISOTROPIC ELASTIC REVERSE TIME MIGRATION WITH GAUSSIAN BEAMS FOR MULTICOMPONENT DATA ...... 2705 Jianen Xiao, Kai Zhang, Qiang Liu, Zhenchun Li
SIMULATING KINEMATICS OF P- AND S-WAVE SCATTERING USING SCALAR WAVE EQUATIONS ...... 2710 Jiubing Cheng, Yunyue Elita Li
STRUCTURED QUATERNION-BASED TIGHT FRAME FOR MULTICOMPONENT SIGNAL RECOVERY ...... 2715 Qiang Zhao
A ROBUST WORKFLOW FOR PERFORMING JOINT IMPEDANCE INVERSION WITH APPLICATIONS FROM NORTH AMERICAN BASINS ...... 2720 Larry R. Lines, Ritesh Kumar Sharma
APPLICATION OF 3D-3C SEISMIC EXPLORATION IN MIDDLE OF SICHUAN BASIN: A CASE STUDY...... 2725 Chen Jiangli, Hu Feng, Hu Shanzheng, Jing Longjiang, Li Dajun, Wang Xiaoyang, Zhang Xiaobin, Zhao Yao
RESEARCH AND APPLICATION OF PS-WAVE DATA PROCESSING METHOD BASED ON HIGH RESOLUTION SPECTRAL INVERSION ...... 2730 Dong Wang
CONVERTED WAVE VELOCITY MODEL BUILDING WITH VTI ANISOTROPY: CASE STUDY FROM SICHUAN BASIN, SOUTHWEST CHINA...... 2735 Donghui Bian, Shuhua Hu, Xiaowei Wang, Zhe Yang
APPLICATION OF SURFACE WAVE VELOCITY INVERSION TO OBTAIN S-WAVE STATICS IN QAIDAM BASIN...... 2740 Chai Wei, Lei Na, Luo Wenshan, Ning Bin, Yang Huidong, Yang Jun
REGISTRATION OF PS AND PP IMAGE VOLUMES BASED ON 3D NON-RIGID MATCHING: A CASE STUDY FROM SICHUAN BASIN, CHINA...... 2745 Donghui Bian, Wei Liu, Xiaowei Wang, Zhe Yang
BROADBAND WATERBORNE HAMMER SEISMIC SOURCE FOR IMAGING RIVER AND LAKE SUB-BOTTOMS...... 2750 André J.-M. Pugin, Gregory R. Brooks, Kevin Brewer
GROUNDWATER PROSPECTING IN A HARD-ROCK COASTAL AREA USING OFF-SET TDEM METHOD: CASE STUDY...... 2755 Hesham El-Kaliouby
APPLICATIONS OF HIGH-RESOLUTION 3D SEISMIC SYSTEMS FOR CHARACTERIZING THE SHALLOW SUBSURFACE IN NEARSHORE MARINE ENVIRONMENTS ...... 2759 T. A. Meckel
SUBSURFACE CHARACTERIZATION OF PADRE ISLAND USING GROUND PENETRATING RADAR (GPR) AND ELECTRICAL RESISTIVITY IMAGING (ERI) ...... 2763 Dionel Colmenero, Lilia Zavala, Mohamed Ahmed
HIGH-RESOLUTION, SHALLOW WATER GEOACOUSTIC MAPPING IN THE MISSISSIPPI SOUND ...... 2768 David Evans, Tim McClinton
INVESTIGATIONS INTO GROUNDWATER FLOW TOWARDS A SPRING IN THE SAPHIRE AREA, SOUFRIERE, ST LUCIA, WEST INDIES ...... 2772 Ananias Verneuil, Frank Dale Morgan, Ruel Jerry, Saleh Al Nasser
IDENTIFICATION OF SAND RESOURCES USING SUBBOTTOM PROFILING GEOPHYSICAL SURVEY TECHNIQUES OFFSHORE LOUISIANA, GULF OF MEXICO, USA ...... 2777 John D. Sullivan, Michael D. Miner
AN EVALUATION OF THE FEASIBILITY OF THE TIME-LAPSE ELECTRICAL RESISTIVITY TOMOGRAPHY METHOD IN QUANTIFYING SUBMARINE GROUNDWATER DISCHARGE IN FINE SEDIMENT AND HIGHLY SALINE EMBAYMENTS...... 2780 Joseph Stearns
EFFICIENT TUNNEL DETECTION WITH WAVEFORM INVERSION OF BACK-SCATTERED SURFACE WAVES...... 2787 Georgios P. Tsoflias, Yao Wang
NEAR-SURFACE VOID DETECTION IN KARST TERRAIN USING FIRST ARRIVAL TOMOGRAPHY ...... 2792 Daniel Z. Feigenbaum, Erin P. Simpson, James B. Smith, Steven D. Sloan, Wilson E. Coronel
ERRORS IN GEOPHYSICAL PARAMETERS INCORPORATED SIMULTANEOUSLY IN IN- SITU SWCC INVERSION: IMPROVED SLOPE STABILITY ANALYSES...... 2798 Atsushi Suzaki, Ranajit Ghose
DETECTION OF KARST CAVITY BENEATH CAST-IN-PLACE PILE BASED ON INSTANTANEOUS PHASE ANALYSIS...... 2803 Chengcheng Liu, Fengjuan Tao, George P. Tsoflias, Liu Liu, Ming Peng, Zhenming Shi
EFFECTS OF NEAR-SURFACE SPATIAL VARIABILITY OF SOIL STIFFNESS ON SURFACE WAVE DISPERSION ...... 2808 Alireza Kordjazi, Joseph Thomas Coe, Siavash Mahvelati
SHALLOW TUNNEL DETECTION USING CONVERTED SURFACE WAVE IMAGING ...... 2813 Shelby L. Peterie, Steven D. Sloan
MULTI-MODE ANALYSIS TO IMPROVE DIFFRACTION ENHANCEMENT VOID DETECTION CAPABILITIES...... 2818 Anthony M. Hoch, Julian Ivanov, Richard D. Miller, Shelby L. Peterie
EVALUATION OF NEAR-SURFACE ANOMALOUS CONDITIONS BENEATH DRILLED SHAFT EXCAVATIONS USING FULL WAVEFORM INVERSION...... 2823 Alireza Kordjazi, Joseph Thomas Coe, Siavash Mahvelati
IMAGING BURIED MASSIVE ICE IN VICTORIA VALLEY, ANTARCTICA, WITH MULTI- ELECTRODE ELECTRICAL RESISTIVITY AND GROUND PENETRATING RADAR ...... 2828 David C. Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Ronald S. Sletten
UNDERGROUND HYDROCARBONS SPILLS: LOW-COST MAPPING BY GPR-CSP METHOD ...... 2833 Erick S. Kusnir L.
RESEARCH ON COMPENSATION METHOD FOR HIGH FREQUENCY ABSORPTION ATTENUATION NEAR SURFACE...... 2838 Su Qin, Tian Yancan, Xiao Mingtu, Xu Xingrong, Zeng Huahui
TRANS-DIMENSIONAL MARKOV CHAIN MONTE CARLO METHOD AND SUPERVISED CLASSIFICATION FOR NEAR-SURFACE FULL WAVEFORM INVERSION WITH TOPOGRAPHY...... 2843 Jungrak Son
3D REFRACTION TRAVELTIME MIGRATION FOR NEAR SURFACE IMAGING...... 2848 Jie Zhang, Yihao Wang
THE FIRST-ARRIVAL TRAVELTIME TOMOGRAPHY WITH JOINT MINIMUM SUPPORT AND TIKHONOV REGULARIZATION ...... 2853 Jie Zhang, Yihao Wang, Zhiwen Xue, Ziang Li
DATA WEIGHTED FULL-WAVEFORM INVERSION WITH ADAPTIVE MOMENT ESTIMATION FOR NEAR-SURFACE SEISMIC REFRACTION DATA ...... 2858 Ao Cai, Colin A. Zelt
GROUND PENETRATING RADAR SURVEY OF SITE 14DC320: UTILIZING GEOPHYSICAL METHODS TO PROTECT NATIVE AMERICAN BURIALS...... 2863 B.B. Schneider, R.J. Hoard
LOCATION OF BURIED ARTILLERY POSITIONS USING NEAR-SURFACE GEOPHYSICAL TECHNIQUES...... 2868 T. Dean, A. Costall, N. Sik, A. Pethick, D. Howman, J. Blylevens
REAL-TIME ANOMALY DETECTION USING DYNAMIC TIME WARPING OF GPR SIGNALS ...... 2873 Abolfazl Saghafi, Chris P. Tsokos, Sajad Jazayeri, Sanaz Esmaeili
APPLICABILITY OF COMBINED GPR AND GRADIOMETER TO DETECT BURIED SHALLOW TARGETS FOR NEAR-SURFACE INVESTIGATIONS...... 2878 Iftekhar Alam, Joseph Panzik
RECLAIMING HISTORY: USING GROUND PENETRATING RADAR TO IDENTIFY THE LOCATION OF ANTEBELLUM AFRICAN AMERICAN CEMETERIES ...... 2883 Michelle Proulx, R Shane McGary
ANALYSIS OF NEAR-FIELD SEISMIC WAVE SCATTERING PATTERNS...... 2888 Tianjun Lan, Zhaoyun Zong
NEAR-SURFACE CHARACTERIZATION USING VERTICAL ARRAY SEISMIC DATA FROM SMART DAS UPHOLES...... 2893 Abdulrahman Alshuhail, Mazen Alawaji
IMPROVED RESOLUTION OF GROUND PENETRATING RADAR FULL-WAVEFORM INVERSION BY USING CONE PENETRATION TEST DATA: A SYNTHETIC STUDY ...... 2898 Harry Vereecken, Jan Van Der Kruk, Nils Güting, Peleg Haruzi, Zhen Zhou
APPLICATION OF TOMOGRAPHIC STATIC CORRECTION METHOD WITHOUT RAY TRACING IN PIEDMONT AREA OF WESTERN CHINA...... 2903 Huan Yuan, Jiaqing Sun, Jie Wu, Shengtao Zang, Xiaowei Wang
TIME-FREQUENCY DOMAIN PHASE DENOISING BASED ON S TRANSFORMATION...... 2908 Handong Huang, Jing Zeng, Long Yin
CROSSHOLE SEISMIC TESTING WITH PSEUDO 3D GEOMETRY: TOMOGRAPHIC DATA FOR CHARACTERIZATION OF CONSTRUCTION SITES ...... 2913 Alexander Oshkin, Alexey Turchkov, Vladimir Ignatev
SEISMIC GATHERS RESIDUAL STATIC CORRECTION BASED ON MATCHING PURSUIT ALGORITHM ...... 2918 Jin Zhao, Jingye Li, Jiwei Cheng
AUTO-RECOGNITION OF THE LOW-VELOCITY ZONE'S BOTTOM INTERFACE BASED ON LOW-FREQUENCY NOISE ON RTM PROFILE USING IMAGE RECOGNITION TECHNOLOGY ...... 2923 Haoran Zhang, Xiao Wu, Yang Liu
3D NONLINEAR CONJUGATE GRADIENT INVERSION FOR FREQUENCY-DOMAIN AIRBORNE EM BASED ON VECTOR FINITE ELEMENT METHOD...... 2928 Kun Wang, Ling Zhang, Wenben Li, Zhijun Huo
NEAR SURFACE Q ESTIMATE BASED ON COMPLEX DOMAIN FAST MATCHING PURSUIT DECOMPOSITION AND DEEP LEARNING REGRESSION ...... 2933 Tang Chuanzhang, Wang Zedan, Wei Song
CORRECTION OF RECEIVER NOISE IN HALF-AIRBORNE TRANSIENT ELECTROMAGNETIC METHOD WITH ELECTRIC SOURCE ...... 2938 Qingyun Di, Zhenjun Ma
EFFICIENT NEAR-SURFACE MODELING METHOD AND APPLICATION FOR MASSIVE SEISMIC DATA...... 2943 Guo Zhenbo, Qian Zhongping, Ren Xiaoqiao, Sun Pengyuan, Tang Bowen
A NEW ACQUISITION METHOD FOR INVESTIGATE THE NEAR SURFACE ABSORPTION STRUCTURE AND ITS APPLICATION...... 2948 Mingchao Wang
AN EXPERIMENTAL COMPARISON OF DIFFERENT SLEDGEHAMMERS FOR USE IN SEISMIC SURVEYS...... 2953 Alex Costall, Dominic Howman, Nghia Nguyen, Tim Dean
IMPROVING APPARENT CONDUCTIVITY ESTIMATION FROM SURFACE MAGNETIC DIPOLE DATA...... 2958 Cícero Régis, Érico Tenório França
INCREASING THE LENGTH OF A LAND STREAMER BY MULTIPLE SHOTS...... 2963 Sherif M. Hanafy
ASSESSING THE SOURCE RADIATION PATTERN (SRP) OF ONSHORE SEISMIC DATA: PRELIMINARY RESULTS ...... 2969 Boming Wu, Heng Zhou, Hua-Wei Zhou, Zhehao Li
DOWNHOLE SEISMIC METHODS FOR NEAR SURFACE CHARACTERISATION: OTWAY PROJECT SRD 3.3 CASE STUDY...... 2974 Arran Gillies, Barry Freifeld, Konstantin Tertyshnikov, Ludovic Ricard, Stoyan Nikolov
MULTI-ATTRIBUTE MICROSEISMIC ANALYSIS AND THE COMPLEX RELATIONSHIP BETWEEN STRESS AND STRUCTURE ...... 2979 Doug Angus, Irina Nizkous, Lindsay Smith-Boughner, Vladimir Shumila, Willem De Beer
CORRELATION OF FRACTURES WITH SEISMIC RADIAL ANISOTROPY IN TWO METAMORPHIC-IGNEOUS AND SEDIMENTARY BEDROCKS...... 2984 Jer-Yu Jeng, Roohollah Askari, Snehamoy Chatterjee
IMPROVING OPTIMUM-OFFSET DATA FOR NEAR-SURFACE REFLECTION SURVEYING USING A MULTI-PARAMETER STACKING SCHEME ...... 2990 Craig J. Hickey, Parsa Bakhtiari Rad
HIGH-RESOLUTION PROCESSING TECHNOLOGY FOR THIN SAND BODIES: MAHU SLOPE AREA OF JUNGGAR BASIN...... 2996 Kou Longjiang, Wang Xiao, Zang Shengtao, Zhao Yuhe
REGULARIZATION OF SURFACE CONSISTENT PROCESSING: DECOMPOSITION OF SOURCE AND RECEIVER FUNCTIONS...... 3001 Dongliang Zhang, Hyoungsu Baek, Mohammed S. Mubarak
A SCALABLE ALGORITHM FOR CROSS-CORRELATIONS OF COMPRESSED AMBIENT SEISMIC NOISE...... 3006 E. R. Martin
ATTENUATION TOMOGRAPHY USING RECORDED MICROSEISMICITY IN A MINE ...... 3011 Frank J. Calixto, Himanshu Barthwal, Mirko Van Der Baan
DEPTH-DEPENDENT FAULT SLIP POTENTIAL ...... 3016 Jieyu Zhang, Mirko Van Der Baan
RESONATING FLUID FILLED FRACTURES IN PASSIVE SEISMIC...... 3021 Charles Sicking, Peter M. Malin
IS BEDDING-PLANE SLIP A COMMON MICROSEISMIC SOURCE DURING HYDRAULIC FRACTURING? ...... 3026 James Rutledge
AMBIENT NOISE MULTIMODE RAYLEIGH AND LOVE WAVE TOMOGRAPHY TO DETERMINE THE SHEAR VELOCITY STRUCTURE ABOVE THE GRONINGEN GAS FIELD...... 3031 A. Boué, C. Gradon, F. Brenguier, M. Chmiel, A. Mordret, N. Arndt, P. Boué, R. Courbis, R. Romijn, T. Lecocq, X. Campman
MONITORING OF FIELDS USING BODY AND SURFACE WAVES RECONSTRUCTED FROM PASSIVE SEISMIC AMBIENT NOISE ...... 3036 Aurélien Mordret, Dan Hollis, Florent Brenguier, Malgorzata Chmiel, Pierre Boué, Richard Lynch, Shujuan Mao, Sophie Postif, Thomas Lecocq, Tomoya Takano, Wim Van Der Veen, Xander Campbell
MICROSEISMIC INTERPRETATION WITH STRESS INVERSION...... 3041 Bing Q. Li, Jing Du, Matthieu Vinchon, Sebastian Estrada
HIGH-RESOLUTION INSIGHTS INTO HYDRAULIC FRACTURING STRIKE-SLIP SEISMICITY: HYPOCENTER UNCERTAINTY, DEPTH OF INITIATION, AND GENESIS MECHANISMS ...... 3046 Austin Bailey, Doug Klepacki, Jamie Rich, Samir Jreij
PASSIVE SEISMIC FULL WAVEFORM INVERSION WITH UNKNOWN ONSETS IN AN ORTHORHOMBIC ANISOTROPIC MEDIUM ...... 3051 Hanchen Wang, Tariq Alkhalifah
A FUZZY C-MEANS ASSISTED AIC WORKFLOW FOR ARRIVAL PICKING ON DOWNHOLE MICROSEISMIC DATA...... 3056 Eduardo Valero Cano, Leo Eisner
AUTOMATED MAPPING OF HYDRAULIC FRACTURES USING BEDDING-PLANE SLIP EVENTS ...... 3061 David W. Eaton, Scott Pellegrino
ANISOTROPY EFFECTS ON ACOUSTIC EMISSION EVENT LOCATION ...... 3066 Peng Wang, Xiang-Yang Li
MICROSEISMIC IMAGING OF REAL PASSIVE DATA WITH GMRTM ...... 3071 Hidehiko Shimizu, Nori Nakata, Yusuke Kumano, Yuwei Wang
3D ANISOTROPIC ELASTIC TIME-REVERSE IMAGING OF SURFACE-RECORDED MICROSEISMIC DATA...... 3076 Can Oren, Jeffrey Shragge
OPTIMIZING DETECTION OF MICROSEISMIC EVENTS BY RECEIVER SELECTION ON SURFACE MONITORING ...... 3081 Dmitry Alexandrov, Jacek Trojanowski, Sanlinn Isma'Il Ebrahim Kaka, Stewart Alan Greenhalgh, Umair Bin Waheed
MAGNITUDE CALIBRATION OF IMAGING-BASED MICROSEISMIC LOCATIONS...... 3086 Adam Baig, Ben Witten, Dario Baturan, Emrah Yenier, Sepideh Karimi
IMPROVING FOCUSING AND ESTIMATION OF EXCITATION TIME FOR PASSIVE SEISMIC EVENTS: SPARSE AND LIMITED-APERTURE DATA EXAMPLES ...... 3091 Dirk Gajewski, Pavel Znak, Peng Yang, Sergius Dell
VOLUME 5
MICRO-SEISMIC EVENT ESTIMATION USING AN EFFICIENT WAVEFIELD INVERSION METHOD...... 3096 Chao Song, Tariq Alkhalifah
JOINT INVERSION FOR MICROSEISMIC EVENT LOCATIONS AND ANISOTROPIC PARAMETERS WITH THE CROSS DOUBLE-DIFFERENCE METHOD IN VTI MEDIA...... 3101 Jie Zhang, Yangyang Ma
TIMING SHIFTS RETRIEVAL FOR THE MULTI-WELL DOWNHOLE MICROSEISMIC MONITORING IN ISOTROPIC AND ANISOTROPIC (VTI) MEDIA...... 3106 Anton Duchkov, Sergey Yaskevich
HYBRID MULTIPLICATIVE TIME-REVERSAL IMAGING: APPLICATION TO MARCELLUS SHALE MICROSEISMIC DATA...... 3111 Chao Huang, Tieyuan Zhu
ARRIVAL-TIME PICKING ERROR OF MICROSEISMIC EVENTS ...... 3116 Ivan Abakumov, Serge Shapiro
DEEP BEDROCK DETECTION BASED ON AMBIENT NOISE RECORDED BY A SHORT GEOPHONE ARRAY: A SINGAPORE CASE STUDY ...... 3121 Enhedelihai Nilot, Xuan Feng, Yunhuo Zhang, Yunyue Elita Li
NEAR-SURFACE BEDROCK PROFILING USING URBAN AMBIENT NOISE: AN AUTOCORRELATION APPROACH ...... 3126 Heng Zhang, Taeseo Ku, Yunhuo Zhang, Yunyue Elita Li
GROUND MOTION FROM SMALL AFTERSHOCKS OF 2014 MW 6.2 JINGGU EARTHQUAKE AT SHORT HYPOCENTRAL DISTANCES IN YUNNAN, CHINA...... 3131 Haohuan Fu, Huiyu Zhu, Mengyao Sun, Xiao Tian
MAPPING WATER-RICH GOAF UTILIZING MICROTREMOR EXPLORATION METHOD...... 3136 Lin Tengfei, Yan Yuefeng
FAULT MAPPING THROUGH HIGH-RESOLUTION PASSIVE-SEISMIC IMAGING OF THE DIXIE VALLEY GEOTHERMAL WELL FIELD, NEVADA ...... 3141 Bill Honjas, William S. Honjas
VELOCITY-DEPTH MODELING ACROSS THE MAIN FRONTAL THRUST (MFT), IN THE CENTRAL SEISMIC GAP HIMALAYA, USING AMBIENT NOISE TOMOGRAPHY...... 3146 Aakash Gupta, Dibakar Ghosal, Shashank Narayan Verma
ENTROPY QC FOR BAYESIAN FACIES ESTIMATIONS...... 3151 John V. Pendrel
PREDICTING PRODUCTION METRICS FOR UNCONVENTIONAL SHALE RESERVOIRS...... 3156 Christopher P. Ross
LOG-FACIES CLASSIFICATION USING EXPECTATION-MAXIMIZATION...... 3161 Dario Grana, Mita Sengupta, Tianqi Deng, Xiaozheng Lang
SEISMIC RESERVOIR CHARACTERIZATION BASED ON PROBABILISTIC NEURAL NETWORKS...... 3166 Aixia Liu, Jie Liu, Jun Gao
FACIES CLASSIFICATION USING SEMI-SUPERVISED DEEP LEARNING WITH PSEUDO- LABELING STRATEGY ...... 3171 Asghar Saleem, Daeung Yoon, Joongmoo Byun, Junhwan Choi
A MACHINE LEARNING APPROACH TO QUANTITATIVE INTERPRETATION ...... 3176 Ehsan Zabihi Naeini
DEEP CONVOLUTIONAL NEURAL NETWORKS AS AN ESTIMATOR OF POROSITY IN THIN-SECTION IMAGES FOR UNCONVENTIONAL RESERVOIRS ...... 3181 David Duarte-Coronado, Jerson Tellez-Rodriguez, Kurt Marfurt, Rafael Pires De Lima, Roger Slatt
AVA DETERMINISTIC, STOCHASTIC AND WAVE-EQUATION BASED SEISMIC INVERSION FOR THE CHARACTERIZATION OF FLUVIO-DELTAIC GAS RESERVOIRS OF WESTERN AUSTRALIA...... 3185 Andre Gerhardt, Arturo Contreras, Mathew Docherty, Paul Spaans
SPECTRAL EXTRAPOLATION AND ACOUSTIC INVERSION FOR THE CHARACTERIZATION OF AN ULTRA-THIN RESERVOIR ...... 3190 Charles Puryear, Gorka Garcia Leiceaga
HYDROCARBON PREDICTION FROM SEISMIC ELASTIC INVERSION USING GENERAL POISSON DAMPENING FACTOR ...... 3195 Lei Wang, Xi Zheng
ON THE ROCK PHYSICS BASIS FOR SEISMIC HYDROCARBON DETECTION...... 3200 John P. Castagna, Lian Jiang
SEISMIC INVERSION METHOD BASED ON CONSTRAINT OF INSTANTANEOUS PHASE...... 3205 Kun Li, Song Pei, Xingyao Yin
NEAR OFFSETS STACK INVERSION:AN EXAMPLE FOR HIGH DENSITY ACQUISITION SEISMIC DATA...... 3210 Li Hongge, Li Yuhai, Li Zhenyong, Liu Ziwei, Ma Yuehua, Sun Jian
RESERVOIR CHARACTERIZATION THROUGH SEISMIC INVERSION: A CASE STUDY ...... 3215 Anand Kumar, Binode Chetia, J. Nagaraju, Subhash Kr. Sharma
STOCHASTIC INVERSION FOR SEISMIC RESERVOIR CHARACTERIZATION WITH OCEAN BOTTOM NODE DATA: DEEPWATER GULF OF MEXICO CASE STUDY...... 3220 Anya Reitz, Kenneth Gullette, Matt Hughes, Samarjit Chakraborty, Sara Grant, Stan Davis, Will Dugat
FRACTURE CHARACTERIZATION IN THE DELAWARE BASIN USING WIDE-AZIMUTH SEISMIC DATA...... 3225 Colin M. Sayers, Michael Shoemaker
A SCEPTIC’S VIEW OF VVAZ AND AVAZ ...... 3230 Klaas Koster, Norbert Van De Coevering, Rob Holt
REPLACING CONVENTIONAL BRITTLENESS INDICES DETERMINATION WITH NEW ATTRIBUTES EMPLOYING TRUE HYDROFRACTURING MECHANISM...... 3235 Larry R. Lines, Ritesh Kumar Sharma
DIMENSION REDUCTION AND GLOBAL SENSITIVITY METRICS USING ACTIVE SUBSPACES FOR COUPLED FLOW AND DEFORMATION MODELING...... 3240 Hyunjung Lee, Susan E. Minkoff
MODELING MATURATION, ELASTIC, AND GEOMECHANICAL PROPERTIES OF THE DRAUPNE FORMATION, OFFSHORE NORWAY ...... 3245 Francois Renard, James R Johnson, Nazmul H. Mondol
QUANTITATIVE SEISMIC INTERPRETATION BASED GEO-CELLULAR AND DYNAMIC MODEL INTEGRATION IN A WATERFLOOD ENVIRONMENT...... 3250 A. B. Khalid, N. Mat Khair, Ravi K. Pathak, Sanjeev Rajput
NOTES ON PARAMETERIZATION OF MINIMUM HORIZONTAL STRESS (SH) FOR GEOMECHANICAL MODELS ...... 3255 Scott Singleton
PROSPECTIVITY OF MID CRETACEOUS USING BROADBAND FULL AZIMUTH SEISMIC THROUGH GEOSTATISTICAL INVERSION TECHNIQUE: A CASE STUDY FROM KUWAIT ...... 3260 Mohammed Hafez Abdul Razak, Mohammed Hameed, Muneera Al Awadhi
SENSITIVITY ANALYSIS OF ROCK PHYSICS AND SEISMIC PROPERTIES FOR WOLFCAMP SHALE ...... 3265 David Lumley, Jaewook Lee
3D SEISMIC RESERVOIR CHARACTERIZATION OF MARRAT FORMATION IN CENTRAL KUWAIT...... 3270 Ali Al-Enezi, Hender De Almeida, Nicolas Hawie
INTEGRATION OF SEISMIC INVERSION RESULTS IN THE DEVELOPMENT AND PRODUCTION OF CARBONATE FIELDS: LESSONS LEARNED, BEST PRACTICES...... 3275 Frédéric Merlet, Hendro Prasetyo, Laurent Schulbaum, Luis Pernia Soto, Thierry Cadoret, Yahui Yin, Yannick Schildberg, Yoann Guilloux
IDENTIFYING COMPLICATED LITHOLOGIC RESERVOIRS USING AN ‘ALTERNATIVE SWEETNESS’ ATTRIBUTE: A CASE STUDY OF BZ-X OILFIELD IN BOHAI SEA...... 3280 Jingchao Wu, Shuanshuan Kong, Xintao Zhang, Yong Pan, Zhu Qiao
GEOLOGICAL AND GEOPHYSICAL INVESTIGATION OF CO2 STORAGE SITE SMEAHEIA IN THE NORTHERN NORTH SEA ...... 3285 Manzar Fawad, Nazmul Haque Mondol
AN INTEGRATED APPROACH TO THE HAYNESVILLE: THE LINKS BETWEEN GEOLOGY, SEISMIC, AND PRODUCTION...... 3290 Ceri Davies, Dale Walters, Graham Spence, Irina Yakovleva, Kevin Chesser, Mark Letizia, Mohammad Nassir, Paola Fonseca, Ross Taylor, Vivek Swami
RESERVOIR CHARACTERIZATION FOR NAJMAH-MARRAT FORMATION IN MUTRIBA FIELD, KUWAIT, INTEGRATING ROCK PHYSICS AND PRE-STACK SIMULTANEOUS INVERSION ...... 3294 Alanood Al Otaibi, Rajesh Rajagopal
REFLECTIVITY DECOMPOSITION: THEORY METHOD, SYNTHETIC EXAMPLE AND APPLICATION IN THE MIDLAND BASIN ...... 3299 Chen Liang, John Castagna, Marcelo Benabentos
A DEPTH DOMAIN ADAPTIVE SEISMIC WAVELETS EXTRACTION METHOD ...... 3304 Rui Zhang, Zhiwen Deng
MULTICHANNEL MATCHING PURSUIT GUIDED BY SPATIAL INFORMATION INDEXING METHOD...... 3309 Kun Li, Lu Xu, Xingyao Yin, Zhaoyun Zong
FACIES DESIGN AND MODELING BASED ON PROBABILISTIC ROCK PHYSICS TEMPLATES ...... 3314 Kyle T. Spikes, Wei Xie
NUMERICAL SIMULATION OF FAULTS FORMATION USING THE DISCRETE ELEMENT METHOD...... 3319 Dmitriy Kolyukhin, Vadim Lisitsa, Victoria Volianskaia
SEISMIC HISTORY MATCHING IN THE LOW-DIMENSIONAL MODEL AND DATA SPACE USING DEEP CONVOLUTIONAL AUTO-ENCODER...... 3324 Dario Grana, Mingliang Liu
THIN INTERLAYER NET THICKNESS PREDICTION METHOD BASED ON SVM ALGORITHM AND ITS APPLICATION IN RESERVOIR DESCRIPTION...... 3329 Cai Li, Dongjia Hou, Guangrui Xiao, Tao Yan, Yu Xiong
APPLICATION OF LOGGING ROCK PHYSICAL ANALYSIS IN RESERVOIR CHARACTERIZATION: A CASE STUDY OF CARBONATE RESERVOIR IN SICHUAN BASIN...... 3334 Chao Wei, Liyun Kong
SEISMIC ATTRIBUTES FOR RESERVOIR CHARACTERIZATION AND POROSITY PREDICTION IN PROGLACIAL UPPER ORDOVICIAN CHANNELS ...... 3339 Hamad Alghenaim, Mohammed Aldakheel
DETERMINATION OF RESERVOIR THICKNESS AND DISTRIBUTION USING IMPROVED AFFA AND LFCA TECHNOLOGY ...... 3344 Delong Zhang, Donghong Zhou, Shuanshuan Kong, Zhongqiao Zhang, Zhu Qiao
INTEGRATED CHARACTERIZATION OF TIDAL CHANNEL AND ITS AFFECTION ON PRODUCTION: A CASE FROM MIDDLE EAST...... 3349 Guanming Shao, Tengfei Lin, Xingfang Liu, Yuanhui Sun
ROCK CHARACTERIZATION USING NUCLEAR MAGNETIC RESONANCE AND SCANNING ELECTRON MICROSCOPE: A LABORATORY STUDY OF THE BAKKEN FORMATION...... 3354 Adedoyin Adeyilola, Chioma Onwumelu, Stephan Nordeng
2-D IMAGE PARAMETERS TO PREDICT PERMEABILITY IN CARBONATE ROCKS ...... 3359 Grazielle Oliveira, Irineu Lima Neto, Marco Ceia, Roseane Missagia, Victor Santos
CHARACTERIZING STRATIGRAPHIC TRAPS USING WAVEFORM CLASSIFICATION OF SEISMIC FACIES: A CASE STUDY OF SHALLOW RESERVOIR, KUWAIT...... 3364 Antonio Pico, Ian Zhang
AUTOMATIC FILLED FRACTURED-VUGGY DETECTION USING THE COMPETITIVE LEARNING ALGORITHM ...... 3369 Guangjian Dan, Jiaoying Bi, Li Lei, Peiling Ma, Xiangwen Li, Xukui Feng, Yi Zou, Yonglei Liu
ORGANIC-MATTER CONTENT PREDICTION BASED ON THE RANDOM FOREST ALGORITHM: APPLICATION TO A LOWER SILURIAN SHALE-GAS RESERVOIR ...... 3374 L. Mei, X. Li, Y. Sun
APPLICATION OF STRONG SEISMIC REFLECTION SEPARATION BASED ON MATCHING PURSUIT ALGORITHM IN TARIM BASIN, CHINA...... 3379 Bohua Zhu, Houqiang Gao, Meng Wang, Qi Ran, Xuemei Xiang
A POROSITY-INSENSITIVE NORMALIZED FLUID FACTOR BASED ON ROCK PHYSICS TEMPLATES ...... 3384 Haojie Pan, Hongbing Li, Shengjuan Cai
HIGH-RESOLUTION INVERSION BASED ON LITHOLOGY FACES-CONTROL OF KARST RESERVOIR: A CASE STUDY FROM SICHUAN BASIN, CHINA...... 3389 Bingyi Du, Hailiang Li, Jing Zhang, Lei Wang, Qingchun Jiang, Tao Hao, Weiwei He
AN IMPROVED STOCHASTIC INVERSION METHOD AND ITS APPLICATION IN BOHAI BAY ...... 3394 Huihuang Tan, Jun Guo, Tian Jin, Xinyi Duan, Yao Li
APPLICATION OF FACIES-CONTROLLED GEOSTATISTICAL INVERSION IN RESEARCH OF PALEOGENE SHALE INTERBED: A CASE STUDY IN BOHAI BAY...... 3399 Jun Guo, Tian Jin, Xinyi Duan, Yao Li, Zhiping Wang
ENHANCED ROCK PHYSICS CLASSIFICATION FOR SEISMIC INVERSION: A MALAY BASIN EXAMPLE ...... 3404 Ernest Jones, Hifzhul ‘Arif Ahmad Munif, Muhammad Izzuljad Ahmad Fuad, Muhammad Mohsin Jalil, Yosef Khairil Amin
IDENTIFYING THIN RESERVOIR BY SEISMIC REFLECTIVITY INVERSION: A CASE STUDY FROM NORTHEAST CHINA ...... 3409 Ni Changkuan, Su Mingjun, Yuan Cheng
PRE-STACK INVERSION OF A NEW LITHOLOGICAL IDENTIFICATION FACTOR FOR PALEOGENE RESERVOIR PREDICTION ...... 3414 Liu Yaojun, Wu Kui, Xie Xiang, Yang Haifeng, Zhang Zhongqiao
SEISMIC VELOCITY-BASED PORE PRESSURE PREDICTION IN A COMPLEX OVERPRESSURE MECHANISM AREA: A CASE STUDY FROM OFFSHORE MYANMAR, MOATTAMA BASIN ...... 3419 Akkarapol Sakulraungsri, Helge Sognnes, Khunamai Rungsai, Pariyakorn Som-In, Prat Boonyasatphan, Saksit Sa- Nguanphon, Vitoon Chaisomboonpan
SEISMIC COMPREHENSIVE PREDICTION TECHNOLOGY FOR LITHOLOGY AND FRACTURES OF LACUSTRINE CARBONATE RESERVOIRS IN THE YINGXI AREA OF QAIDAM BASIN...... 3424 Chen Xiaodong, Zhang Ping, Zhang Qinghui
RESERVOIR FLUID MOBILITY EXTRACTION BASED ON SYNCHROSQUEEZING GENERALIZED S-TRANSFORM...... 3429 Leihao Li, Xiaotao Wen, Yijiang Zhang
APPLICATION OF HIGH PRECISION STRESS FIELD SIMULATION TECHNOLOGY IN PREDICTION OF METAMORPHIC ROCK FRACTURE RESERVOIRS ...... 3434 Guangrui Xiao, Min Gong, Yao Li
APPLICATION OF DISCONTINUITY SEISMIC ATTRIBUTES FOR THE COMPLETION DESIGN OF INTELLIGENT WELLS IN NATURALLY FRACTURED SITES ...... 3439 Liscar Romero, Pedro González, Rafael Larrazabal
FLUVIAL CHANNEL CHARACTERIZATION USING THE IMPROVED EMPIRICAL WAVELET TRANSFORM ...... 3444 Hui Li, Jinghuai Gao, Naihao Liu, Qian Wang, Yijie Zhang
EMERGENCE OF EDGE SCENARIOS IN UNCERTAINTY STUDIES FOR RESERVOIR TRAP ANALYSIS...... 3449 Nicolas Nosjean-Gorgeu, Pedro Correia
QUALITY FACTOR ESTIMATION WITH CONTINUOUS WAVELET TRANSFORM FROM THE TRUE AMPLITUDE REVERSETIME MIGRATED IMAGE GATHER: AN EXAMPLE FROM THE CASCADIA SUBDUCTION ZONE ...... 3454 Lingxiao Jia, Subhashis Mallick
HOW TO TRANSFORM THE SEISMIC TIME SERIES TO A GRAPH? ...... 3459 Bing Zhang, Jinghuai Gao, Zhiguo Wang
THE METHOD OF SPECTRUM BLUING BASED ON SPECTRUM INVERSION FOR IMPROVING THE SEISMIC RESOLUTION...... 3464 Gongli Liu, Jialin Sun, Jiangfeng Zheng, Tian Jin, Zhijun Zhang
STRUCTURE-ORIENTED DIFFUSION FILTERING BASED CURVATURE ATTRIBUTES FOR RESERVOIR CHARACTERIZATION...... 3469 Liu Yaojun, Lv Dingyou, Shen Hongtao, Xie Xiang, Zhou Donghong
NOVEL 3D SEISMIC CHARACTERIZATION OF UPPER CRETACEOUS FORMATIONS ALONG THE ARABIAN PLATE: A CASE STUDY ...... 3474 Hender De Almeida, Manayer Al-Abdullah, Nicolas Hawie
FAULT INTERPRETATION FOR CARBONATE RESERVOIR AND ITS APPLICATION FOR RESERVOIR CONNECTIVITY ...... 3479 Chuntao Zhang, Rui Wang, Tao Liu
DEEP-THIN VOLCANIC RESERVOIRS CHARACTERIZATION USING SPATIAL CONSTRAINT WELL LOG-SEISMIC JOINT INVERSION...... 3483 Handong Huang, Jing Zeng, Xingda Tian
IDENTIFICATION AND CHARACTERIZATION OF DELTA SAND BODY TECHNIQUES BASED ON SEISMIC PHYSICAL MODELING ...... 3488 Jinghua Gao, Jun Wang, Xiang Xie, Xugang Ma, Zhongqiao Zhang
SEISMIC RESPONSE CHARACTERISTICS AND THICKNESS PREDICTION OF THIN INTERBEDDED IGNEOUS ROCKS...... 3493 Gongli Liu, Guangrui Xiao, Shengqiang Zhang, Zijun Han
TIGHT SAND GAS GEOPHYSICAL CLASSIFICATION...... 3498 Sam Zandong Sun, Xinghui Zhu, Xinye Hou
THE RELIABLE ESTIMATION OF DENSITY FROM PRE-STACK SEISMIC DATA BASED ON THE INDEPENDENT...... 3503 Q. H. Sun, X. Y. Yin, Z. Y. Zong
NEW APPLICATIONS OF LOW-FREQUENCY ABSORPTION ATTENUATION GRADIENT ANALYSIS FOR POTENTIAL EVALUATION IN OILFIELD DEVELOPMENT STAGE...... 3508 Hong Wei, Huajing Chen, Pengzhi Zhang, Qinyun Bai
RESERVOIR IDENTIFICATION USING CODA WAVES IN HETEROGENEOUS MEDIA...... 3513 J. X. Wei, X. R. Deng, Z. C. Qin
APPLICATIONS OF AN IMPROVED FACIES-CONTROLLED STOCHASTIC INVERSION IN STUDY OF COMPLICATED RESERVOIR UNDER CONDITION OF SPARSE WELL PATTERN...... 3518 Gongli Liu, Huihuang Tan, Shengqiang Zhang, Tian Jin, Xinyi Duan
THE ROCK PHYSICS IMPLICATION OF POISSON IMPEDANCE AND ITS APPLICATION ON SANDSTONE RESERVOIR CHARACTERIZATION...... 3523 Yequan Chen, Yijie Zhou
ELASTIC ANISOTROPY OF CLAY IN SHALES...... 3528 Colin M. Sayers, Lennert D. Den Boer
MODELING AND ANALYSIS OF SEISMIC WAVE ATTENUATION BASED ON ROCK PHYSICS MODELS...... 3533 Lei Wang, Xi Zheng
ROCK PHYSICS CONSTRAINED SEISMIC ANISOTROPY PARAMETER INVERSION: A SYNTHETIC STUDY ...... 3538 De-Hua Han, Fuyong Yan
IMPACT OF CONTACT CEMENT SHAPE ON RADIAL PRESSURE AND STRESS DISTRIBUTIONS ...... 3543 Nishank Saxena, Ronny Hofmann, Vishal Das
A COMPARATIVE STUDY OF THE STRESS-DEPENDENCE OF DYNAMIC AND STATIC MODULI FOR SANDSTONES WITH DIFFERENT POROSITIES ...... 3548 Hui Li, Yang Wang, Yonghao Zhang
DEPTH TO THE TOP OF OVERPRESSURE IN THE DEEPWATER GULF OF MEXICO: GARDEN BANKS, GREEN CANYON, KEATHLEY CANYON, AND WALKER RIDGE...... 3553 Peter A. Emmet, Sharon Cornelius
NUMERICALLY ESTIMATING ROCK FRAME PROPERTIES OF A MIXED CALCITE AND DOLOMITE HAND SAMPLE USING COMPUTED TOMOGRAPHY (CT) ...... 3558 Eric J. Goldfarb, John M. Boone
NUMERICAL STUDY OF DISPERSION AND ATTENUATION CAUSED BY SQUIRT FLOW ...... 3563 Beatriz Quintal, Nicolás D. Barbosa, Stanislav Glubokovskikh, Yury Alkhimenkov
PORE STRUCTURE CHARACTERIZATION BASED ON JOINT NUMERICAL AND EXPERIMENTAL STUDY: A CASE STUDY OF NANPU SAG...... 3568 Deng Shaogui, Hu Xufei, Li Haitao, Yuan Xiyong, Zhang Pan
LINKING PREFERRED ORIENTATION OF SHALE MINERALS TO THEIR ELASTICITY...... 3573 Lev Vernik, Venkatesh Anantharamu
VARIATION IN THE DYNAMIC SHEAR MODULUS AT SATURATION FOR SYNTHETIC CLAY-RICH TIGHT SANDSTONES...... 3578 Bangrang Di, Da Shuai, Dongqing Li, Jianxin Wei, Pinbo Ding
A NOVEL PORE PRESSURE PREDICTION MODEL BASED ON ROCK PHYSICAL EXPERIMENT ...... 3583 Pan Jianguo, Teng Tuanyu, Wang Bin, Yin Lu, Zhang Huquan
EFFECT OF PORE ASPECT RATIO SPECTRUM ON ULTRASONIC VELOCITIES OF TIGHT SANDSTONES SATURATED WITH DIFFERENT FLUIDS...... 3588 Chunhui Dong, Genyang Tang, Min Li, Shangxu Wang, Xu Han, Yanxiao He
PERMEABILITY ESTIMATION USING PORE GEOMETRY ANALYSIS AND PERCOLATION THEORY IN CARBONATES...... 3593 Fernando S. Moraes, Pedro C. De Assis
LOW-FREQUENCY ATTENUATION MEASUREMENTS OF FLUIDS...... 3598 Kyle Spikes, Michael McCann, Nicola Tisato
ROCK PHYSICS TEMPLATES FOR CHALK BY COMBINING ACOUSTIC AND EM VELOCITY...... 3603 Hemin Yuan, Lars Nielsen, Majken C. Looms
NEW APPROACH TO UP-SCALE THE FREQUENCY-DEPENDENT EFFECTIVE EXCESS CHARGE DENSITY FOR SEISMOELECTRIC MODELING ...... 3608 Damien Jougnot
LABORATORY STUDY OF THE ELASTIC PROPERTIES OF SANDSTONES AT SEISMIC AND ULTRASONIC FREQUENCIES...... 3613 Daxing Wang, Minlong Li, Yuhua Zhao
P-WAVE ATTENUATION CHARACTERISTICS OF EXPERIMENTAL OBSERVATION AND THEORETICAL SIMULATION IN TIGHT OIL ROCKS...... 3618 Fan Li, José Maria Carcione, Maxim Lebedev, Rupeng Ma, Xin Zhou
THE MEASUREMENT OF REFLECTION COEFFICIENT DISPERSION IN THE ULTRASONIC FREQUENCY RANGE...... 3623 Chao Sun, Chunhui Dong, Genyang Tang, Liming Zhao, Min Li, Shangxu Wang, Xu Han
A NEW METHOD FOR ACOUSTIC WAVE CORRECTION IN SHALES BASED ON THE IDENTIFICATION FOR THE BEDDING TEXTURES...... 3628 Yang Zhou, Yijia Wu
ATTENUATION OF ROCK SALT: ULTRASONIC LAB MEASUREMENTS ON GULF OF MEXICO CORES...... 3633 Jingjing Zong, Nikolay Dyaur, Robert R. Stewart
NUMERICAL SIMULATION OF COAL CLEAT EFFECTS ON ULTRASONIC WAVE INDUCED MECHANICAL VIBRATION ENHANCING PERMEABILITY...... 3638 Huilin Xing, Qian Zhao
P-WAVE MODULUS DISPERSION AND ATTENUATION CAUSED BY SQUIRT FLOW IN CRACKS WITH ROUGH WALLS...... 3643 Beatriz Quintal, Simón Lissa
CARBONATE MICROSTRUCTURES FROM MEASURED VELOCITY AND ATTENUATION SPECTRA VIA SIMULATED ANNEALING ...... 3648 Clive McCann, Jerremy Sothcott, Morten Jakobsen
MODELLING THE EFFECTS OF CAPILLARY HYSTERESIS ON THE NORMAL COMPLIANCE OF INDIVIDUAL FRACTURES ...... 3653 J. Germán Rubino, Nicolás D. Barbosa, Santiago G. Solazzi
TENDENCIES IN HYDRAULICALLY CONDUCTIVE FRACTURES’ PATTERNS IN VICINITY OF MAJOR FAULTS ...... 3658 Nikita Dubinya
3D ELASTIC ROCK PHYSICS TEMPLATE INVERSION FOR RESERVOIR PARAMETERS OF GAS HYDRATE-BEARING SEDIMENTS ...... 3663 Haojie Pan, Hongbing Li, Shengjuan Cai, Yan Zhang
INFLUENCE OF RESERVOIR SHALE PHYSICAL PROPERTIES ON THE MULTI-FIELD COUPLING OF FRACTURING FLUID-SHALE INTERACTIONS...... 3668 Hongkui Ge, Long Chang, Rongyan Huang, Tongyuan Liu, Xiaoqiong Wang, Yinghao Shen
ROCK PHYSICS OF HYDRAULIC FRACTURES...... 3673 Gary M. Mavko, Jing Du, Zhishuai Zhang
PREDICTION METHOD OF PORE STRUCTURE PARAMETERS OF TIGHT SANDSTONE...... 3678 Guangzhi Zhang, Jiajia Zhang, Xianggang Fan
ROCK PHYSICS TEMPLATE OF ORGANIC-RICH MARL INCORPORATING THE VARIATIONS IN MATURITY, KEROGEN CONTENT, LITHOLOGY, AND FLUID SATURATION...... 3683 Anthony C. Clark, Krongrath Suwannasri, Tiziana Vanorio
INFLUENCING FACTORS ANALYSIS OF THE ELASTIC PROPERTIES OF SHALE WITH ROCK PHYSICAL MODEL INCLUDING PRESSURE EFFECTS ...... 3688 Man Jiang, Zhaoyun Zong
EFFECT OF DIFFERENTIAL PRESSURE ON THE PORE STRUCTURE AND WAVE RESPONSE OF TIGHT SANDSTONES ...... 3693 Aldo Vesnaver, Facultad De Ingeniería, José M. Carcione, Juan E. Santos, Li-Yun Fu, Yijun Wei
ELASTIC PROPERTIES OF BEREA SANDSTONE USING INVERSION-ASSISTED SEGMENTATION-LESS DIGITAL ROCK PHYSICS ...... 3698 Eric J. Goldfarb, Ken Ikeda, Nicola Tisato
EVOLUTIONARY ROCK PHYSICS FOR MUDROCK PRESSURE MODELING...... 3703 Bruce Hart, Dan Ebrom, Jim Kalinec, Lars Wensaas, Yaping Zhu
FACIES, DATA MINING AND ARTIFICIAL INTELLIGENCE APPROACHES IN THE CHARACTERIZATION OF A CARBONATE RESERVOIR IN CAMPOS BASIN - SOUTHEASTERN BRAZIL ...... 3708 Abel Carrasquilla, Darcy Ribeiro, Mônica Tavares, Nelson Franco Filho
PETROGEOPHYSICS OF THE BRAZILIAN PRE-SALT ROCKS...... 3713 Camila Dos Anjos, Guilherme Vasquez, Isabela Carmo, Julice Ferreira, Julio Justen, Marcio Morschbacher, Mauren Ruthner, Vanessa Madrucci, Yaro Silva
STRUCTURAL IMAGING OF ESCONDIDA PORPHYRY COPPER MINE, CHILE, USING SEISMIC REFLECTION ...... 3718 Gabriel Madero, Heather Schijns
BIG SEISMIC DATA TO WIN BIG IN TRINIDAD AND TOBAGO ...... 3722 Christian Theriot, Sheldon Barron, Timothy Fox
SOUTHERN GULF OF MEXICO EXAMPLE OF DEPTH IMAGING OF FULL-AZIMUTH OBC SEISMIC DATA...... 3725 Arturo Bustos, Claudia Romero, Federico Fenoglio, John Mathewson, Josue Jurado Ramirez, Liubov Mulisheva, Luxin Zhang, Monica Aquino Guerra
ELASTIC PARAMETER ESTIMATION FOR SWEET SPOT IDENTIFICATION IN UNCONVENTIONAL SHALE PLAYS, VACA MUERTA FORMATION, NEUQUÉN BASIN, ARGENTINA...... 3730 Carlos Convers, Christian Hanitzsch, David Curia
FEASIBILITY OF USING VIBROSEIS TECHNOLOGY IN SEISMIC ACQUISITION IN SOUTH AMERICA, SOCIAL, ENVIRONMENTAL AND TECHNICAL PERSPECTIVE: COLOMBIA CASE ...... 3735 Alexander Betancur
INTEGRATED NEAR-SURFACE CHARACTERIZATION, ONSHORE COLOMBIA: THE AVILA 3D EXPERIMENT ...... 3740 Daniela Guerrero, Diego Niño, Edward Wiarda
COMPARING FOUR NUMERICAL STENCILS FOR ELASTIC WAVE SIMULATION ...... 3745 Hongwei Liu, Yi Luo
FAILURES OF THE PERFECTLY-MATCHED LAYER METHOD IN FREQUENCY-DOMAIN SEISMIC WAVE MODELLING IN ELASTIC ANISOTROPIC MEDIA...... 3750 Bing Zhou, Mohamed Kamel Riahi, Mohammad Al-Khaleel, Stewart Greenhalgh, Youcef Bouzidi
COUPLED-DOMAIN ACOUSTIC-ELASTIC SOLVER FOR ANISOTROPIC MEDIA : A MIMETIC FINITE DIFFERENCE APPROACH...... 3755 Harpreet Singh, Ilya Tsvankin, Jeffrey Shragge
SCALAR WAVEFIELD TIME DOMAIN PROPAGATION IN TILTED ORTHORHOMBIC MEDIA WITH FOURIER FINITE DIFFERENCES ...... 3760 Xiaolei Song
A NUMERICAL STUDY OF HOW RANDOMLY ORIENTED CRACKS INFLUENCE THE NONLINEAR INTERACTIONS OF ELASTIC WAVES...... 3765 Alison Malcolm, Herurisa Rusmanugroho, Meghdad Darijani
FEASIBILITY STUDY ON 3D FREQUENCY-DOMAIN ANISOTROPIC ELASTIC WAVE MODELING USING SPECTRAL ELEMENT METHOD WITH PARALLEL DIRECT LINEAR SOLVERS ...... 3770 Ludovic Métivier, Yang Li
A 2.5D GENERALIZED FIRST-ORDER WAVE EQUATION TO ACCOMMODATE VARIOUS ELASTIC MEDIA AND DIFFERENT BOUNDARY CONDITIONS ...... 3775 Bing Zhou, Chaoying Bai, Shangbei Yang
AN OPTIMIZED FINITE-DIFFERENCE SCHEME BASED ON THE IMPROVED PSO ALGORITHM FOR WAVE PROPAGATION ...... 3780 H. Liu, Wang Z. Y.
FRACTIONAL LAPLACIAN VISCO-ACOUSTIC WAVE EQUATION TEMPORAL EXTRAPOLATION USING A STAGGERED-GRID LOW-RANK METHOD...... 3785 Chuntao Jiang, Hangming Chen, Hua Huang, Hui Zhou, Mingzhu Zhang, Shuqi Jiang
HIGH TEMPORAL ACCURACY VISCOACOUSTIC WAVE MODELING IN VERTICALLY TRANSVERSE ISOTROPIC MEDIA BASED ON LOW-RANK DECOMPOSITION...... 3790 Shigang Xu, Yabing Zhang, Yang Liu
WAVE PROPAGATION CHARACTERISTICS USING ADVANCE MODELLING ALGORITHM FOR D-DATA IMAGING...... 3795 Amir Babasafari, Deva Prasad Ghosh, Yasir Bashir
A 3D PSEUDO-SPECTRAL METHOD FOR QP- AND QSV- WAVE SIMULATION IN HETEROGENEOUS VTI MEDIA ...... 3800 Guo Tao, Junxiao Li
ACCURATELY PROPAGATING P- AND S-WAVES IN ATTENUATION MEDIA USING SPATIAL-INDEPENDENT-ORDER DECOUPLED FRACTIONAL LAPLACIANS ...... 3805 Guangchi Xing, Ning Wang, Tieyuan Zhu
COMPENSATING TIME-STEPPING ERROR IN FRACTIONAL LAPLACIANS VISCOACOUSTIC WAVEFIELD MODELING...... 3810 Hui Zhou, Ning Wang, Tieyuan Zhu
MODELING OF VISCOACOUSTIC WAVE PROPAGATION IN TRANSVERSELY ISOTROPIC MEDIA USING DECOUPLED FRACTIONAL LAPLACIANS...... 3815 Chengyu Sun, Zhihao Qiao
COMPUTING FRACTIONAL LAPLACIAN VISCO-ACOUSTIC WAVE EQUATION USING GRÜNWALD-FORMULA BASED RADIAL BASIS COLLOCATION METHOD ...... 3820 Guofei Pang, Jingye Li, Xiaohong Chen, Yiran Xu
SEISMIC CHRONOSTRATIGRAPHY: LESSONS FROM AN OUTCROP- AND WELL-BASED SEISMIC MODELING OF MIXED CLASTIC-CARBONATE STRATA IN THE PERMIAN BASIN, WEST TEXAS AND NEW MEXICO...... 3825 Charles Kerans, Hongliu Zeng, Xavier Janson, Yawen He
THE APPLICATION OF 3D TECTONIC RESTORATION AND DYNAMIC STRAIN IN STRIKE- SLIP TECTONIC BELT: A CASE STUDY FROM BOHAI BAY BASIN, NE CHINA ...... 3830 Dingyou Lv, Guoqiang Wang, Jialin Zhao, Li Zhang, Tian Jin, Zhenyu Lv
SYNTHETIC MODELLING TO RECOGNIZE POTENTIAL DUPLEX WAVES FROM BASEMENT FAULTS IN WESTERN CANADA...... 3835 David W. Eaton, Eneanwan Ekpo
SEAM PHASE II BARRETT MODEL CLASSIC DATA STUDY: PROCESSING, IMAGING, AND ATTRIBUTES ANALYSIS ...... 3840 Justin Tan, Klaas Koster, Norbert Van De Coevering, Rob Holt
USING SUPPORT VECTOR REGRESSION TO CHARACTERIZE UNCERTAINTY OF GEOLOGICAL SURFACE...... 3845 Cai Lu, Guangmin Hu, Shicheng Yu
APPLICATION OF COMPREHENSIVE MODELING OF GYPSUM-CONTAINING COMPLEX TECTONIC BELT IN SEISMIC IMAGING...... 3850 Chunming Wang, Zhuxin Chen, Guangcheng Xu, Xingfang Liu
THE PHYSICAL SIMULATION OF THE CONJUGATE FAULT IN SHABEI STRUCTURAL ZONE OF NORTHWEST BOZHONG SAG, BOHAI SEA...... 3855 Bu Shaofeng, Hu Hewei, Hua Xiaoli, Sun Longfei, Tao Li
NEW WORKFLOW OF STRATIGRAPHIC GRID BUILDING FROM RELATIVE GEOLOGICAL TIME MODEL ...... 3859 Agathe Carbonié, Benjamin Durot, Fabien Pauget, Nicolas Daynac, Sébastien Lacaze
MARINE VIBRATOR: SOURCE WAVEFIELD MODELING...... 3864 Leiv J. Gelius, Okwudili C. Orji, Sander W. Losnedahl, Walter Söllner
VOLUME 6
SIXTH ORDER ACCURATE SBP FINITE DIFFERENCE WAVE SIMULATION IN ISOTROPIC MEDIA WITH IRREGULAR SURFACE AND FLUCTUATING INTERFACES ...... 3869 Junqiu Zhang, Ying Rao
IDENTIFYING AND QUANTIFYING GAS HYDRATE BY JOINT ANALYSIS OF P-WAVE VELOCITY AND RESISTIVITY...... 3874 Tao Liu, Tieyuan Zhu
ACCURATE QUASI-SV TRAVELTIMES IN 3D TRANSVERSELY ISOTROPIC MEDIA WITH VERTICAL AXIS OF SYMMETRY USING A HIGH-ORDER FAST-SWEEPING-BASED EIKONAL SOLVER...... 3879 Amit Padhi, Mark Willis
TRAVELTIME CALCULATION AND RAYTRACING BASED ON FAST MARCHING METHOD WITH A STAGGERED GRID FINITE-DIFFERENCE SCHEME ...... 3884 Linghe Han, Wei Liu, Ziduo Hu
HIGHER-ORDER DYNAMIC RAY TRACING IN RAY-CENTRED COORDINATES ...... 3889 Bjørn Ursin, Einar Iversen, Joonas Ilmavirta, Maarten V. De Hoop, Teemu Saksala
IMPROVED EFFICIENCY OF RAY TRACING BY USING ADAPTIVE STEP SIZE CONTROL IN ANISOTROPIC MEDIA ...... 3894 Aurelian Roeser, Serge A. Shapiro
APPLICATION OF THE GENERALIZED FINITE ELEMENT TO THE ACOUSTIC WAVE PROPAGATION ...... 3899 Edith Sotelo, Richard L. Gibson
IMPROVEMENT OF SPONGE BOUNDARY CONDITION FOR SEISMIC WAVE MODELING...... 3904 Dong-Joo Min, Jun-Woo Lee
APPLICATION OF MATCHED Z-TRANSFORM PERFECTLY MATCHED LAYER IN THE NUMERICAL MODELING OF POROELASTIC WAVE EQUATIONS...... 3909 Zhenwang Xu
A DIRECT SOLVER IN 3D FREQUENCY-DOMAIN SIMULATION OF ACOUSTIC AND ELASTIC WAVES ...... 3914 Andrey Bakulin, Maxim Dmitriev, Victor Kostin
HYBRID HIGH ORDER FAST SWEEP METHOD FOR FACTORED EIKONAL EQUATION...... 3919 Chunming Wang, Dong Cui, Hao Shou, Nan Qin, Ying Hu, Yujie Zhang
NUMERICAL SIMULATION OF SEISMIC WAVEFIELD DUE TO COLD SEEPAGE BUBBLE PLUME...... 3924 Bingluo Gu, Peiran Duan, Qingyang Li, Zhenchun Li
A FAST SWEEPING METHOD FOR P-WAVE TRAVELTIMES IN ATTENUATING VTI MEDIA WITH AN IRREGULAR SURFACE ...... 3929 Jingyi Chen, Mengxiu Wang, Yifei Bao, Zhencong Zhao
3D TENSORIAL ELASTODYNAMICS FOR ANISOTROPIC MEDIA ...... 3934 Jeffrey Shragge, Tugrul Konuk
A NOVEL APPROACH FOR SEISMIC TIME-FREQUENCY ANALYSIS...... 3939 Yongzhen Ji, Zhengliang Lin
AUTOMATIC DENOISING BY 2-D CONTINUOUS WAVELET TRANSFORM ...... 3944 Anthony Lichnewsky, Carlos Boneti, Fantine Huot
PRESTACK PHASE CORRECTIONS USING LOCAL SEISMIC ATTRIBUTES ...... 3949 Michael Fry, Sarah Greer, Sergey Fomel
BOOTSTRAPPING INVISIBLE SIGNALS: PRESTACK LAND DATA ENHANCEMENT USING NONLINEAR BEAMFORMING WITH LOCAL WAVEFORM CORRECTIONS ...... 3954 Andrey Bakulin, Dmitry Neklyudov, Kirill Gadylshin, Maxim Protasov
HIGH-FREQUENCY WAVEFIELD RECOVERY WITH WEIGHTED MATRIX FACTORIZATIONS...... 3959 Felix J. Herrmann, Shashin Sharan, Yijun Zhang
CONSTRUCTION OF 3D AND 5D D-VOLUMES IN PRESTACK DOMAIN ...... 3964 João H. Speglich, Jorge H. Faccipieri, Martin Tygel, Nicholas T. Okita, Tiago A. Coimbra
PROCESSING TECHNIQUES AND CHALLENGES FOR HIGH-RESOLUTION 3D MARINE SEISMIC DATA: CASE STUDIES FROM THE GULF OF MEXICO AND JAPAN ...... 3969 Thomas Hess, Ye E. Feng
INTERPOLATION OF REGULARLY SAMPLED PRESTACK SEISMIC DATA WITH SELF- SUPERVISED LEARNING...... 3974 Arvind Sharma, Cen Ong, Satyakee Sen, Sribharath Kainkaryam
ADAPTIVE MULTISCALE PROCESSING OF CHALLENGING 3D SEISMIC DATA FOR FIRST- BREAK PICKING, FWI AND IMAGING ...... 3979 Andrey Bakulin, Ilya Silvestrov, Maxim Dmitriev
EVENT-DRIVEN WORKFLOWS FOR LARGE-SCALE SEISMIC IMAGING IN THE CLOUD ...... 3984 Charles Jones, Felix J. Herrmann, Henryk Modzelewski, Philipp A. Witte
INTEGRATION OF GEOLOGY AND GEOPHYSICS TO SIGNIFICANTLY IMPROVE SEISMIC IMAGING AT CAMPECHE DEEP WATER: A CASE STUDY ...... 3989 Ala Din Alxanarani, Chuck Peng, Chung-Chi Shih, Daniel Smith, Dawn Jantz, Ivan Guerra, Jianchun Dai, John Law, Michael O’Brian, Stefano Panepinto, Wilson Ibanez, Yanwei Xue, Zengbao Chen
IMPROVED FRACTURE BASEMENT IMAGING BY UNVEILING DIFFRACTION ENERGY ...... 3994 Riaz Alai, Shivaji Maitra
ROUGH TOPOGRAPHY AND COMPLEX SUBSURFACE GEOLOGY: A CASE STUDY USING COMMON REFLECTION SURFACE (CRS) AND REVERSE TIME MIGRATION (RTM) TO ENHANCE SEISMIC IMAGING...... 3999 Guido Gierse, Hector Alfonso, Jeny Navarro
A HEURISTIC TO OPTIMIZE THE EXECUTION COST OF DISTRIBUTED SEISMIC PROCESSING PROGRAMS ON THE CLOUD...... 4004 Edson Borin, Martin Tygel, Nicholas T. Okita
SUCCESSFUL SUBSURFACE IMAGING IN THE MARCELLUS SHALE PLAY WITH MEGA 3D SEISMIC SURVEYS USING ADVANCE PROCESSING TECHNOLOGIES: FROM PILOT STUDY TO PRODUCTION...... 4009 Jinming Zhu, Trevor Coulman
A SEISMOELECTRIC INVERSE PROBLEM WITH WELL-LOG DATA AND BOREHOLE- CONFINED ACQUISITION...... 4014 Aim´e Fournier, Alexandru Merciu, Gjertrud Skar
THE CONTINUOUS WAVEFIELDS METHOD: USING ELECTRO-MECHANICAL SOURCES ...... 4019 Jostein Lima, Orji Okwudili, Stian Hegna, Tilman Klüver
AN EMPIRICAL ASSESSMENT OF DEBLENDING RESULTS ON LAND VIBROSEIS DATA ...... 4024 Ajay Jaiswal, David Monk, Dennis Yanchak, Gary Wool, Mike Yates, Peter Aaron
DEBLENDING OF MARINE FIELD SIMULTANEOUS SOURCE DATA BASED ON THE SEISLET TRANSFORM...... 4029 Eric Verschuur, Hanming Gu, Junhai Cao, Lie Li
IMPROVING SEISMIC DATA COMPLETION AND EFFICIENCY USING TENSORS...... 4034 Jonathan Popa, Susan Minkoff, Yifei Lou
PROCESSING TECHNOLOGY OF BROADBAND, WIDE-AZIMUTH AND HIGH-DENSITY (BWH) SEISMIC DATA: CASE STUDY OF MID-DEEP IMAGING IN SONGLIAO BASIN, NORTHEAST CHINA...... 4039 Huahui Zeng, Huijie Meng, Lei Lv, Qin Su, Shuhai Qie, Xiaomei Zhang
HYPERBOLIC MEDIAN FILTERING AND SINGULAR SPECTRUM ANALYSIS FOR SIMULTANEOUS SOURCE SEPARATION...... 4044 Aleksei Tarasov, Alexander Oshkin, Vladimir Ignatev
NORMALIZED SHAPING REGULARIZATION FOR ROBUST SEPARATION OF BLENDED DATA...... 4048 Qiang Zhao
DEBLENDING OF LONG-OFFSET OBN DATA FOR VELOCITY MODEL BUILDING BY SPARSE INVERSION OF HYPERBOLOIDAL COMPONENTS...... 4053 Chuck Mason, Hassan Masoomzadeh, Henrik Roende, Himadri Pal, Simon Baldock, Zhaojun Liu
APPLICATION OF MULTI-SCALE CARBONATE CAVE IMAGING BASED ON 5-D PRE- STACK DATA IN TARIM BASIN ...... 4058 Chen Yiren, He Yingfu, Xian Qiang, Xiao Jiang, Zheng Xiaoli, Zhou Hongbo, Zujun Wang
Q-COMPENSATION TECHNOLOGY ROBUSTLY DRIVEN BY FREQUENCY : SHUNBEI OILFIELD...... 4063 Li Fubin, Yanghua Wang
RESEARCH OF THE GATHERS SIMULATION METHOD BASED ON PRIORITY TRACES AND ITS APPLICATION IN SEISMIC IMAGING OF LARGE-SCALE GAS CLOUD AREAS...... 4067 Haibo Xu, Lei Liu, Tongxing Xia, Yao Chen
RESEARCH OF THE GATHERS SIMULATION METHOD BASED ON PRIORITY TRACES AND ITS APPLICATION IN SEISMIC IMAGING OF LARGE-SCALE GAS CLOUD AREAS...... 4072 Ken Pavloske, Kenny Lambert, Taejong Kim, Tefera Eshete, Xuening Ma
APPLICATION OF PRE-STACK GATHER DETUNING TECHNOLOGY BASED ON NON- STATIONARY MATCHING METHOD TO BOHAI FAULT BLOCK OILFIELD ...... 4077 Cai Li, Dongjia Hou, Junpei Yue, Yongqiang Yao, Yu Xiong
COMPRESSION OF SEISMIC SIGNALS VIA RECURRENT NEURAL NETWORKS: LOSSY AND LOSSLESS ALGORITHMS...... 4082 Ali Payani, Mohamed Deriche, Mohamed Mohandes
HIERARCHICAL CLUSTERING FOR SEISMIC SIGNAL RECOGNITION ...... 4087 Weilin Huang
EXTENDING HIGH AND LOW FREQUENCIES BY PREDICTING HARMONICS AND SUB- HARMONICS...... 4092 Libin Liu, Qing Wei, Xiangyang Li
LOW-FREQUENCY EXPANSION OF SEISMIC DATA USING RELEVANT VECTOR MACHINE...... 4097 Yongzhen Ji, Zhengliang Lin
APPLICATION OF DEBLENDING TECHNIQUE IN ULTRA HIGH PRODUCTIVITY (UHP) LAND ACQUISITION...... 4102 Chen Shuangting, Jiang Jinpin, Li Hong, Li Shuo, Zeng Qingqin
REVERSE TIME HOLOGRAPHY APPROACH BASED ON THE VECTOR DOMAIN COMMON IMAGE GATHERS...... 4107 Gennady Erokhin
PROCESSING WHILE DRILLING TECHNOLOGY FOR EFFICIENT AND ACCURATE LOCATION OF CARBONATE FRACTURE-CAVITY RESERVOIRS: A CASE STUDY IN THE WESTERN CHINA...... 4112 Jiaqing Sun, Jing Wang, Weiming Liu, Xiaowei Wang
CULTIVATING CITIZEN SCIENTISTS WITH SEISMIC MONITORING IN TEXAS AND NEW ENGLAND USING AN AFFORDABLE SEISMOGRAPH ...... 4117 Alan L. Kafka, Kristi R. Fink
STRUCTURAL INTERPRETATION AND SEISMIC PROCESSING IN RGB-HSV COLOR DOMAIN...... 4121 Chengliang Wu, Huazhong Wang, Shen Sheng
THE NEW APPLICATION OF SPECTRAL INVERSION BASED ON WAVELET PHASE CORRECTION IN THE THICK RESERVOIR DESCRIPTION...... 4126 Hailiang Jia, Hong Wei, Pengzhi Zhang, Zongyu Zhen
DIP-GUIDED LAPLACIAN IMAGE FILTER FOR RTM ...... 4131 Charlie Jing, John E Anderson
SIMPLE, EFFICIENT HYBRID DOMAIN COMMON IMAGE GATHER ...... 4136 C. Shin, S. Ko, T. Ha
SAMPLING ANALYSIS IN GATHER CONVERSION ...... 4141 Meixia Wang, Sheng Xu
IMPROVING INTERPRETABILITY OF SEISMIC IMAGES WITH DIRECTIONAL IMAGE PARTITIONS AND MODEL-BASED TECHNIQUES ...... 4146 George Zhao, Joe Zuech, Mohamed Hegazy, Olga Zdraveva, Ruoyu Gu
REVERSE TIME MIGRATION AS THE TRANSPOSE OF FORWARD OPERATOR BY RAPID EXPANSION METHOD (REM)...... 4151 Reynam C. Pestana
SEISMIC IMAGING WITH OPTIMAL SOURCE WAVEFIELD RECONSTRUCTION ...... 4156 Ivan Lim Chen Ning, Paul Sava
AMPLITUDE ENHANCEMENT OF RTM ANGLE GATHERS WITH DECONVOLUTION ...... 4161 Dan Whitmore, Elena Klochikhina, Faqi Liu, Nizar Chemingui, Sean Crawley
PS RTM WITH SINGLE MODE WAVE PROPAGATIONS...... 4166 Bing Tang, Hossein M. Zadeh, Marit S. Guttormsen
A PRACTICAL LEAST-SQUARES KIRCHHOFF Q MIGRATION WORKFLOW AND ITS APPLICATION TO CELTIC SEA IMAGING ...... 4171 Bin Wang, Cheng Cheng, Yang He, Zhaojun Liu
ANGLE-DEPENDENT AND ANGLE-INDEPENDENT LEASE-SQUARES REVERSE-TIME MIGRATION (LSRTM) - CASE STUDIES ...... 4176 Bruce Strawn, Eric Duveneck, Mandy Wong, Richard Palmer, Siyang Yang, Thomas Kühnel, Thomas Rayburn
REFLECTION ANGLE- AND AZIMUTH-DEPENDENT LEAST-SQUARES REVERSE-TIME MIGRATION...... 4181 Anu Chandran, Eric Duveneck, Fons Ten Kroode, Henk Vocks, Henning Kuehl
APPROXIMATE LEAST SQUARES RTM VIA MATCHING FILTERS AND REGULARIZED INVERSION ...... 4186 Jacopo Panizzardi, Stefano Tubaro, Vincenzo Lipari
VISCO-ACOUSTIC LEAST-SQUARES REVERSE TIME MIGRATION IN TTI MEDIA AND APPLICATION TO OBN DATA...... 4191 Martina Wittmann-Hohlbein, Rene-Edward Plessix, Side Jin
AMPLITUDE PRESERVING MIGRATION THROUGH EXTENDED ACOUSTIC LEAST- SQUARES RTM...... 4196 Biondo Biondi, Ettore Biondi, Mark Meadows
LEAST-SQUARES REVERSE TIME MIGRATION WITH RANDOM SPACE SHIFT...... 4201 Jizhong Yang, Yuzhu Liu
LEAST-SQUARES MIGRATION WITH GATHERS ...... 4206 A. A. Valenciano, E. Klochikhina, M. Orlovich, N. Chemingui
LOW-RANK MATRIX DECOMPOSITION METHOD FOR 3D DIFFRACTION IMAGING...... 4211 Caixia Yu, Jingtao Zhao
ENHANCED PRESALT IMAGING USING ITERATIVE LEAST-SQUARES MIGRATION: A CASE STUDY IN SANTOS BASIN, BRAZIL...... 4216 Bruno Virlouvet, Hermann Lebit, Jeff Tilton, Pascal Ollagnon, Sriram Arasanipalai
3D DIFFRACTION SEPARATION AND IMAGING USING AN ADAPTIVE RANK-REDUCTION METHOD...... 4221 Jingtao Zhao, Peng Lin, Rushan Wu, Suping Peng, Xinming Wu
STATISTICAL CALIBRATION OF THE POINT SPREAD FUNCTION FOR IMAGE-DOMAIN LEAST-SQUARES MIGRATION...... 4226 Britain Willingham, Seet Li Yong, Wei Kang, Zina Kriseman
PATH-INTEGRAL SEISMIC DIFFRACTION IMAGING WITH PROBABILITY WEIGHTS ...... 4231 Luke Decker, Sergey Fomel
KIRCHHOFF APPROXIMATION BASED LEAST-SQUARES REVERSE TIME MIGRATION FOR SUBSALT IMAGING...... 4236 Jianfeng Zhang, Kai Yang
LEAST-SQUARES RTM WITH OCEAN BOTTOM NODES: POTENTIALS AND CHALLENGES ...... 4241 Gopal Mohapatra, Steve Checkles, Yan Liu
APPLICATION OF IMAGE-DOMAIN LSRTM FOR ILLUMINATION STUDY AND OPTIMAL SURVEY DESIGN ...... 4246 Jean Ji, Senren Liu, Vijay Singh, Yang He, Zhuoquan Yuan
A GENERALIZED STABILIZATION SCHEME FOR SEISMIC Q COMPENSATION ...... 4251 Dongzhuo Li, Jerry M. Harris, Yufeng Wang
LEAST-SQUARES REVERSE TIME MIGRATION BASED ON PURE QP-WAVE EQUATION IN TTI MEDIA ...... 4256 Jianping Huang, Xinru Mu, Xu Guo And, Yingming Qu
REVERSE TIME MIGRATION USING CONTROLLED-ORDER WATER-BOTTOM-RELATED MULTIPLES...... 4261 Xuejian Liu, Yanbao Zhang
TRUE-AMPLITUDE WAVEFORM INVERSION WITH THE QUASI-ELASTIC WAVE EQUATION ...... 4266 Gerard Schuster, Zongcai Feng
ELASTIC REVERSE TIME MIGRATION IN IRREGULAR TUNNEL ENVIRONMENT BASED ON POLAR COORDINATE SYSTEM...... 4271 Jinli Li, Yingming Qu, Zhenchun Li
UP/DOWN SEPARATION OF P-P AND P-S IMAGES FOR ELASTIC REVERSE TIME MIGRATION...... 4276 George A. McMechan, Li Ren, Peng Guo
BROADBAND FINITE-DIFFERENCE Q-COMPENSATION ENGINE FOR ACCURATE Q-RTM...... 4281 Jieyuan Ning, Tong Zhou, Wenyi Hu
ROBUST DATA-DRIVEN Q-INTERFACE IMAGING ...... 4287 Bei Li, Jizhong Yang,Yunyue Elita Li
FOURIER FINITE-DIFFERENCE WAVE-EQUATION MIGRATION IN TILTED TRANSVERSELY ISOTROPIC MEDIA WITH AN IMPROVED SOLUTION FOR COEFFICIENT ESTIMATION ...... 4292 Chen Tang, Jian Mao, Jianming Sheng, Yang He
ILLUMINATION COMPENSATION OF SHADOW ZONES IN EXTENDED LEAST SQUARES MIGRATED IMAGES BY SOLVING THE LINEAR INVERSE PROBLEM IN TOMOGRAPHIC FULL WAVEFORM INVERSION...... 4297 Biondo Biondi, Rahul Sarkar
REVERSE TIME MIGRATION USING A WAVEFIELD DOMAIN DYNAMIC APPROACH ...... 4302 Milton J. Porsani, Peterson Nogueira, Victor Leite
APPLYING THE REFRACTION MIGRATION METHOD TO IMAGE A DEEP INTERFACE IN XINJIANG, CHINA ...... 4307 Jie Zhang, Yang Shen
HORIZON ORIENTED RESIDUAL PRESTACK MIGRATION TO ZERO OFFSET...... 4312 J. F. Schneider
THE AZIMUTH ANGLE DOMAIN COMMON IMAGE GATHERS EXTRACTION BY KIRCHHOFF MIGRATION ...... 4317 Huazhong Wang, Meng Zhang, Shengli Oilfield, Shouwei Liu
RECEIVER GHOST IMAGING USING VERTICAL CABLE SEISMIC DATA FOR METHANE HYDRATE EXPLORATION...... 4322 Ehsan Jamali Hondori, Hitoshi Mikada
ANALYSES ON DIVING-WAVE IMAGING ARTIFACTS IN RTM AND AN EFFECTIVE REMOVAL STRATEGY BASED ON WAVELENGTH-DEPENDENT SMOOTHING ...... 4327 Bingkai Han, Hanming Gu, Shaoyong Liu, Yongjie Tang, Zhe Yan
IMPROVING IMAGES IN COMPLEX FAULT AREA WITH GEOLOGICAL CONSTRAINED HIGH-RESOLUTION TOMOGRAPHY INVERSION AND PRE-STACK DEPTH MIGRATION: A CASE STUDY AT SOUTH CHINA SEA...... 4332 Hailong Peng, Jianwei He, Jianxiang Pei, Yong Deng
IMPROVING THE QUALITY OF COMMON-IMAGE GATHERS USING DTW AND LOCAL SIMILARITY ...... 4336 Chengliang Wu, Fei Luo, Huazhong Wang, Peng Xu, Tianzhen Wang
IMPROVED GAUSSIAN BEAM MIGRATION FOR RUGGED TOPOGRAPHY...... 4341 Changbo Wang, Hongwei Han, Hongxian Liang, Ning Qin, Xingmou Wang, Yuanfeng Cheng
APPROXIMATE TRUE SURFACE PRESTACK DEPTH MIGRATION: APPLICATION TO QILIAN PIEDMONT IN CHINA ...... 4346 Shao Xichun, Wang Yanjun, Xiao Mingtu, Yu Guoxiang
ANGLE GATHERS FROM RTM BASED ON EXCITATION TIME REPRESENTATION FOR ISOTROPIC AND ANISOTROPIC MEDIA...... 4351 Bingkai Han, Hanming Gu, Shaoyong Liu, Yongjie Tang
A PHASE-SPACE BEAM SUMMATION IMAGING IN INHOMOGENEOUS MEDIUM ...... 4356 Mrinal K. Sen, Ram Tuvi, Zeyu Zhao
LOW FREQUENCY ARTIFACT ATTENUATION OF REVERSE-TIME-MIGRATION THROUGH ANISOTROPIC TENSOR ...... 4361 Danping Cao, Zhaolin Zhu
REVERSE TIME MIGRATION FOR ACOUSTIC IMPEDANCE INVERSION USING INVERSION-BASED IMAGING CONDITION ...... 4365 Hong Liang, Hongwei Liu, Houzhu Zhang
FREQUENCY-SPACE DOMAIN VISCOACOUSTIC RTM USING STABLE COMPENSATION OPERATOR ...... 4370 Bo Gao, Guofa Li
FLANK-PRESERVING DE-PRIMARY REVERSE TIME MIGRATION...... 4375 Tong W. Fei, Yimin Sun
TOPOGRAPHY-DEPENDENT FREQUENCY-DOMAIN PRESTACK REVERSE TIME MIGRATION...... 4380 Jingyi Chen, Mengxiu Wang, Yifei Bao, Zhencong Zhao
AN IMPROVED ASYMPTOTIC INVERSION BASED REVERSE TIME MIGRATION AND ITS APPLICATION ...... 4385 Wenqing Liu, Yang Zhou
VISCOACOUSTIC LEAST-SQUARES REVERSE-TIME MIGRATION USING A TIME-DOMAIN COMPLEX-VALUED WAVE EQUATION...... 4390 Hejun Zhu, Jidong Yang
ELASTIC LEAST-SQUARES REVERSE TIME MIGRATION WITH MODIFIED TOTAL- VARIATION REGULARIZATION...... 4395 Zhenchun Li, Zhiming Ren
FULL WAVE-EQUATION BASED OPTIMAL SHOT SELECTION FOR LEAST-SQUARES REVERSE TIME MIGRATION...... 4400 Anu Chandran, Bruce Strawn, Dung Nguyen, Farhad Bazargani, Michael Kiehn, Thomas Kuhnel
MULTI-SOURCES LEAST-SQUARES REVERSE TIME MIGRATION BASED ON T- DISTRIBUTION WITH SPARSE CONSTRAINED USING K-SVD DICTIONARY LEARNING ...... 4405 Fanbing Meng, Guangsheng Qin, Li Qingyang, Na Li, Qixin Cai, Yundong Guo
LSRTM BASED ON THE POINT SPREAD FUNCTION FOR VISCO-ACOUSTIC MEDIA...... 4410 Haoran Ren, Jinsheng Jiang, Xuejun Wang, Yueming Ye
LEAST-SQUARES GAUSSIAN BEAM MIGRATION IN VISCOACOUSTIC MEDIA ...... 4415 Fei Wang, Jianlei Zhang, Jun Liao, Pengyuan Sun, Shihu Wang, Weiyi Zhang, Yubo Yue
PURE P- AND S-WAVE ELASTIC REVERSE TIME MIGRATION WITH ADJOINT STATE METHOD IMAGING CONDITION...... 4420 Daniel O. Trad, Jorge E. Monsegny
PHASE STABILIZATION PRESTACK TIME Q MIGRATION OF BWH SEISMIC DATA IN NORTHERN SONGLIAO BASIN...... 4425 Cheng Wang, Shu-Min Chen, Yi Bao
VELOCITY ANALYSIS USING ELASTIC RTM IMAGE GATHERS...... 4430 Houzhu Zhang, Konstantin Osypov, Yang Zhao, Zhiguang Xue
IMAGING METHOD OF PRESTACK DEPTH MIGRATION OF VISCOELASTIC MEDIUM AND ITS APPLICATION FOR EXPLORATION TARGETS OF COMPLEX LITHO-STRATIGRAPHIC RESERVOIR ...... 4435 Cheng Wang, Zhanqing Yu
ISOTROPIC ELASTIC REVERSE-TIME MIGRATION USING IMPEDANCE SENSITIVITY KERNEL ...... 4440 Hejun Zhu, Jidong Yang
TARGET-ORIENTED DUAL-DOMAIN STAINING STRATEGY FOR HIGH-QUALITY ELASTIC WAVE IMAGING...... 4445 Xiaofeng Jia, Yaxing Li
IMAGING DIFFRACTIONS USING MAHALANOBIS-BASED ATTENUATION FUNCTION...... 4450 Chuangjian Li, Jingtao Zhao, Peng Lin, Suping Peng, Xiaoqin Cui
ANGLE DOMAIN INVERSION IMAGING OF RELATIVE IMPEDANCE PERTURBATION...... 4455 Guoxin Chen, Shengchang Chen, Yanan Liu
A BIPOLAR-BISECTION PIECEWISE ENCODING SCHEME FOR MULTI-SOURCE REVERSE TIME MIGRATION ...... 4460 Bin Chen, Qihua Li, Xiaofeng Jia
ANISOTROPIC REVERSE TIME MIGRATION WITH GAUSSIAN BEAMS USING OPTIMIZED RAY TRACING SYSTEMS ...... 4465 Jianen Xiao, Kai Zhang, Qiang Liu, Zhenchun Li
LOW-RANK REPRESENTATION OF SUBSURFACE EXTENDED IMAGE VOLUMES WITH POWER ITERATIONS ...... 4470 Felix J. Herrmann, Marie Graff, Mengmeng Yang, Rajiv Kumar
ROBUST IMPLEMENTATION OF MVA BY DOUBLE PATH-INTEGRAL MIGRATION ...... 4475 Jessé C. Costa, Jörg Schleicher, Renato G. Bedendo
AN ACCELERATION METHOD FOR THE ANTI-LEAKAGE PARABOLIC RADON TRANSFORM FOR SEISMIC DATA INTERPOLATION...... 4480 Orhan Yilmaz, Yaniv Hollander
MICROSEISMIC AND SEISMIC NOISE ATTENUATION BY SUPERVISED DEEP LEARNING WITH NOISY NATURAL IMAGES...... 4485 Chao Zhang, Mirko Van Der Baan
USE OF A GEOLOGICAL MODEL AND ELASTIC FORWARD MODELING TO IDENTIFY AND REMOVE SALT-RELATED NOISES ...... 4490 Chuck Peng, Chung-Chi Shih, Jun Tang, Michael O'Brian
CREATING A SHARPER IMAGE: MERGING MULTIPLE SEISMIC IMAGES WITH NOISE ATTENUATION ...... 4495 Jane Shoujian Huang, Yue Tian
LOW FREQUENCY DE-NOISING USING HIGH FREQUENCY PREDICTION ERROR FILTERS...... 4500 Biondo Biondi, Milad Bader, Robert Clapp
COMPRESSIVE SENSING SEISMIC PROCESSING TESTS ON A HIGH DENSITY BLENDED LAND DATA SET ...... 4505 Donnie Enns, Dustin Blymyer, Klaas Koster, Robert Holt, Tao Jiang, Tianjiang Li
A COMPARISON OF GREEDY ALGORITHMS FOR 3D RADON TRANSFORMS: MATCHING PURSUIT VS ORTHOGONAL MATCHING PURSUIT ...... 4510 Francesco Perrone, Sergio Grion, Warren S. Ross
DATA- AND PRIOR-DRIVEN SAMPLING AND WAVEFIELD RECONSTRUCTION FOR SPARSE, IRREGULARLY-SAMPLED, HIGHER-ORDER GRADIENT DATA ...... 4515 Ivan Vasconcelos, Jingming Ruan
INTERNAL MULTIPLE ATTENUATION FOR OBN DATA WITH OVERBURDEN/TARGET SEPARATION...... 4520 Adel Khalil, Benjamin Huard, Hui Huang, Luis Cypriano, Mena Ramzy, Petre Griscenco, Roberto Pereira
A NEW MULTIDIMENSIONAL METHOD THAT ELIMINATES INTERNAL MULTIPLES THAT INTERFERE WITH PRIMARIES, WITHOUT DAMAGING THE PRIMARY, WITHOUT KNOWLEDGE OF SUBSURFACE PROPERTIES, FOR OFF-SHORE AND ON-SHORE CONVENTIONAL AND UNCONVENTIONAL PLAYS ...... 4525 Arthur B. Weglein, Chao Ma, Yanglei Zou
PATTERN-MATCHING ADAPTIVE SUBTRACTION WITH NONSTATIONARY PREDICTION- ERROR FILTERS: REQUIREMENTS FOR APPLICATIONS TO HIGH-DIMENSIONAL DATA SETS ...... 4530 Cintia Lapilli, Robert Clapp
A FIELD DATA EXAMPLE OF MARCHENKO MULTIPLE ELIMINATION...... 4535 Evert Slob, Lele Zhang
ADAPTIVE SUBTRACTION USING 3D CURVELETS: A LINEAR OPTIMISATION FRAMEWORK ...... 4540 Amarjeet Kumar, Gary Hampson, Mike Hartley, Rajiv Kumar, Troy Thompson
REPRESENTATIONS FOR THE MARCHENKO METHOD FOR IMPERFECTLY SAMPLED DATA...... 4545 Johno Van Ijsseldijk, Kees Wapenaar
PRACTICAL STRATEGIES FOR INTERBED MULTIPLE ATTENUATION...... 4550 Bin Deng, Gaurav Dutta, Hui Huang, Karthik Kanakamedala, Ping Wang
DIRECT GREEN’S FUNCTION RETRIEVAL WITH INTERNAL MULTIPLES: AN ALTERNATIVE TO MARCHENKO FOCUSING ...... 4555 Ivan Vasconcelos, Qiang Guo, Tariq Alkhalifah
3D ATTENUATION OF ALIASED GROUND ROLL ON RANDOMLY UNDERSAMPLED DATA...... 4560 Stephen K Chiu
VECTOR-VALUED SEISMIC DATA DENOISING VIA WIDELY-LINEAR AUTOREGRESSIVE MODELS...... 4565 Breno Bahia, Mauricio D. Sacchi
CLEANING UP FIRST ARRIVALS IN THE CROSS-SPREAD DOMAIN ...... 4570 Stewart Trickett
LEAST-SQUARES REVERSE TIME MIGRATION WITH PRISM WAVES ...... 4575 Henning Kuehl, Maksym Kryvohuz
HIGH-DIMENSIONAL CENTER FILTERING METHOD BASED ON BLOCK MATCHING...... 4580 Huazhong Wang, Liqi Zhang
MULTI-DOMAIN SURFACE MULTIPLE LEAKAGE EXTRACTION USING LOCAL PRIMARY- AND-MULTIPLE ORTHOGONALIZATION...... 4585 Dong Zhang, Yangkang Chen
SEISMIC IMAGE INTERPOLATION FROM IRREGULAR LOCATIONS TO A 3D GRID USING DYNAMIC TIME WARPING ...... 4590 Ben Gremillion, Sergey Fomel
INTERBED DEMULTIPLE AND CONVERTED WAVE ATTENUATION IN SHALLOW WATER GUYANA...... 4595 Carlos Espinoza, Diana Sineva, Fred Shirley, Jose Omana, Qinbo Liao, Qunshan Zhang
ADAPTIVE SOURCE DEGHOSTING IN THE COMMON-SHOT DOMAIN...... 4600 Gerrit Blacquière, Jan-Willem Vrolijk
UP-DOWN SEPARATION AND DEBUBBLE USING A MULTICOMPONENT NON- STATIONARY PREDICTION-ERROR FILTER ...... 4605 Jon Claerbout, Joseph Jennings, Kaiwen Wang
A STUDY ON THE BENEFITS OF MIGRATION OF PRIMARIES AND MULTIPLES ...... 4610 Pierre Yves Raya, Umed Kakhkhorov
A 3D METHODOLOGY FOR RESIDUAL AND DIFFRACTED MULTIPLE ATTENUATION...... 4614 Lian Duan, Maiza Bekara, Mamdouh Salem
SEISMIC DATA DENOISING WITH MATHEMATICAL MORPHOLOGICAL FILTERS...... 4619 Z. Liu
IMAGING WITH SURFACE MULTIPLES ON OBN DATA WITH LARGE RECEIVER GAPS...... 4624 Aparajita Nath, Dirk Jacob Verschuur
SURFACE-RELATED MULTIPLE ELIMINATION WITH DEEP LEARNING...... 4629 Ali Siahkoohi, Dirk J. Verschuur, Felix J. Herrmann
BLENDED DATA SEPARATION AND PRIMARY ESTIMATION VIA CLOSED-LOOP SRME BASED ON THE 3D L1-NORM SPARSE INVERSION...... 4635 Deli Wang, Eric Verschuur, Jing Sun, Tiexing Wang
VOLUME 7
ROBUST SINGULAR SPECTRUM ANALYSIS VIA THE BIFACTORED GRADIENT DESCENT ALGORITHM ...... 4640 Breno Bahia, Mauricio Sacchi
FAST AND ACCURATE DICTIONARY LEARNING FOR SEISMIC DATA DENOISING USING CONVOLUTIONAL SPARSE CODING...... 4645 Mudassir Masood, Murad Al-Madani, Umair Bin Waheed
RECONSTRUCTION OF SEISMIC FIELD DATA WITH CONVOLUTIONAL U-NET CONSIDERING THE OPTIMAL TRAINING INPUT DATA...... 4650 Daeung Yoon, Jiho Park, Joongmoo Byun, Soon Jee Seol
SEISMIC DATA RECONSTRUCTION BASED ON SMOOTHED L1/2 REGULARIZATION ...... 4655 Fanchang Zhang, Nanying Lan
TRANSFORM LEARNING WITH GROUP SPARSITY FOR RANDOM NOISE ATTENUATION ...... 4660 Jianwei Ma, Xiaojing Wang
STRONG RANDOM NOISE SUPPRESSION USING LOW-RANK BASED SIMULTANEOUSLY SPARSE CODING, WITH SELECTIVE EXTRACTION OF NONLOCAL MEANS ESTIMATES ...... 4665 Liyun Fu, Qiang Zhao, Qizhen Du, Wenhan Sun
INTERLAYER MULTIPLE SUPPRESSION METHOD FOR CONGLOMERATE RESERVOIRS IN MAHU AREA, WESTERN CHINA...... 4670 Caiqin Ding, Huahui Zeng, Juan Lu, Junfa Xie, Xiao Wang
ITERATIVE DOUBLE LAPLACIAN SCALED LOW-RANK OPTIMIZATION FOR UNDER- SAMPLED AND NOISY SIGNAL RECOVERY...... 4675 Qiang Zhao, Qizhen Du
RECONSTRUCTION OF SEISMIC SIGNALS BY THE S-TRANSFORM RIDGES...... 4680 Aleksander S. Serdyukov, Anton V. Azarov, Tatiana V. Shilova
GROUND ROLL REMOVAL USING ADAPTIVE REFLECTION MASK FUNCTION IN CURVELET DOMAIN ...... 4685 Bin Wang, Chenhao Yang, Jianming Sheng, Zhaojun Liu
TIME-FREQUENCY ANALYSIS BASED ON A SPECIALIZED CURVELET TRANSFORM ...... 4690 Lin Tengfei, Wang Jiao
RANK REVEALING AND VECTOR OPTIMIZATION METHODS FOR ADAPTIVE ROBUST DENOISING ...... 4695 Ferhan Ahmed, Ke Chen, Weichang Li, Woodon Jeong
RECONSTRUCTING THE PRIMARIES OF PP AND PS WAVES BY ELASTIC MARCHENKO METHOD...... 4700 Deli Wang, Jinju Zhou, Junlun Li
RESEARCH ON AN IMPROVED ANISOTROPIC DIFFUSION FILTERING METHOD...... 4705 Feng Chao, Pan Shuxin, Wang Hongbin, Yao Qingzhou, Zhang Huquan
TWO-DIMENSIONAL NONSTATIONARY CONVOLUTIONAL FILTERING AND AN ADAPTIVE LINEAR INTERFERENCE SUPPRESSION METHOD ...... 4710 Haoqi Zhao, Linhong Zhang, Long Bian, Xinlong Huang, Xu Fan
GROUND ROLL DETECTION METHOD BASED ON AN ATTRIBUTE CONSTRAINT ...... 4715 Liyun Fu, Qiang Zhao, Qizhen Du, Wenhan Sun
AN ASYMMETRICAL REVERSE TIME MIGRATION (ASYM-RTM) SCHEME TO IMAGE HIGH-ANGLE FAULTS ...... 4720 Hua-Wei Zhou, Yingcai Zheng, Yinshuai Ding
DATA INTERPOLATION FOR 3D MARCHENKO GREEN’S FUNCTION RETRIEVAL...... 4725 Roel Snieder, Xueyi Jia, Yang Zhao
FROM INCREMENTAL TO TRANSFORMATIONAL WORKFLOWS: CONTEMPORARY IMAGING AND WHAT COMES NEXT...... 4730 Ian F. Jones, John Brittan
TIME REVERSAL IN SEISMIC...... 4735 Evgeny Landa, Matan Shustak
SEISMIC INVERSION FOR ENGINEERING APPLICATIONS IN UNCONVENTIONAL RESERVOIRS ...... 4740 Colin M. Sayers
BUILDING REALISTIC STRUCTURE MODELS TO TRAIN CONVOLUTIONAL NEURAL NETWORKS FOR SEISMIC STRUCTURAL INTERPRETATION ...... 4745 Nam Pham, Sergey Fomel, Xinming Wu, Yunzhi Shi, Zhicheng Geng
RESULTS FROM A 3D FIELD TRIAL WITH A SEISMIC ACQUISITION AND PROCESSING METHOD BASED ON CONTINUOUS WAVEFIELDS...... 4751 Jostein Lima, Stian Hegna, Tilman Klüver
THE FIRST ACTIVE SEISMIC EXPERIMENT ON MARS TO CHARACTERIZE THE SHALLOW SUBSURFACE STRUCTURE AT THE INSIGHT LANDING SITE...... 4756 A. Horleston, B. Knapmeyer-Endrun, C. Vretto, L. Fayon, M. Grott, N. Brinkman, P. Delage, S. Kedar, W. T. Pike
WAVEFORM INVERSION VIA SOURCE EXTENSION ...... 4761 Guanghui Huang, Mohamed Dolliazal, Rami Nammour, William W. Symes
THE USE OF GEOPHYSICS IN UNCONVENTIONAL RESERVOIRS: A PERSPECTIVE AND PATH FORWARD ...... 4767 Scott Singleton
APPLICATION OF ELECTRICAL RESISTIVITY SURVEY TO DETERMINE THE POSSIBLE CAUSES OF RECURRENT ROAD FAILURE IN SOUTHWESTERN NIGERIA CASE STUDY: OLABODE OLALEYE STREET, IWAYA LAGOS ...... 4772 K. F. Oyedele, Nelly Omoruyi
TIME-LAPSE ELECTRICAL RESISTIVITY AND GROUND PENETRATING RADAR IMAGING OF YOUNG POLYGONAL PATTERNED GROUND IN VICTORIA VALLEY, MCMURDO DRY VALLEYS, ANTARCTICA ...... 4777 David C. Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Ronald S. Sletten
AN INTERNATIONAL PARTNERSHIP TO DEVELOP VOLCANO MONITORING CAPACITIES IN GUATEMALA ...... 4782 Alicia Rohnacher, Andreas Rietbrock, Ellen Gottschämmer, Silvio De Angelis, Yan Lavallee
SEISMIC AND TSUNAMI RISK OF THE JAVA TRENCH AND IMPLEMENTATION OF RISK REDUCTION STRATEGIES ...... 4786 Anne Arendt, Daniel Horns, Eko Yulianto, Hanif Suliaman, Mike Bunds, Ron Harris, Sarah Hall
ACTIVE FAULT INVESTIGATION BY 3D AMBIENT NOISE TOMOGRAPHY IN HEBEI PROVINCE, CHINA...... 4790 Bin He, Daxiang Cheng, Shunjia Tan
CONDUCTIVE LAYER DETECTION IN PERIGLACIAL ANTARCTIC ENVIRONMENT WITH TIME-DOMAIN ELECTROMAGNETICS ...... 4795 David Nobes, Michele T. Bannister, Myfanwy J. Godfrey, Peter Cottrell, Ronald S. Sletten
STUDENT-LED WATER DEVELOPMENT IN THE ANDEAN PUNA ...... 4800 Jasper Oshun, Kristina Keating, Margaret Lang, Olivia Helprin, Wyeth Wunderlich
DEVELOPING A PRECISION IRRIGATION FRAMEWORK TO FACILITATE SMALLHOLDER DRY-SEASON FARMING IN DEVELOPING COUNTRIES: A CASE STUDY IN NORTHERN GHANA...... 4804 Eric Doe, Jeremy M. Fontaine, John W. Lane, Samuel Guug
IMPROVING PORE-SIZE DISTRIBUTION AND PERMEABILITY PREDICTION FROM NMR USING DT2 MAPS...... 4809 Beth Parker, Kristina Keating
MONITORING GROUNDWATER LEVEL VARIATIONS USING BALLISTIC WAVES RECONSTRUCTED FROM SEISMIC NOISE IN AN URBAN WATER FIELD: A COMBINATION OF EXPERIMENTAL AND NUMERICAL APPROACHES...... 4814 Daniel Brito, Stéphane Garambois
HEAT AND GROUNDWATER TRANSPORT BETWEEN THE ANTARCTIC ICE SHEET AND SUBGLACIAL SEDIMENTARY BASINS FROM ELECTROMAGNETIC GEOPHYSICAL MEASUREMENTS ...... 4819 Bernd Kulessa, Kerry Key, Martin Siegert, Sarah Thompson
INVESTIGATING WATER STORAGE IN A SHALE BEDROCK VADOSE ZONE IN A MONTANE CONIFER FOREST, SLATE RIVER, COLORADO ...... 4824 Daniella Rempe, W. Jesse Hahm, Zachary J. Mungia
SITING A HORIZONTAL WELL WITH ELECTRICAL RESISTIVITY TOMOGRAPHY TO EXTEND PRODUCTION IN A DEPLETING AQUIFER...... 4829 John Jansen, Nicole Pendrigh
FAST ESTIMATION OF PERMEABILITY IN SANDSTONES BY 3D CONVOLUTIONAL NEURAL NETWORKS...... 4833 Chi Zhang, Siyan Liu
COMBINED FIRST ARRIVAL, RAYLEIGH WAVE, AND P-SV CONVERTED WAVE ANALYSIS FOR IMPROVED HYDROLOGIC CHARACTERIZATION ...... 4839 James St. Clair, Lee Liberty
MULTIDISCIPLINARY APPROACH TO HYDROGEOLOGY: TRACERS TO TEMPORAL GRAVITY SURVEYS...... 4844 Dennis L. Harry, Matthew Sturdivant, Michael Ronayne, William E. Sanford
OBSERVATIONS AND MODELING OF SCATTERED WAVES FROM HYDRAULIC FRACTURES IN A DAS VSP EXPERIMENT IN THE PERMIAN BASIN...... 4849 Aleksei Titov, David Monk, Grant Byerley
ESTIMATING PERMEABILITY FROM HYDRAULIC FRACTURING INDUCED MICROSEISMICITY ...... 4854 Himanshu Barthwal, Mirko Van Der Baan
DETECTING HYDRAULIC FRACTURE INDUCED VELOCITY CHANGE USING RAPID TIME- LAPSE DAS VSP...... 4859 Mark E. Willis, Ran Zhou, William Palacios
DETECTING MICROSEISMIC EVENTS IN DOWNHOLE DISTRIBUTED ACOUSTIC SENSING DATA USING CONVOLUTIONAL NEURAL NETWORKS...... 4864 Dwaipayan Chakraborty, Gary Binder
THE SIGNIFICANCE OF GAUGE LENGTH IN PARTICLE VELOCITY ESTIMATION FROM DAS DATA: VSP AND MICROSEISMIC CASES ...... 4869 Farhan Naseer, Joel Le Calvez, Manish Lal Khaitan, Scott Leaney, Takashi Mizuno
HIGH-RESOLUTION DISTRIBUTED ACOUSTIC SENSOR USING ENGINEERED FIBER FOR HYDRAULIC FRACTURE MONITORING AND OPTIMIZATION IN UNCONVENTIONAL COMPLETIONS ...... 4874 Craig Woerpel, Mahmoud Farhadiroushan, Peter Richter, Rogelio Rufino, Tom Parker, Wenxia Wu
DETECTION OF MICROSEISMIC EVENTS FROM BOREHOLE AND SURFACE DATA TOWARDS A COMMON CATALOG ...... 4879 Ivan Abakumov, Serge A. Shapiro, Stine Gutjahr
THE IMPORTANCE OF 3D MODELS TO ASSESS THE IMPACT OF INDUCED SEISMICITY AND GROUND VIBRATIONS...... 4884 Doug Angus, Mansuy Thomas
WATCHING THE LEAKAGE: DAS SEISMIC MONITORING OF THE SHALLOW CO2 CONTROLLED-RELEASE EXPERIMENT AT THE SOUTH WEST HUB IN-SITU LABORATORY...... 4888 Arsham Avijegon, Barry Freifeld, Konstantin Tertyshnikov, Ludovic Ricard
ENHANCING CO2 MONITORING AT THE DECATUR CCS SITE THROUGH IMPROVED MICROSEISMIC LOCATION CONSTRAINTS ...... 4893 B. Goertz-Allmann, B. D. E. Dando, D. Kühn, K. Iranpour, V. Oye
HIGH-RESOLUTION 3D SEISMIC ACQUISITION AT THE TOMAKOMAI CO2 STORAGE PROJECT, OFFSHORE HOKKAIDO, JAPAN ...... 4898 Ramon H. Trevino, Tip A. Meckel, Ye E. Feng
SEISMIC MONITORING OF CO2-EOR OPERATIONS IN THE TEXAS PANHANDLE AND SOUTHERN KANSAS USING SURFACE SEISMOMETERS...... 4903 Abhash Kumar, Alex Bear, Alex Nolte, George Tsoflias, Hongru Hu, Richard Hammack, William Ampomah, William Harbert
INTEGRATED MODEL CONSTRUCTION FOR CO2-EOR MONITORING VIA CHARGED- WELLBORE CASING CONTROLLED-SOURCE ELECTROMAGNETICS...... 4908 Benjamin R. Bloss, Nathan Moodie, Richard A. Krahenbuhl
EXPLORING CONTINUOUS SEISMIC DATA FOR MONITORING CO2 INJECTION AT THE CAMI FIELD RESEARCH STATION, ALBERTA, CANADA...... 4913 Donald C. Lawton, Marie Macquet
7 YEARS OF 4D SEISMIC MONITORING AT THE AQUISTORE CO2 STORAGE SITE, SASKATCHEWAN, CANADA...... 4918 Donald White, Lisa A. N. Roach, Michelle Robertson
OVERVIEW OF ACTIVE AND PASSIVE SEISMIC DATA ACQUISITION AND MONITORING AT THE ILLINOIS BASIN: DECATUR PROJECT...... 4923 Hannes Leetaru, Robert A. Bauer, Sallie Greenberg, Sherilyn Williams-Stroud, Steven Whittaker
CHALLENGES AND UNCERTAINTY IN THE SEISMIC RESERVOIR CHARACTERIZATION OF BONE SPRING AND WOLFCAMP FORMATIONS IN THE DELAWARE BASIN USING ROCK PHYSICS...... 4928 James Keay, Larry R. Lines, Ritesh Kumar Sharma
PERMIAN BASIN PROCESSING AND HANDLING SHALLOW ANOMALIES AND PERMIT HOLES: A COMPRESSIVE SEISMIC ACQUISITION AND RECONSTRUCTION CASE STUDY ...... 4933 Buzz Davis, Kevin Woller, Robert Bodziak, Robert Meek, Tao Jiang, Tianjiang Li
SEISMIC EXPRESSION OF SALADO FORMATION GAS POCKETS IN THE MIDLAND BASIN ...... 4938 Kevin L. Woller, Robert A. Meek
GINI 3D HIGH PRODUCTIVITY BLENDED ACQUISITION: A CASE STUDY FROM THE DELAWARE BASIN...... 4943 Anna Leslie, Olivier Winter, Terence Krishnasamy, Vincent Durussel
SEISMIC-DRIVEN PORE AND FRACTURE PRESSURE PREDICTION IN THE PERMIAN BASIN...... 4947 Ahmed Mohamed, Bertrand Six, Kevin Chesser, Kit Clemons, Vishnu Pandey, Vivek Swami
SHALLOW LAND PSDM VELOCITY MODEL BUILDING FOR UNCONVENTIONAL PLAYS...... 4952 Candace Bruins, Josef Heim, Mike Perz
LAND FWI IN THE DELAWARE BASIN, WEST TEXAS: A CASE STUDY ...... 4957 Denes Vigh, Gary Murphy, Vanessa Brown
EXTRAPOLATED FULL WAVEFORM INVERSION WITH CONVOLUTIONAL NEURAL NETWORKS...... 4962 Hongyu Sun, Laurent Demanet
PRE-STACK INVERSION USING A PHYSICS-GUIDED CONVOLUTIONAL NEURAL NETWORK...... 4967 Reetam Biswas, Tapan Mukerji, Vishal Das
FIRST-BREAK AUTOMATIC PICKING WITH FULLY CONVOLUTIONAL NETWORKS AND TRANSFER LEARNING ...... 4972 Sanyi Yuan, Tao Xie, Wenjing Sang, Xuming Jiao, Yue Zhao
COHERENT NOISE ATTENUATION USING MACHINE LEARNING TECHNIQUES FOR LAND SEISMIC PROCESSING ...... 4977 Charles C. Mosher, Chengbo Li, Hui Chen, Yu Zhang
END-TO-END DEEP NEURAL NETWORK FOR SEISMIC INVERSION ...... 4982 Adam Halpert, Bruce Power, Dimitri Bevc, Ellen Xu, Jim Disiena, Ke Wang, Konstantin Osypov, Laura Bandura, Shuxing Cheng
TRANSFORMING THE SUBSURFACE DATA AND APPLICATION LANDSCAPE WITH THE OPEN SUBSURFACE DATA UNIVERSE FORUM ...... 4987 Johan Krebbers, Phillip Jong
MACHINE LEARNING: A DEEP LEARNING APPROACH FOR SEISMIC STRUCTURAL EVALUATION ...... 4990 Agustin Diz, Carlos Cobos, German Larrazabal, Pablo Guillen-Rondon
3D SEISMIC FACIES CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK AND SEMI-SUPERVISED GENERATIVE ADVERSARIAL NETWORK ...... 4995 Michael Jervis, Mingliang Liu, Philippe Nivlet
3D WAVE-EQUATION DISPERSION INVERSION OF SURFACE WAVES RECORDED ON IRREGULAR TOPOGRAPHY ...... 5000 Gerard Schuster, Jing Li, Zhaolun Liu
ROBUST SURFACE-WAVE FULL-WAVEFORM INVERSION...... 5005 Dmitry Borisov, Frederik J. Simons, Fuchun Gao, Jeroen Tromp
THE HIGH-SPEED INVERSION OF RAYLEIGH WAVE AND ITS APPLICATION ANALYSIS...... 5010 Lin Tengfei, Yan Yuefeng, Sun Chengyu
RETRIEVING LOVE WAVE DISPERSION CURVES FROM 3C AMBIENT NOISE DATA USING SPATIAL AUTOCORRELATION (SPAC) METHOD...... 5015 Koichi Hayashi, Recep Cakir
FROM MULTICHANNEL ANALYSIS TO WAVEFORM INVERSION OF SHALLOW-SEISMIC SURFACE WAVES...... 5020 Lingli Gao, Thomas Bohlen, Yudi Pan
RAYLEIGH WAVE INVERSION BASED ON DIFFERENTIAL EVOLUTION SIMULATED ANNEALING METHOD...... 5025 Yaojun Wang, Yu Jia
SURFACE WAVE ANALYSIS SENSITIVITY TO A-PRIORI INFORMATION ASSUMPTIONS...... 5030 Anthony M. Hoch, Julian Ivanov, Richard D. Miller, Sarah Morton, Shelby L. Peterie
SELECTIVE-WINDOW PROCESSING FOR OPTIMIZED SURFACE WAVE IMAGING OF PASSIVE DATA...... 5035 Julian Ivanov, Richard D. Miller, Sarah L. Morton
GENERALIZED RYTOV APPROXIMATION AND ITS APPLICATION IN FINITE- FREQUENCY TOMOGRAPHY ...... 5040 Bo Feng, Huazhong Wang, Ru-Shan Wu, Wenjun Xu
AN EXACT IMAGING TECHNIQUE FOR THE ACOUSTIC INVERSE SCATTERING PROBLEM...... 5045 Aaron Prunty, Roel Snieder
IMAGING, FOCUSING, AND INVERSION WITH THE LINEAR SAMPLING METHOD ...... 5050 Aaron Prunty, Roel Snieder
CURVILINEAR FINITE-DIFFERENCE METHOD FOR WAVEFIELD PROPAGATION WITH SURFACE TOPOGRAPHY...... 5055 Denes Vigh, Kun Jiao, Wei Dai, Xin Cheng, Zhen Xu
IDENTIFICATION AND FOCUSING OF EDGE DIFFRACTIONS WITH WAVEFRONT ATTRIBUTES ...... 5060 Boris Kashtan, Dirk Gajewski, Pavel Znak
TAMING THE DIVERGENT TERMS IN THE SCATTERING SERIES OF BORN BY RENORMALIZATION ...... 5065 Morten Jakobsen, Ru-Shan Wuy, Xingguo Huang
BLOCK-KRYLOV METHODS FOR MULTI-DIMENSIONAL DECONVOLUTION ...... 5070 Aayush Garg, Nick Luiken
DYNAMIC PHOTOELASTICITY STUDY OF THE KRAUKLIS WAVE: THE EFFECTS OF FLUID VISCOSITY AND FRACTURE GEOMETRY...... 5075 Ezequiel Medici, Haitao Cao, Roohollah Askari
3D RECEIVER-DOMAIN FULL TRAVELTIME INVERSION ...... 5080 Lu Liu, Yi Luo
PROCEDURAL STRATEGIES FOR DEPTH-MIGRATION VELOCITY ANALYSIS BY IMAGE- WAVE PROPAGATION IN COMMON-IMAGE GATHERS...... 5085 Amelia Novais, Jorg Schleicher, Peter A. P. Machado
A MODIFIED DIFFERENTIAL SEMBLANCE OPTIMIZATION WITH QUANTITATIVE TRUE- AMPLITUDE ONE-WAY WAVE EQUATION ...... 5090 Yang Liu, Yuzhao Lin, Zhennan Yu
WEMVA BASED ON SOURCE TO IMAGE POINT OFFSETS...... 5095 Mark Roberts
3D RTM-BASED WAVE PATH TOMOGRAPHY: WORKFLOW AND APPLICATION ...... 5100 Harry Rynja, Nigel Mitchell, Sijmen Gerritsen, Tadas Krupovnickas
SEPARATION OF SCALES IN FWI AND RFWI: THE FIRST FRESNEL ZONE SEEN FROM AN ANGLE...... 5105 Daniel Ortiz-Rubio, François Audebert
MACHINE LEARNING ALGORITHMS FOR AUTOMATIC VELOCITY PICKING: K-MEANS VS. DBSCAN...... 5110 Saleh Al-Zahrani, Sherif M. Hanafy, Umair Bin Waheed
JOINT MIGRATION INVERSION CONTINUOUS EQUATIONS AND DISCRETIZED SOLUTION VIA MULTIPARAMETER GAUSS-NEWTON METHOD...... 5115 C. A. M. Assis, H. B. Santos, J. Schleicher, T. Bohlen, Y. Pan
DATA-DOMAIN REFLECTION TOMOGRAPHY FOR INITIAL VELOCITY MODEL BUILDING USING CHALLENGING 3D SEISMIC DATA...... 5120 Andrey Bakulin, Dmitry Neklyudov, Kirill Gadylshin, Maxim Protasov
PRE-STACK DEPTH MIGRATION VELOCITY MODELING OF LOW-AMPLITUDE STRUCTURE IN MATOUYING AREA...... 5125 Peng Wang, Shuhai Qie, Xiaowei Wang, Yongfeng Zhang, Yundong Yong
VELOCITY MODEL BUILDING USING BASIN MODELING AND ROCK PHYSICS, WITH EXAMPLES FROM CAMPECHE DEEP-WATER GULF OF MEXICO...... 5130 Jianchun Dai, Simone Salazar, Thorsten Joppen
MULTI-INFORMATION CONSTRAINED MODEL-BASED TOMOGRAPHIC INVERSION IN COMPLEX STRUCTURE IMAGING: CASE STUDY FROM QAIDAM BASIN, WESTERN CHINA...... 5135 Fei Li, Jing Wang, Shuhua Hu, Weiming Liu, Xinyuan Feng
DANGEROUS GROUNDS TO FOLDS AND THRUSTS: A CASE STUDY ON BROADBAND IMAGING FOR THE LARGEST EXPLORATION SURVEY IN ASIA ...... 5140 Artem Sazykin, Ching Tu, David Barlass, Gavin Menzel-Jones, Michelle Tham, Natalie Adelman, Olga Zdraveva, Paul Miller, Rupam Chakraborty
PRIOR VELOCITY MODELING AND UNCERTAINTY ANALYSIS WITH BASIN MODELING AND ROCK PHYSICS CONSTRAINTS...... 5144 Anshuman Pradhan, Biondo Biondi, Huy Le, Nader C. Dutta, Tapan Mukerji
THE BENEFIT OF TILTED ORTHORHOMBIC IMAGING ON A FAZ DATASET IN THE CENTRAL GULF OF MEXICO ...... 5149 Dhananjay Tiwari, Li Li, Xinyi Sun, Zhiqiang Guo
A REVISED SLOPE TOMOGRAPHY PRECONDITIONED BY AN IMAGE GUIDED SMOOTHING FILTER: A REAL CASE STUDY...... 5154 Dong Xue, Feng-Yuan Xing, Kai Yang
GAUSSIAN-PACKET BASED SLOPE TOMOGRAPHY ASSISTED BY DEMIGRATION TO COMMON RECEIVER GATHER...... 5159 Hui Li, Kai Yang, Tao Shu
LOW-WAVENUMBER COMPENSATED, TRUE-AMPLITUDE ANGLE DOMAIN DIFFERENTIAL SEMBLANCE OPTIMIZATION...... 5164 Yang Liu, Yuzhao Lin, Zhennan Yu
GLOBAL SEARCH STRATEGY FOR COHERENCE-BASED SEISMIC PROBLEMS...... 5169 Feodor Pisnitchenko, Momoe Sakamori
TOWARDS AUTOMATICALLY BUILDING STARTING MODELS FOR FULL-WAVEFORM INVERSION USING GLOBAL OPTIMIZATION METHODS: A PSO APPROACH VIA DEAP + DEVITO ...... 5174 Navjot Kukreja, Oscar F. Mojica
IMPROVING STRUCTURAL-INFORMATION RECOVERY IN JOINT MIGRATION INVERSION USING AN IMAGE-BASED REGULARIZATION ...... 5179 C. A. M. Assis, J. Schleicher
A GRIDDED GEOBODY VISUALIZATION AND EDITING PLATFORM FOR VELOCITY SCENARIO TESTING ...... 5184 Chen Chen, Ken H. Matson, Yi Yang
FULL-AZIMUTH AND LONGER-OFFSETS ACQUISITION: LEVERAGE ON TIME PROCESSING AND DEPTH VELOCITY MODELING (SALT PROXIMITY - THROUGH SALT TOMOGRAPHY), IN THE CENTRAL GULF OF MEXICO...... 5189 Anastasia Pavlovskaya, Houssam Ghafour, Jarrod Hutson, Jason Gardner, Soumya Deep Das, Stephen Alwon, Ted Standley
A HIGH PRECISION TIME-DEPTH CONVERSION METHOD WITH STRUCTURE CONSTRAINTS IN THE COMPLEX STRUCTURE AREAS: A CASE STUDY FROM BOHAI BAY, CHINA ...... 5194 Jialin Sun, Jiangfeng Zheng, Shengqiang Zhang, Zongyu Zhen
ANISOTROPIC SLOPE-TOMOGRAPHY IN VTI MEDIA PRECONDITIONED BY AN IMAGE GUIDED SMOOTHING FILTER ...... 5199 Dong Xue, Wei-Wei Gu
ON THE JOINT INVERSION STRATEGY OF ANISOTROPIC PARAMETERS WITH A 2D VTI QUASI-ACOUSTIC EIKONAL EQUATION BASED STEREOTOMOGRAPHY ...... 5204 Kai Yang, Xiao Wang
MODELING OF SHEAR WAVE VELOCITY IN A HIGHLY HETEROGENEOUS RESERVOIR BY CLASSIFICATION AND REGRESSION TECHNIQUES...... 5209 Qamar Yasin, Qizhen Du
THE EFFECT OF DEGHOSTING ON THE 4D RESPONSE: USAN FIELD, NIGERIA ...... 5214 Charles Ugwueze, Dez Chu, Essiet E. Assiak, Paula Ukerun, Piero Agnisola
CENTRAL-DIFFERENCE TIME-LAPSE 4D SEISMIC FULL WAVEFORM INVERSION ...... 5219 David Lumley, Wei Zhou
4D USING VARIABLE DEPTH STREAMER AND MULTI-SENSORS STREAMER ACQUISITION: IS THIS CONFIGURATION ACCEPTABLE? ...... 5224 Celso Gomes, Emerson Jungo, Kacem Chikh, Patrick Charron, Sergio Tchikanha
HOW TO COMBINE SINGLE HYDROPHONE STREAMERS WITH MULTI-COMPONENT STREAMERS IN A 4D CONTEXT: AN OFFSHORE WEST AFRICA CASE STUDY ...... 5229 Bertarini M., Cimitan A., Colombi N., Franco I., D. Lecerf, Marchesini M., Milluzzo V., Rizzetto C., Webb B.
PERFORMANCE OF A HYBRID SEISMIC MONITORING SYSTEM WITH BURIED RECEIVERS FOR AN ONSHORE CARBONATE RESERVOIR: CURRENT STATUS AND WAY FORWARD...... 5234 Andrey Bakulin, Michael Jervis, Robert Smith
TIME-LAPSE FULL WAVEFORM INVERSION PLUS EXTENDED KALMAN FILTER FOR HIGH-RESOLUTION SEISMIC MODELS AND UNCERTAINTY ESTIMATION ...... 5239 Chao Huang, Tieyuan Zhu
MATCHING OF 4D SEISMIC DATA: SPECTRUM BALANCING VS CONVENTIONAL LEAST SQUARES FILTERS ...... 5245 Maria Tatanova, P. J. Hatchell
FROM FEASIBILITY TO RESERVOIR CHARACTERIZATION: A FULLY INTEGRATED 4D SEISMIC APPROACH FOR RESERVOIR MANAGEMENT—A CASE STUDY IN THE WESTERN AFRICAN OFFSHORE ...... 5250 D. Lecerf, Reiser C, Webb B
A REDUCED-ORDER BASIS APPROACH FOR CO2 MONITORING FROM SPARSE TIME- LAPSE SEISMIC DATA ...... 5255 Badr W. Al-Rumaih, Jerry M. Harris
INVERSION OF 4D SEISMIC DATA FOR PRODUCTION FACIES...... 5260 Jeremy Gallop
EXTRACT 4D SIGNAL FROM TWO STREAMER SURVEYS WITH VERY DIFFERENT ACQUISITION GEOMETRY BY LEAST-SQUARES MIGRATION OVER PYRENEES FIELDS ...... 5265 Angus Goody, Guy Duncan, Jun Cai, Kon Kostas
TIME-LAPSE IMAGING WITH JOINT LEAST-SQUARES MIGRATION ...... 5270 Fons Ten Kroode, Kaijian Liu, Xuefeng Shang
SEISMIC EVIDENCE FOR TRANSIENT ELASTIC BRACING IN MICROBUBBLE WATER AND CO2 INJECTION ZONES ...... 5275 A. Kato, D. C. Lawton, K. A. Innanen, M. Bertram, R. Nakata
FAST-TURNAROUND OBS TIME-LAPSE PROCESSING ENABLED BY UP/DOWN DECONVOLUTION: A NORTH SEA CASE STUDY...... 5280 Knut Richard Straith, Per-Eivind Dhelie, Richard Ford, Vidar Danielsen
MATURING 4D DAS VSP FOR ON-DEMAND SEISMIC MONITORING IN DEEPWATER ...... 5285 Denis Kiyashchenko, Duane Johnson, Jorge Lopez
4D MULTIPARAMETER ADAPTIVE METROPOLIS HASTINGS INVERSION ...... 5290 Gregory Ely, Maria Kotsi
REMAINING OIL THICKNESS INVERSION OF TIME-LAPSE SEISMIC DATA IN WATER FLOODING RESERVOIR...... 5295 Guangyi Hu, Huilai Zhang, Nan Tian, Tingen Fan, Xianwen Zhang, Zongjun Wang
ROCK PHYSICS TEMPLATES MODELING FOR TIME-LAPSE SEISMIC ANALYSIS OF RESERVOIR M1 IN MOREMI FIELD, OFFSHORE NIGER DELTA BASIN...... 5300 Ahmad Adeniji, Anuoluwa Osinaike, John Onayemi
TIME-LAPSE SEISMIC INVERSION FOR RESERVOIR CHANGES IN THE NORNE FIELD, NORTH SEA...... 5305 Ayodeji Babalola
UNDERSTANDING CABLE COUPLING ARTIFACTS IN WIRELINE-DEPLOYED DAS VSP DATA...... 5310 Andreas Ellmauthaler, Mark E. Willis, William Palacios, Xiang Wu
SALT/SEDIMENT PROXIMITY TO DELINEATE SALT BOUNDARIES WITH P AND PS WAVES USING SEISMIC WHILE DRILLING IN THE GULF OF MEXICO...... 5315 K. Matson, T. Chen, Y. Li
SEISMIC WHILE DRILLING USING A LARGE-APERTURE OCEAN BOTTOM ARRAY...... 5320 Alex Goertz, Endre Vange Bergfjord, Flavio Poletto, John Even Lindgård
JOINT IMAGING WITH PRIMARIES AND MULTIPLES OF VSP DATA BY GRT MIGRATION ...... 5325 Quan Liang, Wuqun Li
TRANSMITTED PS WAVES TO DISCRIMINATE FRACTURE ANISOTROPY FROM STRUCTURAL EFFECTS ON AZIMUTHAL VSP (AZVSP) SIGNATURES...... 5330 Ali Sayed, Dhananjay Kumar, Robert Stewart
ESTIMATION OF Q IN THE PRESENCE OF FULL WAVEFORM SCATTERING EFFECTS IN VSP DATA ...... 5335 David Lumley, Gary Hampson, Kurt Nihei, Nori Nakata, Rie Nakata
SIMULTANEOUS ACCELEROMETER AND OPTICAL FIBRE MULTI-AZIMUTH WALK- AWAY VSP EXPERIMENT: NEWELL COUNTY, ALBERTA, CANADA ...... 5340 Don C. Lawton, Kevin W. Hall
INTEGRATIONAL ANISOTROPIC EARTH-MODEL BUILDING USING VERTICAL AND HORIZONTAL-VIBRATOR VSP DATA ...... 5345 Ali Sayed, Jinming Zhu, Shujaat Ali
CHANNEL DECIMATION AND IMPACT ON DAS VSP DATA PROCESSING...... 5350 Dan Quinn, Dongjie Cheng, Mark Willis, Minyu Zhang, Ran Zhou, Xiaomin Zhao
DELINEATING SALT BOUNDARIES USING 3D DAS-VSP ACQUIRED INSIDE SALT IN THE GULF OF MEXICO...... 5355 D. Johnson, Y. Li
MACHINE LEARNING-ASSISTED SEISMIC INTERPRETATION WITH GEOLOGIC CONSTRAINTS ...... 5360 Aria Abubakar, Cen Li, Haibin Di, Stewart Smith
DEEP LEARNING-BASED EM INVERSION FOR RESERVOIR MONITORING...... 5365 Daniele Colombo, Ernesto Sandoval-Curiel, Weichang Li
A PRELIMINARY LOOK AT JOINT PP-PS-SS INVERSION IN NATIVE TIME DOMAIN...... 5370 Benjamin Roure, Brian Russell
FROM DATA DENSITY TO DENSITY OF ROCKS ...... 5375 D. M. D. Davies, I. Pawelec, J. Etgen, L. Smith, M. Ball, P. Jilek, P. Tillotson, S. Wolfarth
FOCAL-TIME ESTIMATION: A NEW METHOD FOR STRATIGRAPHIC DEPTH CONTROL OF INDUCED SEISMICITY ...... 5376 Andrew Poulin, David W. Eaton, Don Lawton, Larry Lines, Nadine Igonin, Ronald Weir
ADDRESSING SOME ARTIFACTS IN PP-PS REGISTRATION PRIOR TO PERFORMING JOINT IMPEDANCE INVERSION ...... 5377 Ritesh Kumar Sharma, Satinder Chopra
VS IMAGING FROM AMBIENT NOISE RAYLEIGH WAVE TOMOGRAPHY FOR OIL EXPLORATION IN NEVADA, USA ...... 5382 A. Boué, A. Mordret, C. Gradon, D. Hollis, F. Brenguier, M. Chmiel, N. Arndt, P. Boué, R. Courbis, R. Lynch, S. Beauprêtre, T. Lecocq
MONITORING OF FIELDS USING BODY AND SURFACE WAVES RECONSTRUCTED FROM PASSIVE SEISMIC AMBIENT NOISE ...... 5386 Aurélien Mordret, Dan Hollis, Florent Brenguier, Malgorzata Chmiel, Pierre Boué, Richard Lynch, Shujuan Mao, Sophie Postif, Thomas Lecocq, Tomoya Takano, Wim Van Der Veen, Xander Campbell
PASSIVE SEISMIC AMBIENT NOISE SURFACE WAVE TOMOGRAPHY APPLIED TO TWO EXPLORATION TARGETS IN ONTARIO, CANADA ...... 5390 And Dan Chisolm, Aurélien Mordret, Dan Hollis, Florent Brenguier, Frank Santaguida, John McBride, Nick Arndt, Pierre Boué, Richard Lynch, Sophie Beaupretre
EARTHQUAKE-BASED PASSIVE SEISMIC EXPLORATION TECHNIQUES...... 5393 A. Lois, D. Draganov, K. Polychronopoulou, N. Martakis, S. Calassou
IMAGING SUBSURFACE SCATTERERS ACROSS A DENSE GEOPHONE ARRAY IN LONG BEACH USING NOISE CROSSCORRELATION AND NATURAL INVERSION...... 5398 Abdullah Altheyab, Fan-Chi Lin, G. T. Schuster
NEAR-SURFACE S-WAVE VELOCITY ESTIMATION USING AMBIENT NOISE FROM FIBER- OPTIC ACQUISITION ...... 5403 Mamdoh Alajami, Tariq Alkhalifah, Zhen-Dong Zhang
Author Index