Exploring hydrocarbon potential with 3D modeling techniques: Lower Cretaceous formations in Abu Sennan field, north Western Desert

Taher Mostafa , Mohamed Reda , Mohamed Mosaad , Dmitriy Martyushev , Mansour H. Al-Hashim , Mohamed Fathy

Petroleum ›› 2025, Vol. 11 ›› Issue (2) : 158 -173.

PDF (42891KB)
Petroleum ›› 2025, Vol. 11 ›› Issue (2) :158 -173. DOI: 10.1016/j.petlm.2025.03.004
Full Length Article
research-article
Exploring hydrocarbon potential with 3D modeling techniques: Lower Cretaceous formations in Abu Sennan field, north Western Desert
Author information +
History +
PDF (42891KB)

Abstract

The northern portion of the Egyptian Western Desert is a very promising oil-producing province. The Abu Roash and Bahariya formations in Abu Sennan Field have a diverse lithological composition, leading to variances in reservoir continuity both horizontally and vertically. The reservoir heterogeneity problem is addressed by utilizing datasets derived from five wells and 3D seismic data that covers the full region of Abu Sennan. The lithology and reservoir levels were determined using geophysical well data. The investigated formations consist of sandstone, carbonate, and shale. The “E” and “G” members of the Abu Roash Formation, in addition to the Bahariya Formation, have the highest potential for containing hydrocarbons. Abu Roash E has a range of net pay from 17-47 m, shale volume ranging from 17% to 36%, effective porosity ranging between 20% and 26%, and oil saturation ranging between 49% and 77%. The Abu Roash “G” has a net pay range of 7-34 m, a shale content ranging from 5% to 42%, an effective porosity between 10% and 24%, and a hydrocarbon saturation ranging from 46% to 60%. The Bahariya Formation has a vertical thickness of 12-62 m, with a percentage of shale ranging from 16% to 44%. The formation also exhibits an effective porosity ranging from 15% to 26% and an oil saturation ranging between 46% and 77%. Analyzed 3D seismic data were utilized to create depth-structure maps. Seismic data interpretation and petrophysical analysis enabled the creation of 3D models for the structures and reservoirs in the Abu Sennan region. The static models served as the main inputs for calculating the volumetrics and generating two additional interesting opportunities in the researched region. For the investigated reservoirs, the estimated stock tank oil in place was about 394, 216, 376, and 601 (× 106 m3) for AR/E, AR/F, AR/G, and Upper Baharyia, respectively. The projected volumes show the potential of the investigated intervals.

Keywords

Seismic interpretation / Petrophysical analysis / Reservoir modeling / Abu Sennan field / Western Desert

Cite this article

Download citation ▾
Taher Mostafa, Mohamed Reda, Mohamed Mosaad, Dmitriy Martyushev, Mansour H. Al-Hashim, Mohamed Fathy. Exploring hydrocarbon potential with 3D modeling techniques: Lower Cretaceous formations in Abu Sennan field, north Western Desert. Petroleum, 2025, 11(2): 158-173 DOI:10.1016/j.petlm.2025.03.004

登录浏览全文

4963

注册一个新账户 忘记密码

CRediT authorship contribution statement

Taher Mostafa: Writing-original draft, Resources, Methodology, Formal analysis, Data curation. Mohamed Reda: Writing-review & editing, Visualization, Software, Investigation, Data curation. Mohamed Mosaad: Writing-original draft, Validation, Software, Formal analysis, Data curation, Conceptualization. Dmitriy Martyushev: Writing-original draft, Supervision, Resources, Methodology, Data curation. Mansour H. Al-Hashim: Writing-review & editing, Validation, Software, Resources. Mohamed Fathy: Writing-review & editing, Visualization, Validation, Formal analysis, Data curation.

Availability of data and materials

The data supporting the conclusions of this study may be obtained from the corresponding author upon a reasonable request.

Funding

This research was supported by the Researchers Supporting Project number (RSPD2025R781), King Saud University, Riyadh, Saudi Arabia; This research was funded by the Ministry of Science and Higher Education of the Russian Federation (Project No. FSNM-2024-0005).

Declaration of competing interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

The authors extend their appreciation to the Researchers Supporting Project number (RSPD2025R781), King Saud University, Riyadh, Saudi Arabia. The authors express their gratitude to the Egyptian General Petroleum Corporation and General Petroleum Company for supplying the necessary raw materials and geochemical reports from their archives. They are also grateful for the provision of digital logs and permission to publish.

References

[1]

W.S. El Diasty, S.Y. El Beialy, R. Littke, F.A. Farag, Source rock evaluation and nature of hydrocarbons in the Khalda concession, Shushan basin, Egypt ’ s Western Desert, Int. J. Coal Geol. 162 (2016) 45-60, https://doi.org/10.1016/j.coal.2016.05.015.

[2]

A. Saad, T.A. Fattah, H. Holial, A.I. Diab, S. Abou Shagar, Exploration of new hydrocarbon leads in the eastern flank of Abu Gharadig Basin, north Western Desert, Egypt, Alex. Eng. J. 66 (2023) 669-690.

[3]

M.I. Abdel-Fattah, M. Reda, M. Fathy, D.A. Saadawi, F. Alshehri, M.S. Ahmed, Oil-source correlation and Paleozoic source rock analysis in the Siwa Basin, Western Desert: insights from well-logs, Rock-Eval pyrolysis, and biomarker data, Energy Geosci (2024) 100298, https://doi.org/10.1016/j.engeos.2024.100298.

[4]

M. Mamdouh, M. Reda, M.Y.Z. El Din, T.H. Abdelhafeez, 3D petroleum reservoir modelling using seismic and well-log data to assess hydrocarbon potential in Abu Roash (G) Member, Karama oilfield, North-Western Desert, Egypt, Geol. J. 59 (1) (2024) 313-324.

[5]

M.I. Abdel-Fattah, M.A. Sarhan, A.S. Ali, H.A. Hamdan, Structural and petrophysical characteristics of the Turonian “AR/G” reservoirs in heba field (Western Desert, Egypt): integrated approach for hydrocarbon exploration and development, J. Afr. Earth Sci. 207 (2023) 105072.

[6]

D.W. Lewis, D. McConchie, Practical Sedimentology second ed., Springer Science þ Business Media Dordrecht, 1994 https://doi.org/10.1007/978-1-4615-2634-6.

[7]

M.D. Blum, S.B. Marriott, S.F. Leclair, I. Jarvis, Fluvial Sedimentology VII. International Association of Sedimentologists and Published for Them, Blackwell Publishing Ltd, 2005, https://doi.org/10.1002/9781444304213.

[8]

D.A. Martyushev, S. Davoodi, A. Kadkhodaie, M. Riazi, Y. Kazemzadeh, T. Ma, Multiscale and diverse spatial heterogeneity analysis of void structures in reef carbonate reservoirs, Geoenergy Science and Engineering 233 (2024) 212569, https://doi.org/10.1016/j.geoen.2023.212569.

[9]

E.A. Gawad, M. Fathy, M. Reda, H. Ewida, Re-evaluation of the oil potentiality of Matulla Formation in October oilfield, Gulf of Suez, Egypt, using the 3D static reservoir modeling of well logs and seismic data, Egypt. J. Appl. Geophys. Egypt, Egypt. Soc. Appl. Petrophysics 18 (2) (2019) 21-34.

[10]

E.A. Gawad, M. Fathy, M. Reda, H. Ewida, 3D static reservoir modeling, using well logs and seismic data, to reevaluate the oil potentiality of the Upper Rudeis Formation (Asl member) in October oilfield, Gulf of Suez, Egypt, Ann. Geol. Surv. Egypt, Egypt. Miner. Resour. Authority XXXIIV (2020) 216-237.

[11]

M. Reda, M. Fathy, E.A. Gawad, Comprehensive 3D reservoir modelling and basin analysis: an insight into petroleum geology, to reevaluate the hydrocarbon possibilities in the Siwa Basin, North Western Desert, Egypt, Geol. J. 57 (4) (2022) 1600-1616, https://doi.org/10.1002/gj.4362.

[12]

M.M. El Nady, Timing of petroleum generation and source maturity of selected wells in Abu Gharadig Basin, north Western Desert, Egypt, Energy Sources 38 (3) (2016) 391-401, https://doi.org/10.1080/15567036.2013.784832.

[13]

A. El-Bassiony, M. Fahmy, A. Lotfy, B. Esinov, Imaging the Lower Cretaceous complex fault systems using common reflection angle migration, Abu Gharadiq Basin, Western Desert, Egypt, First Break 41 (5) (2023) 51-55.

[14]

S. Hassan, S. Tahoun, M. Darwish, W. Bosworth, A.E. Radwan, The Albian-Cenomanian boundary on the southern Tethyan margin: Abu Gharadig Basin, northern Western Desert, Egypt, Mar. Petrol. Geol. 154 (2023) 106334.

[15]

A.M. Noureldin, W.M. Mabrouk, B. Chikiban, A. Metwally, Formation evaluation utilizing a new petrophysical automation tool and subsurface mapping of the Upper Cretaceous carbonate reservoirs, the southern periphery of the Abu-Gharadig basin, Western Desert, Egypt, J. Afr. Earth Sci. (2023) 104977.

[16]

E.S. Selim, M.A. Sarhan, New stratigraphic hydrocarbon prospects for the subsurface Cretaceous: tertiary succession within Abu Gharadig Basin in the framework of sequence stratigraphic analyses, north Western Desert, Egypt, Euro-Mediterranean J. Environ. Integr. 8 (4) (2023) 969-986.

[17]

W.A. Ali, A.S. Deaf, T. Mostafa, 3D geological and petrophysical modeling of Alam El-Bueib formation using well logs and seismic data in Matruh field, northwestern Egypt, Sci. Rep. 14 (1) (2024) 6849, https://doi.org/10.1038/s41598-024-56825-5.

[18]

A. Abo Bakr, H.H. El Kadi, T. Mostafa, Petrographical and petrophysical rock typing for flow unit identification and permeability prediction in lower cretaceous reservoir AEB_IIIG, Western Desert, Egypt, Sci. Rep. 14 (1) (2024) 5656, https://doi.org/10.1038/s41598-024-56178-z.

[19]

M.F. Abu-Hashish, H. Hamdalla, E. Madian, 3D geological modeling of the Upper Cretaceous reservoirs in GPT oilfield, Abu Sennan area, Western Desert, Egypt, J. Pet. Explor. Prod. Technol. 10 (2) (2020) 371-393, https://doi.org/10.1007/s13202-019-00780-9.

[20]

A.M. Noureldin, W.M. Mabrouk, A. Metwally, Delineating tidal channel feature using integrated post-stack seismic inversion and spectral decomposition applications of the upper cretaceous reservoir Abu Roash/C: a case study from Abu-Sennan oilfield, Western Desert, Egypt, J. Afr. Earth Sci. (2023) 104974.

[21]

A.H. Saleh, A. Henaish, F.S. Ramadan, M.O.A. El Fatah, M. Leila, Petrophysical characterization of the heterogeneous shale-rich oil reservoirs: a case study of the Cenomanian Clastics, Abu sennan concession, north Western Desert of Egypt, Arabian J. Geosci. 16 (6) (2023) 351.

[22]

G. Farrag, A. Bakr, A. Abd-Allah, S. El-Shahawy, Seismic criteria and structural styles for half graben differential inversion: implication for hydrocarbon accumulation, Abu Sennan blocks, Western Desert, Egypt, Environ. Geosci. 28 (1) (2021) 33-42.

[23]

H.H. Abuseda, A.M.A.A. El Sayed, O.M. Elnaggar, Permeability modeling of upper cretaceous Bahariya Formation rocks, Abu Sennan field, Western Desert, Egypt, Arabian J. Geosci. 16 (3) (2023) 211.

[24]

A. Helba, W. Ali, M.A. Fattah, H. Mokhtar, M. Farouk, Poroperm characterization and rock typing of tight carbonate reservoir using core calibrated image perm technique: turonian carbonates in Abu sennan field, Western Desert, Egypt, A case study, in: SPE North Africa Technical Conference and Exhibition, SPE, 2015 D031S024R002.

[25]

A. Sultan, et al., Integration between well logging and seismic reflection techniques for reservoir evaluation of Abu roash “C”, Abu sennan area, Abugharadig basin, Western Desert of Egypt, in: Offshore Mediterranean Conference and Exhibition, OMC, OMC- 2021, 2021.

[26]

A.A. Shehata, M.A. Sarhan, Seismic interpretation and hydrocarbon assessment of the post-rift Cenomanian Bahariya reservoir, beni suef basin, Egypt, J. Pet. Explor. Prod. Technol. 12 (12) (2022) 3243-3261.

[27]

A.A. Shehata, M.A. Sarhan, M.I. Abdel-Fattah, S. Mansour, Geophysical assessment for the oil potentiality of the Abu roash ‘G’ reservoir in west beni suef basin, western Desert, Egypt, J. Afr. Earth Sci. 199 (2023) 104845.

[28]

M.A. Taha, T.H. Abdelhafeez, S.M. El-hady, A.Z. Nooh, W.H. Mohamed, Improving hydrocarbon prospect evaluation at Badr El Din-3 and Badr El Din-15 oilfields by integrating 3D structural modeling and petrophysical analysis for Abu-Gharadig basin, north of Western Desert, Egypt, Arabian J. Sci. Eng. (2022), https://doi.org/10.1007/s13369-022-07038-3.

[29]

M.A. Abd El-Hady, T.A. Hamed, M.A. Abdelwahhab, A new hydrocarbon prospect determination through subsurface and petrophysical evaluation of Abu Roash ‘G’ member in Abu Sennan area, North Western Desert, Egypt, Nat. Sci. 12 (11-30) (2014) 199-218.

[30]

M.A. Abd El-Hady, T.A. Hamed, M.A. Abdelwahhab, A new prospective hydrocarbon determination via subsurface and petrophysical evaluation of the turonian Abu Roash ‘E’ member in Abu sennan area, north Western Desert, Egypt, J. Geol. 59 (2015).

[31]

W.S. El Diasty, J.M. Moldowan, Application of biological markers in the recognition of the geochemical characteristics of some crude oils from Abu Gharadig Basin, north Western Desert-Egypt, Mar. Petrol. Geol. 35 (1) (2012) 28-40, https://doi.org/10.1016/j.marpetgeo.2012.03.001.

[32]

M.A. Abdelwahhab, E.H. Ali, N.A. Abdelhafez, Petroleum system analysis-conjoined 3D-static reservoir modeling in a 3-way and 4-way dip closure setting: insights into petroleum geology of fluvio-marine deposits at BED-2 Field (Western Desert, Egypt), Petroleum 9 (1) (2023) 8-32, https://doi.org/10.1016/j.petlm.2021.06.001.

[33]

R. Turner, M. Ahmed, R. Bissell, L.O. Prothro, A.A. Shehata, R. Coffin, Structural and stratigraphic controls on reservoir architecture: a case study from the lower Oligocene Vicksburg Formation, Brooks County, Texas, Mar. Petrol. Geol. 160 (2024) 106627.

[34]

M. Abukliesh, T. Mostafa, M.Y.Z. El Din, T.H. Abdelhafeez, 3D seismic data interpretation and static reservoir modeling of Mamuniyat formation, I and R oilfields, Murzuq basin, Libya, Iraqi Geol. J. (2024) 275-286.

[35]

M. Abukliesh, T. Mostafa, Z. El Din, T.H. Abdelhafeez, Integrating well logs and core data for Better reservoir characterization of Mamuniyat formation, Murzuq basin, Libya, Iraqi Geol. J. (2024) 1-10.

[36]

A.A. Shehata, M.I. Abdel-Fattah, H.A. Hamdan, M.A. Sarhan, Seismic interpretation and sequence stratigraphic analysis of the Bahariya Formation in the South Umbaraka oilfields (Western Desert, Egypt): insights into reservoir distribution, architecture, and evaluation, Geomech. Geophys. Geo-Energy Geo-Resources 9 (1) (2023) 135.

[37]

S.M.T. Qadri, M.A. Islam, M.R. Shalaby, Three-dimensional petrophysical modelling and volumetric analysis to model the reservoir potential of the Kupe Field, Taranaki Basin, New Zealand, Nat. Resour. Res. 28 (2019) 369-392.

[38]

A.O. Adelu, et al., Application of 3D static modeling for optimal reservoir characterization, J. Afr. Earth Sci. 152 (2019) 184-196.

[39]

S.M.T. Qadri, M.A. Islam, M.R. Shalaby, S.H. Ali, Integration of 1D and 3D modeling schemes to establish the farewell Formation as a self-sourced reservoir in Kupe field, Taranaki basin, New Zealand, Front. Earth Sci. (2020) 1-18.

[40]

S.M.T. Qadri, W. Ahmed, A.K.M.E. Haque, A.E. Radwan, M.H. Hakimi, A.K. Abdel Aal, Murree clay problems and water-based drilling mud optimization: a case study from the Kohat Basin in Northwestern Pakistan, Energies 15 (9) (2022) 3424.

[41]

N.A. El Sayeda, A.M.A. El Sayed, Egypt, Petrophysical modelling for the Bahariya Formation, Procedia Earth Planet. Sci. 15 (2015) 518-525, https://doi.org/10.1016/j.proeps.2015.08.068.

[42]

C. Octavian, M. Khalifa, H. Wanas, Sequence stratigraphy of the lower Cenomanian Bahariya Formation, Bahariya Oasis, Western Desert, Egypt, Sediment. Geol. 190 (2006) 121-137, https://doi.org/10.1016/j.sedgeo.2006.05.010.

[43]

I. Salem, H. Ghazala, W. El, Prospect evaluation of BED 3 and Sitra oilfields, Abu Gharadig Basin, north Western Desert, Egypt, NRIAG J. Astron. Geophys. 4 (2) (2015) 222-235, https://doi.org/10.1016/j.nrjag.2015.09.002.

[44]

W. Meshref, H. Hammauda, Magnetic and gravity investigation of deep oil prospects in the Gulf of Suez, in: SEG Technical Program Expanded Abstracts 1982, 2005, pp. 365-367, https://doi.org/10.1190/1.1826979.

[45]

A.M. El Gazzar, A.R. Moustafa, P. Bentham, Structural evolution of the Abu Gharadig field area, northern Western Desert, Egypt, J. Afr. Earth Sci. 124 (2016) 340-354, https://doi.org/10.1016/j.jafrearsci.2016.09.027.

[46]

W. Bosworth, G. Tari, Hydrocarbon accumulation in basins with multiple phases of extension and inversion: examples from the Western Desert (Egypt) and the Western Black Sea, Solid Earth (12) (2021) 1-19, https://doi.org/10.5194/se-12-59-2021.

[47]

T.F. Shazly, A.Z. Nouh, Determination of some reservoir characteristics of the Bahariya Formation in Bed-1 field, Western Desert, Egypt, by using the repeat formation tester, Petrol. Sci. Technol. 31 (7) (2013) 763-774, https://doi.org/10.1080/10916466.2010.531603.

[48]

M. Halisch, A. Weller, C. Sattler, W. Debschütz, A.M. El-sayed, A complex core-log case study of an anisotropic sandstone, originating from Bahariya Formation, Abu Gharadig Basin, Egypt, Petrophysics 50 (December) (2015) 478-497.

[49]

I. Salem, H. Ghazala, W. El Diasty, Prospect evaluation of BED 3 and Sitra oilfields, Abu Gharadig Basin, north Western Desert, Egypt, NRIAG J. Astron. Geophys. 4 (2) (2015) 222-235, https://doi.org/10.1016/j.nrjag.2015.09.002.

[50]

T.R. El-Qalamoshy, M.I. Abdel-Fattah, M. Reda, T.H. Abdelhafeez, S.S.S. Azzam, M. Mosaad, A multi-disciplinary approach for trap identification in the Southern Meleiha Area, North Western Desert, Egypt: integrating seismic, well log, and fault seal analysis, Geomech. Geophys. Geo-Energy Geo-Resources 9 (1) (2023) 157.

[51]

M. Reda, T. Mostafa, A. Raef, M. Fathy, F. Alshehri, M. Ahmed, Hydrocarbon Reservoir Characterization in the Challenging Structural Setting of Southern Gulf of Suez: Synergistic Approach of Well Log Analyses and 2D Seismic Data Interpretation, 2024.

[52]

M. Reda, M. Fathy, E.A. Gawad, Comprehensive 3D reservoir modelling and basin analysis: an insight into petroleum geology to re-evaluate the hydrocarbon possibilities in the Siwa Basin, North-Western Desert, Egypt, Geol. J. 57 (4) (2022) 1600-1616.

[53]

A. Bakr, M. Reda, M. Fathy, Application of 3D static modelling and reservoir characterisation for optimal field development: a case study from the Kharita Formation, Karam field, Western Desert, Egypt, First Break 41 (11) (2023) 43-51.

[54]

M.A. Younes, Crude Oil Exploration in the World, IntechOpen, London, United Kingdom, 2012, https://doi.org/10.5772/2676.

[55]

E. G. P. C. (EGPC), Western Desert, oil and gas fields (A comprehensive overview),in:EGPC 11th Petroleum Exploration and Production Conference, 1992, p. 431.

[56]

S.M.T. Qadri, M.A. Islam, M.R. Shalaby, Application of well log analysis to estimate the petrophysical parameters and evaluate the reservoir quality of the Lower Goru Formation, Lower Indus Basin, Pakistan, Geomech. Geophys. Geo-Energy Geo-Resources 5 (2019) 271-288.

[57]

S.M.T. Qadri, M.A. Islam, M.R. Shalaby, A.K.A. El-Aal, Reservoir quality evaluation of the Farewell sandstone by integrating sedimentological and well log analysis in the Kupe South Field, Taranaki Basin-New Zealand, J. Pet. Explor. Prod. 11 (2021) 11-31.

[58]

M.A. Abd Elhady, M. Fathy, T. Hamed, M. Reda, Petroleum evaluation through subsurface and petrophysical studies of Hammam Faraun member of Belayim formation, Bakr oilfield, Gulf of Suez, Egypt, Nat. Sci. 13 (4) (2015) 59-78.

[59]

M. Reda, M. Fathy, M. Mosaad, F. Alshehri, M.S. Ahmed, 3D static modeling and sequence stratigraphy using well logs and seismic data: an example of Abu Roash G member in Bahga oilfield, Energy Geosci 5 (3) (2024) 100303.

[60]

T.R. El-Qalamoshy, T.H. Abdelhafeez, S. Shebl, M. Reda, M. Mossad, Detecting Fault trends using seismic attributes: a case study of the southern part of Meleiha, north Western Desert, Egypt, Al-Azhar Bull. Sci. 34 (3) (2024) 9.

[61]

Schlumberger, Log Interpretation Charts, 2009th ed., Schlumberger, 2009.

[62]

Schlumberger, Well Evaluation Conference. Egypt,Schlumberger & EGPC, 1995.

[63]

Schlumberger, Introduction to Well Testing, Schlumberger, 1998, https://doi.org/10.1142/9781848160736_0001.

[64]

G.R. Pickett, Pattern recognition as a means of formation evaluation, Log. Anal. 14 (4) (1973).

[65]

H.W.R. Clavier, D. Meunier, Quantitative interpretation of TDT logs; Part 1 and 11, J. Petrol. Technol. (6) (1971).

[66]

E. Makarian, A.B.M.N. Abad, et al., An efficient and comprehensive poroelastic analysis of hydrocarbon systems using multiple data sets through laboratory tests and geophysical logs: a case study in an iranian hydrocarbon reservoir, Carbonates Evaporites 38 (2023) 37, https://doi.org/10.1007/s13146-023-00861-1.

[67]

E.A. Gawad, M. Fathy, M. Reda, H. Ewida, Source rock evaluation of the Central Gulf of Suez, Egypt: a 1D basin modelling and petroleum system analysis, Geol. J. 56 (7) (2021) 3850-3867.

[68]

E.A. Gawad, M. Fathy, M. Reda, H. Ewida, Petroleum geology: 3D reservoir modelling in the central Gulf of Suez, Egypt, to estimate the hydrocarbon possibility via petrophysical analysis and seismic data interpretation, Geol. J. 56 (10) (2021) 5329-5342.

[69]

A. Mansour, T. Gentzis, M. El Nady, F. Mostafa, S. Tahoun, Hydrocarbon potential of the Albian-early Cenomanian formations (Kharita-Bahariya) in the north Western Desert, Egypt: a review, J. Pet. Sci. Eng. 193 (2020) 107440, https://doi.org/10.1016/j.petrol.2020.107440.

[70]

D.A. Martyushev, I.N. Ponomareva, et al., Deformation of the void space of pores and fractures of carbonates: comprehensive analysis of core and field data, Energy Geoscience 6 (1) (2025) 100364, https://doi.org/10.1016/j.engeos.2024.100364.

[71]

R. Brackenridge, V. Demyanov, O. Vashutin, R. Nigmatullin, Improving subsurface characterisation with ‘Big data’ mining and machine learning, Energies 15 (Jan. 2022) 1070, https://doi.org/10.3390/en15031070.

[72]

R. Said, A.A.Balkema, The Geology of Egypt, Rotterdam, 1990.

[73]

M. El Nady, M. Hammad, Evaluation of cretaceous hydrocarbon source rock in Badr El Din concession, north Western Desert, Fuel 20 (2000) 25-51.

PDF (42891KB)

0

Accesses

0

Citation

Detail

Sections
Recommended

/