Detection of gas chimney and its linkage with deep-seated reservoir in poseidon, NW shelf, Australia from 3D seismic data using multi-attribute analysis and artificial neural network approach

Journal of Natural Gas Science and Engineering - Tập 83 - Trang 103586 - 2020
Anjali Dixit1, Animesh Mandal1
1Department of Earth Sciences, Indian Institute of Technology Kanpur, Kalyanpur, Kanpur, Uttar Pradesh, 208016, India

Tài liệu tham khảo

Alvarado, 2003, Application of gas chimney technology in the Lamprea area, offshore GOM, SEG Tech. Progr. Expand. Abstr. Alves, 2015, Volume rendering of enigmatic high-amplitude anomalies in southeast Brazil: a workflow to distinguish lithologic features from fluid accumulations, Interpretation, 3, 1, 10.1190/INT-2014-0106.1 Aminzadeh, 2006 Aminzadeh, 2001, Determining migration path from seismically derived gas chimney Aminzadeh, 2005, Determining migration pathway in Marco Polo Field using chimney technology, 67th EAGE Conf. Exhib, 10.3997/2214-4609-pdb.1.E017 Anka, 2014, Distribution and origin of natural gas leakage in the Colorado Basin, offshore Argentina Margin, South America: seismic interpretation and 3D basin modelling, Geol. Acta, 12, 269 Bahorich, 1995, 3-D seismic discontinuity for faults and stratigraphic features: the coherence cube, Lead. Edge, 14, 1053, 10.1190/1.1437077 Baouche, 2020, Characterization of pore pressure, fracture pressure, shear failure and its implications for drilling, wellbore stability and completion design - a case study from the Takouazet field, Illizi Basin, Algeria, Mar. Petrol. Geol., 120, 104510, 10.1016/j.marpetgeo.2020.104510 Barber, 1998, Ensemble learning for multi-layer networks, 395 Bishop, 1998, A multi-disciplinary approach to definition and characterisation of carbonate shoals, shallow gas accumulations and related complex near-surface sedimentary structures in the Timor Sea, APPEA J, 38, 93, 10.1071/AJ97005 Blevin, 1998, An effective lower cretaceous petroleum system on the North West shelf: evidence from the Browse basin, 397 Brouwer, 2008, High frequencies attenuation and low frequency shadows in seismic data caused by gas chimneys, Onshore Ecuador Brouwer, 2011, A guide to the practical use of neural networks, 4 Burns, 1984, Final report GE 83B geochemical (sniffer) survey, offshore Gippsland Shelf, November 1983, In Report submitted as a result of work program undertaken under the Petroleum (Submerged Lands), Act. Copy retained by Bureau of Resource Sciences Chakraborty, 1995, Frequency-time decomposition of seismic data using wavelet-based methods, Geophys, 60, 1906, 10.1190/1.1443922 Chopra, 2007, Seismic attributes for prospect identification and reservoir characterization, SEG and EAGE Connolly, 2012, Tracking hydrocarbon seepage in Argentina's Neuqué basin, World Oil, 101 ConocoPhillips Department of Mines and Petroleum, 2014, Western Australia's petroleum and geothermal explorer's guide 2014 edition, Western Australian Government - Department of Industry & Resources Dufour, 1998, AVO analysis to extract rock parameters on the Blackfoot 3C-3D seismic data, SEG Tech. Progr. Expand. Abstr., 1998, 174 Fahlman, 1988, An empirical study of learning speed in back-propagation networks Farfour, 2015, Seismic attributes and acoustic impedance inversion in interpretation of complex hydrocarbon reservoirs, J. Appl. Geophys., 114, 68, 10.1016/j.jappgeo.2015.01.008 Ganguli, 2020, Investigation of present-day in-situ stresses and pore pressure in the south Cambay Basin, western India: implications for drilling, reservoir development and fault reactivation, Mar. Petrol. Geol., 118, 104422, 10.1016/j.marpetgeo.2020.104422 2014 Goodway, 2001, AVO and Lamé constants for rock parameterization and fluid detection, CSEG recorder, 26, 39 Goodway, 1997, Improved AVO fluid detection and lithology discrimination using Lamé petrophysical parameters; “λρ”,“μρ”, & “λ/μ fluid stack”, from P and S inversions, SEG Tech. Progr. Expand. Abstr., 183 Hashemi, 2008, Gas chimney detection based on improving the performance of combined multilayer perceptron and support vector classifier, Nonlinear Process Geophys., 15, 863, 10.5194/npg-15-863-2008 Hato, 2006, Detection of methane-hydrate-bearing zones using seismic attributes analysis, Lead. Edge, 25, 607, 10.1190/1.2202664 Heggland, 1997, Detection of gas migration from a deep source by the use of exploration 3D seismic data, Mar. Geol., 137, 42, 10.1016/S0025-3227(96)00077-1 Heggland, 1998, Gas seepage as an indicator of deeper prospective reservoirs. A study based on exploration 3D seismic data, Mar. Petrol. Geol., 15, 1, 10.1016/S0264-8172(97)00060-3 Heggland, 2000, Chimneys in the Gulf of Mexico, The American Oil and Gas Reporter, 78 Hovland, 1988, 293 Howarth, 2016, Fluid flow through carbonate platforms as evidence for deep-seated reservoirs in Northwest Australia, Mar. Geol., 380, 17, 10.1016/j.margeo.2016.06.011 Jaglan, 2015, Unconventional seismic attributes for fracture characterization, First Break, 33, 101, 10.3997/1365-2397.33.3.79520 Jahani, 2019, A comparison between the application of empirical and ANN methods for estimation of daily global solar radiation in Iran, Theor. Appl. Climatol., 137, 1257, 10.1007/s00704-018-2666-3 Jones, 2005, Reassessing potential origins of synthetic aperture radar (SAR) slicks from the Timor sea region of the North West shelf on the basis of field and ancillary data, APPEA J, 45, 311, 10.1071/AJ04026 Jones, 2006, Coral spawn and bathymetric slicks in Synthetic Aperture Radar (SAR) data from the Timor Sea, north‐west Australia, Int. J. Rem. Sens., 27, 2063, 10.1080/01431160500445308 Jones, 2007, Geoscience Australia marine survey SS06/2006 post-survey report: natural hydrocarbon seepage survey on the central North West Shelf, Geoscience Australia Record, 21, 692 Judd, 1992, The evidence of shallow gas in marine sediments, Continent. Shelf Res., 12, 1081, 10.1016/0278-4343(92)90070-Z Kumar, 2018, Enhancement of fault interpretation using multi-attribute analysis and artificial neural network (ANN) approach: a case study from Taranaki Basin, New Zealand, Explor. Geophys., 49, 409, 10.1071/EG16072 Kumar, 2019, Delineation of a buried volcanic system in Kora prospect off New Zealand using artificial neural networks and its implications, J. Appl. Geophys., 161, 56, 10.1016/j.jappgeo.2018.12.008 Lackoff, 1975, Frequency− domain seismic deconvolution filtering, J. Acoust. Soc. Am., 57, 151, 10.1121/1.380408 LeCun, 1985, A learning scheme for asymmetric threshold networks, Proceedings of cognitiva, 85, 599 Ligtenberg, 2003, Unravelling the petroleum system by enhancing fluid migration paths in seismic data using a neural network based pattern recognition technique, Geofluids, 255, 10.1046/j.1468-8123.2003.00072.x Logan, 2010, Australian offshore natural hydrocarbon seepage studies, a review and re-evaluation, Mar. Petrol. Geol., 27, 26, 10.1016/j.marpetgeo.2009.07.002 Mandal, 2018, Enhanced structural interpretation from 3D seismic data using hybrid attributes: new insights into fault visualization and displacement in Cretaceous formations of the Scotian Basin, offshore Nova Scotia, Mar. Petrol. Geol., 89, 464, 10.1016/j.marpetgeo.2017.10.013 Marfurt, 2015, Pitfalls and limitations in seismic attribute interpretation of tectonic features, Interpretation, 3, SB5, 10.1190/INT-2014-0122.1 Meldahl, 1998, Method of seismic body recognition, Patent application GB 9819910.02 Meldahl, 1999, The chimney cube, an example of semi-automated detection of seismic objects by directive attributes and neural networks: Part I; methodology, SEG Tech. Progr. Expand. Abstr., 931 Meldahl, 2001, Identifying faults and gas chimneys using multiattributes and neural networks, Lead. Edge, 20, 474, 10.1190/1.1438976 Moss, 2010, 3D seismic expression of km‐scale fluid escape pipes from offshore Namibia, Basin Res., 22, 481, 10.1111/j.1365-2117.2010.00461.x Naseer, 2018, Characterization of shallow-marine reservoirs of Lower Eocene carbonates, Pakistan: continuous wavelet transforms-based spectral decomposition, J. Nat. Gas Sci. Eng., 56, 629, 10.1016/j.jngse.2018.06.010 Natural Earth O'Brien, 1995, Hydrocarbon-related diagenetic zones (HRDZs) in the Vulcan Sub-basin, Timor Sea: recognition and exploration implications, APPEA J, 3, 220, 10.1071/AJ94015 O’Brien, 2005, Yampi Shelf, Browse Basin, North-West Shelf, Australia: a test-bed for constraining hydrocarbon migration and seepage rates using combinations of 2D and 3D seismic data and multiple, independent remote sensing technologies, Mar. Petrol. Geol., 22, 517, 10.1016/j.marpetgeo.2004.10.027 O'Brien, 2000, Using integrated remote sensing technologies to evaluate and characterise hydrocarbon migration and charge characteristics on the Yampi Shelf, Northwestern Australia: a methodological study, APPEA J, 40, 230, 10.1071/AJ99013 O'Brien, 2004, Margin to prospect scale controls on fluid flow within the Mesozoic and Tertiary sequences, offshore Bonaparte and northern Browse Basins, north-western Australia, vol. 1, 99 Qayyum, 2015, Sequence stratigraphy of a mixed siliciclastic- carbonate setting, Scotian Shelf, Canada, Interpretation, 3, 21, 10.1190/INT-2014-0129.1 Robinson, 1984 Rollet, 2006, Characterisation and correlation of active hydrocarbon seepage using geophysical data sets: an example from the tropical, carbonate Yampi Shelf, Northwest Australia, Mar. Petrol. Geol., 23, 145, 10.1016/j.marpetgeo.2005.10.002 Rumelhart, 1986, Learning representations by back-propagating errors, Nature, 323, 533, 10.1038/323533a0 Sackett, 1977, Use of hydrocarbon sniffing in offshore exploration, J. Geochem. Explor., 7, 243, 10.1016/0375-6742(77)90083-8 Schiener, 1985, Surface geochemical exploration for hydrocarbons in offshore areas—principles, methods and results, Pet. Geochem. Explor. of the Norwegian Shelf, 10.1007/978-94-009-4199-1_19 Sigalove, 1975, Geochemical seep detection for offshore oil and gas exploration, 3, 95 Singh, 2016, Interpretation of gas chimney from seismic data using artificial neural network: a study from Maari 3D prospect in the Taranaki basin, New Zealand, J. Nat. Gas Sci. Eng., 36, 339, 10.1016/j.jngse.2016.10.039 Stephenson, 1994, Browse Basin, Northwest Australia: the evolution, palaeogeography and petroleum potential of a passive continental margin, Palaeogeogr. Palaeoclimatol. Palaeoecol., 111, 337, 10.1016/0031-0182(94)90071-X Struckmeyer, 1998, Structural evolution of the Browse basin, North WestShelf: new concepts from deep-seismic data, 345 Tingdahl, 1999, Improving seismic detectability using intrinsic directionality Tingdahl, 2003, Post-stack dip-and azimuth processing, J. Seismic Explor., 12, 113 Tingdahl, 2001, Improving seismic chimney detection using directional attributes, J. Petrol. Sci. Eng., 29, 205, 10.1016/S0920-4105(01)00090-0 Tuyl, 2018, Pinnacle features at the base of isolated carbonate buildups marking point sources of fluid offshore Northwest Australia, GSA Bull, 130, 1596, 10.1130/B31838.1 Tuyl, 2018, Geometric and depositional responses of carbonate build-ups to Miocene sea level and regional tectonics offshore northwest Australia, Mar. Petrol. Geol., 94, 144, 10.1016/j.marpetgeo.2018.02.034 Vaheddoost, 2020, Application of hybrid ANN-whale optimization model in evaluation of the field capacity and the permanent wilting point of the soils, Environ. Sci. Pollut. Res., 1–11 Welsh, 2008, Spectral decomposition of seismic reflection data to detect gas related frequency anomalies Yilmaz, 1987