Technical Papers
Feb 25, 2023

Insights into the Multiscale Conductivity Mechanism of Marine Shales from Wufeng–Longmaxi Formation in the Southern Sichuan Basin of China

Publication: Journal of Energy Engineering
Volume 149, Issue 3

Abstract

Gas-bearing capacity is an important feature in the evaluation of the different properties of shale. The calculation of adsorbed gas and free gas content is the focus of the shale gas-bearing capacity evaluation, for which gas saturation is a key parameter. In the present study, the target area was the marine shales of the Wufeng–Longmaxi Formation in the Dingshan, Jiaoshiba, and Changning areas of the southern Sichuan Basin in China, while the purpose of the study was the more effective characterization of Langmuir’s volume and Langmuir’s pressure using well-logging data. The application of new well-logging technologies in the evaluation of shale gas-bearing capacity is seldom studied, and the conventional sand-mudstone saturation models calculate the shale gas-bearing capacity with low accuracy. Therefore, this study systematically analyzed the shale conductivity mechanism, which laid the foundation for a new calculation model for shale gas saturation. The analysis results of the influencing factors of shale conductivity in the study area showed that the resistivity of shale in the interlayer is mainly affected by the thin low-resistivity layers, and the resistivity of shale in laminates is affected by clay minerals, pyrite, overmature conductive organic matter, and pore fluids. Moreover, this study further clarified the main controlling factors of the conductivity mechanism by implementing a multiscale analysis. Herein, on the meter-scale, the influence of thin low-resistivity layers on the shale resistivity was characterized based on a horizontal resistivity model; on the centimeter-scale, the influence of pore fluids on shale resistivity was investigated based on the rock electrical experiments; and on the nanometer-scale, the influence of clay minerals, pyrite, and organic materials on shale resistivity was examined based on digital rock technology and numerical simulation of the electrical properties. The results showed that the factors affecting the conductivity of the shale, from the strongest to the weakest, are conductive organic matter, thin low-resistivity layer, clay mineral, pore water, and pyrite, respectively.

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Data Availability Statement

All data that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

This work was supported by the Youth Program of National Natural Science Foundation of China (Grant No. 42204105), the China Postdoctoral Science Foundation (Grant No. 2021M700525), the National Natural Science Foundation of Shaanxi Province of China (Grant No. 2022JQ-293), the High-level Innovation and Entrepreneurship Talent Program of Qinchuangyuan (Grant No. QCYRCXM-2022-24), and the National Natural Science Foundation of Shandong Province of China (Grant No. ZR2022QD080).
Author Contributions: Huaimin Dong: investigation, writing-original draft preparation and funding acquisition; Xin Zeng: investigation, petrophysical experiment and methodology; Dalin Zhou: data curation and images processing; Jinjiang Zhu: visualization and data processing; Naser Golsanami: supervision, writing-reviewing and editing; language editing; Jianmeng Sun: conceptualization, supervision and funding acquisition; and Yihuai Zhang: writing-reviewing and editing.

References

Abbasi, G. R., A. Al-Yaseri, F. U. R. Awan, A. Isah, A. Keshavarz, and S. Iglauer. 2021. “Effect of rock wettability on the electric resistivity of hydrate formations: An experimental investigation.” Energy Fuels 35 (24): 20037–20045. https://doi.org/10.1021/acs.energyfuels.1c03171.
Afagwu, C., M. A. Mahmoud, S. Alafnan, and S. Patil. 2022. “Multiscale storage and transport modeling in unconventional shale gas: A review.” J. Pet. Sci. Eng. 208 (Jan): 109518. https://doi.org/10.1016/j.petrol.2021.109518.
Chalmers, G. R. L., and R. M. Bustin. 2007. “The organic matter distribution and methane capacity of the lower cretaceous strata of Northeastern British Columbia, Canada.” Int. J. Coal Geol. 70 (1–3): 223–239. https://doi.org/10.1016/j.coal.2006.05.001.
Chen, Q. 2018. “Characteristics of shale gas in Middle Permian Tongziyan Formation in Fujian Province.” Coal Geol. Explor. 46 (4): 79–85.
Connolly, P. R. J., W. Yan, D. Zhang, M. Mahmoud, M. Verrall, M. Lebedev, S. Iglauer, P. J. Metaxas, E. F. May, and K. L. Johns. 2019. “Simulation and experimental measurements of internal magnetic field gradients and NMR transverse relaxation times (T2) in sandstone rocks.” J. Pet. Sci. Eng. 175 (Apr): 985–997. https://doi.org/10.1016/j.petrol.2019.01.036.
Cui, H., F. Liang, C. Ma, N. Zhong, Y. Sha, and W. Ma. 2019. “Pore evolution characteristics of Chinese marine shale in the thermal simulation experiment and the enlightenment for gas shale evaluation in South China.” Geosci. J. 23 (4): 595–602. https://doi.org/10.1007/s12303-018-0066-4.
Curtis, J. B. 2002. “Fractured shale-gas systems.” AAPG Bull. 86 (11): 1921–1938. https://doi.org/10.1306/61EEDDBE-173E-11D7-8645000102C1865D.
Dai, J., et al. 2016. “Geochemical characteristics of marine and terrestrial shale gas in China.” Mar. Pet. Geol. 76 (Sep): 444–463. https://doi.org/10.1016/j.marpetgeo.2016.04.027.
Dai, J., et al. 2021. “2021–2025 is a period of great development of China’s natural gas industry: Suggestions on the exploration and development of natural gas during the 14th five-year plan in China.” J. Nat. Gas Geosci. 6 (4): 183–197. https://doi.org/10.1016/j.jnggs.2021.08.001.
Dong, D., et al. 2018a. “Factors controlling microfractures in black shale: A case study of Ordovician Wufeng formation–Silurian Longmaxi formation in Shuanghe Profile, Changning area, Sichuan Basin, SW China.” Pet. Explor. Dev. 45 (5): 818–829. https://doi.org/10.1016/S1876-3804(18)30085-5.
Dong, H., J. Sun, M. Arif, Y. Zhang, W. Yan, S. Iglauer, and N. Golsanami. 2022. “Digital rock-based investigation of conductivity mechanism in low-resistivity gas hydrate reservoirs: Insights from the Muli area’s gas hydrates.” J. Pet. Sci. Eng. 218 (Nov): 110988. https://doi.org/10.1016/j.petrol.2022.110988.
Dong, H., J. Sun, N. Golsanami, L. Cui, L. Jiang, G. Yan, W. Yan, and Y. Li. 2018b. “A method to construct high-precision complex pore digital rock.” J. Geophys. Eng. 15 (6): 2695–2703. https://doi.org/10.1088/1742-2140/aae04e.
Dong, H., J. Sun, J. Zhu, Z. Lin, L. Cui, W. Yan, and Z. Xiong. 2019a. “Quantitative characterization and characteristic analysis of pore structure of shale-gas reservoir in the Sichuan Basin, China.” Interpretation 7 (4): SJ23–SJ32. https://doi.org/10.1190/INT-2018-0169.1.
Dong, H., J. Sun, J. Zhu, L. Liu, Z. Lin, N. Golsanami, L. Cui, and W. Yan. 2019b. “Developing a new hydrate saturation calculation model for hydrate-bearing sediments.” Fuel 248 (Jul): 27–37. https://doi.org/10.1016/j.fuel.2019.03.038.
Fan, Y., S. Deng, and C. Zhou. 1997. “On the parameters of Archie formula for shaly sand with low salinity.” [In Chinese.] Well-Logging Technol. 21 (3): 200–204.
Feng, Z., D. Liu, S. Huang, W. Wu, D. Dong, W. Peng, and W. Han. 2016. “Carbon isotopic composition of shale gas in the Silurian Longmaxi Formation of the Changning area, Sichuan Basin.” Pet. Explor. Dev. 43 (5): 769–777. https://doi.org/10.1016/S1876-3804(16)30092-1.
Fu, C. 2014. “China’s shale gas and shale oil resources: Opportunities and challenges.” Energy Explor. Exploit. 32 (5): 759–769. https://doi.org/10.1260/0144-5987.32.5.759.
Gao, S., Z. Hu, W. Guo, L. Zuo, and R. Shen. 2013. “Water absorption characteristics of gas shale and the fracturing fluid flowback capacity.” [In Chinese.] Nat. Gas Ind. 33 (12): 71–76.
Glover, P. W. J., M. J. Hole, and J. Pous. 2000. “A modified Archie’s law for two conducting phases.” Earth Planet. Sci. Lett. 180 (3–4): 369–383. https://doi.org/10.1016/S0012-821X(00)00168-0.
Golsanami, N., E. Bakhshi, W. Yan, H. Dong, E. Barzgar, G. Zhang, and S. Mahbaz. 2020. “Relationships between the geomechanical parameters and Archie’s coefficients of fractured carbonate reservoirs: A new insight.” Energy Sources Part A (Nov): 1–25. https://doi.org/10.1080/15567036.2020.1849463.
Golsanami, N., M. N. Jayasuriya, W. Yan, S. G. Fernando, X. Liu, L. Cui, X. Zhang, Q. Yasin, H. Dong, and X. Dong. 2022. “Characterizing clay textures and their impact on the reservoir using deep learning and lattice-Boltzmann simulation applied to SEM images.” Energy 240 (Feb): 122599. https://doi.org/10.1016/j.energy.2021.122599.
Gou, Q., S. Xu, F. Hao, Y. Lu, A. Zhang, Y. Wang, X. Cheng, and J. Qing. 2018. “Characterization method of shale pore structure based on nano-CT: A case study of Well JY-1.” [In Chinese.] Acta Pet. Sin. 39 (11): 1253–1261.
Guo, J., D. Zhao, X. Liang, K. Yang, H. Li, and D. Long. 2020. “Quantitative characterization of shale nanopore structure: A case study of Wufeng Formation in southeastern Sichuan.” Lithologic Reservoirs 32 (5): 113–121.
Guo, X., D. Hu, X. Wei, and Y. Li. 2016. “Main controlling factors on shale fractures and their influences on production capacity in Jiaoshiba area, the Sichuan Basin.” Oil Gas Geol. 37 (6): 799–808. https://doi.org/10.11743/ogg20160601.
Hamamoto, S., P. Moldrup, K. Kawamoto, and T. Komatsu. 2010. “Excluded-volume expansion of Archie’s law for gas and solute diffusivities and electrical and thermal conductivities in variably saturated porous media.” Water Resour. Res. 46 (6): 6514. https://doi.org/10.1029/2009WR008424.
Han, C., Z. Jiang, M. Han, M. Wu, and W. Lin. 2016. “The lithofacies and reservoir characteristics of the Upper Ordovician and Lower Silurian black shale in the Southern Sichuan Basin and its periphery, China.” Mar. Pet. Geol. 75 (Aug): 181–191. https://doi.org/10.1016/j.marpetgeo.2016.04.014.
He, S., Q. Qin, H. Li, and S. Zhao. 2022. “Geological characteristics of deep shale gas in the Silurian Longmaxi Formation in the Southern Sichuan Basin, China.” Front. Earth Sci. 9 (Jan): 818155. https://doi.org/10.3389/feart.2021.818155.
Hu, Z., R. Wang, Z. Liu, G. Liu, D. Feng, Z. Yang, and P. Wang. 2021. “Source-reservoir characteristics and coupling evaluations for the lower Jurassic lacustrine shale gas reservoir in the Sichuan Basin.” Earth Sci. Front. 28 (1): 261–272. https://doi.org/10.13745/j.esf.sf.2020.5.24.
Huang, J., C. Zou, J. Li, D. Dong, S. Wang, S. Wang, and K. Cheng. 2012. “Shale gas generation and potential of the lower Cambrian Qiongzhusi formation in the Southern Sichuan Basin, China.” Pet. Explor. Dev. 39 (1): 75–81. https://doi.org/10.1016/S1876-3804(12)60017-2.
Hunt, A. G. 2004. “Continuum percolation theory and Archie’s law.” Geophys. Res. Lett. 31 (19): L19503. https://doi.org/10.1029/2004GL020817.
Keehm, Y., T. Mukerji, and A. Nur. 2001. “Computational rock physics at the pore scale: Transport properties and diagenesis in realistic pore geometries.” Leading Edge 20 (2): 180–183. https://doi.org/10.1190/1.1438904.
Kennedy, W. D., D. C. Herrick, and T. Yao. 2001. “Calculating water saturation in electrically anisotropic media.” Petrophysics 42 (2): 118–136.
Klein, J. D., P. R. Martin, and D. F. Allen. 1997. “The petrophysics of electrically anisotropic reservoirs.” The Log Analyst 38 (3): 25–36.
Li, D., J. Li, S. Wang, and X. Li. 2009. “Analysis of controls on gas shale reservoirs.” Nat. Gas Ind. 29 (5): 22–26.
Li, J., et al. 2018. “New progress in basic natural gas geological theories and future exploration targets in China.” Nat. Gas Ind. 38 (4): 37–45.
Li, S., J. Yang, B. Jiang, Q. Jiang, X. Wei, and L. Yang. 2022. “Analysis of physical properties and influencing factors of Longmaxi shale in Sichuan Basin.” J. Energy Eng. 148 (6): 04022034. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000856.
Li, X., Y. Wang, J. Zhang, M. Guo, P. Zhao, H. Xu, J. Yang, and F. Wang. 2016. “Pore characteristics of shale gas reservoirs from the Lower Paleozoic in the southern Sichuan Basin, China.” J. Nat. Gas Geosci. 1 (3): 195–202. https://doi.org/10.1016/j.jnggs.2016.07.002.
Li, Y., H. Lv, Y. Zhang, X. Zhang, D. Shao, J. Yan, and T. Zhang. 2015. “U-Mo covariation in marine shales of Wufeng-Longmaxi Formations in Sichuan Basin, China and its implication for identification of watermass restriction.” Geochimica 44 (2): 109–116.
Liao, Q., J. Ni, Q. Chen, H. Chen, and W. Huang. 2014. “The application of shale gas well test technology in multi-staged fracturing horizontal well.” [In Chinese.] Sci. Technol. Eng. 14 (14): 171–174.
Liu, J., J. Sheng, and W. Huang. 2019. “Experimental investigation of microscopic mechanisms of surfactant-enhanced spontaneous imbibition in shale cores.” Energy Fuels 33 (8): 7188–7199. https://doi.org/10.1021/acs.energyfuels.9b01324.
Liu, R., et al. 2022. “Impact of minerals and sealing systems on the pore characteristics of the Qiongzhusi formation shale in the Southern Sichuan Basin.” ACS Omega 7 (18): 15821–15840. https://doi.org/10.1021/acsomega.2c00869.
Liu, X., Y. Lu, Y. Lu, L. Chen, Y. Ma, and C. Wang. 2018. “The application of geostatistical inversion in shale lithofacies prediction: A case study of the Lower Silurian Longmaxi marine shale in Fuling area in the southeast Sichuan Basin, China.” Marine Geophys. Res. 39 (3): 421–439. https://doi.org/10.1007/s11001-017-9317-4.
Liu, X., J. Sun, and H. Wang. 2009. “Numerical simulation of rock electrical properties based on digital cores.” Appl. Geophys. 6 (1): 1–7. https://doi.org/10.1007/s11770-009-0001-6.
Liu, Z., T. Liu, and J. Yan. 1998. “Analysis of the effects of temperature, pressure, shaliness, wettability and experimental approach on Archie equation.” Well-Logging Technol. 22 (4): 7–12.
Ma, Y., X. Cai, and P. Zhao. 2018. “China’s shale gas exploration and development: Understanding and practice.” Pet. Explor. Dev. 45 (4): 589–603. https://doi.org/10.1016/S1876-3804(18)30065-X.
Memon, A., A. Li, W. Han, and W. Tian. 2019. “Effect of gas adsorption-induced pore radius and effective stress on shale gas permeability in slip flow: New insights.” Open Geosci. 11 (1): 948–960. https://doi.org/10.1515/geo-2019-0073.
Ni, X., G. Xu, S. Xu, J. Feng, K. Bie, and D. Liu. 2018. “Analysis of influencing factors of polarization angle of dual laterolog apparent resistivity curves at stratigraphic interface.” Pet. Geol. Recovery Effic. 25 (2): 15–19. https://doi.org/10.13673/j.cnki.cn37-1359/te.2018.02.003.
Nie, H., and Z. Jin. 2016. “Source rock and cap rock controls on the Upper Ordovician Wufeng Formation–Lower Silurian Longmaxi Formation shale gas accumulation in the Sichuan Basin and its peripheral areas.” Acta Geol. Sin. 90 (3): 1059–1060. https://doi.org/10.1111/1755-6724.12752.
Nie, H., Z. Jin, X. Ma, Z. Liu, T. Lin, and Z. Yang. 2017. “Graptolites zone and sedimentary characteristics of Upper Ordovician Wufeng Formation-Lower Silurian Longmaxi Formation in Sichuan Basin and its adjacent areas.” Acta Pet. Sin. 38 (2): 160–174.
Qiu, N., W. Liu, X. Fu, W. Li, Q. Xu, and C. Zhu. 2021. “Maturity evolution of Lower Cambrian Qiongzhusi Formation shale of the Sichuan Basin.” Mar. Pet. Geol. 128 (Jun): 105061. https://doi.org/10.1016/j.marpetgeo.2021.105061.
Sasaki, Y. 1999. “3D resistivity inversion using the finite-element method.” Geophysics 59 (12): 1839–1848. https://doi.org/10.1190/1.1443571.
Shi, W., C. Zhang, Z. Zhang, S. Xie, Y. Shi, and Y. Ren. 2015. “Log evaluation of gas content from Jiaoshiba shale gas reservoir in Fuling gas field.” Well-Logging Technol. 39 (3): 357–362.
Song, J., M. Tong, H. Yu, Z. Guo, and X. Liang. 2013. “Design and application of 0.2 meter high resolution dual laterolog tool.” Well-Logging Technol. 37 (5): 531–536.
Sun, D., and R. Chu. 1994. “A theoretical and experimental study for saturation exponent, N.” Acta Pet. Sin. 15 (4): 66–72.
Sun, F., J. Sun, X. Zeng, W. Yuan, J. Zhang, W. Yan, and W. Yan. 2022a. “Analysis of the influencing factors on electrical properties and evaluation of gas saturation in marine shales: A case study of the Wufeng-Longmaxi formation in Sichuan Basin.” Front. Earth Sci. 10 (Aug): 824352. https://doi.org/10.3389/feart.2022.824352.
Sun, J., H. Dong, M. Arif, L. Yu, Y. Zhang, N. Golsanami, and W. Yan. 2021. “Influence of pore structural properties on gas hydrate saturation and permeability: A coupled pore-scale modelling and X-ray computed tomography method.” J. Nat. Gas Sci. Eng. 88 (Apr): 103805. https://doi.org/10.1016/j.jngse.2021.103805.
Sun, J., J. Wu, D. Yu, and X. Xu. 2006. “Influential factors in Archie parameters experiment.” [In Chinese.] Pet. Geol. Oilfield Dev. Daqing 25 (2): 39–41.
Sun, Y., B. Bai, and M. Wei. 2015. “Microfracture and surfactant impact on linear cocurrent brine imbibition in gas-saturated shale.” Energy Fuels 29 (3): 1438–1446. https://doi.org/10.1021/ef5025559.
Sun, Z., Z. He, F. Wang, Y. Han, S. He, Y. Hou, J. Luo, Y. Zheng, and S. Wu. 2022b. “Occurrence characteristics of saline-lacustrine shale-oil in the Qianjiang depression, Jianghan Basin, Central China.” J. Earth Sci. 33 (4): 945–962. https://doi.org/10.1007/s12583-020-1110-7.
Tan, W., R. Lafferty, and T. J. Neville. 2014. “Solving complex dual-water equation using dielectric-NMR-spectroscopy and conventional logs.” Petrophysics 55 (1): 14–23.
Wang, G., S. Long, Y. Ju, C. Huang, and Y. Peng. 2018. “Application of horizontal wells in three-dimensional shale reservoir modeling: A case study of Longmaxi-Wufeng shale in Fuling gas field, Sichuan Basin.” AAPG Bull. 102 (11): 2333–2354. https://doi.org/10.1306/05111817144.
Wang, Y., X. Li, H. Wang, W. Wu, S. Jiang, B. Chen, J. Shen, and G. Zhou. 2020. “Prediction of organic matter carbonization zones of the Lower Silurian Longmaxi formation in the Middle-Upper Yangtze region, China.” J. Nat. Gas Geosci. 5 (3): 105–116. https://doi.org/10.1016/j.jnggs.2020.05.003.
Wang, Y., S. Xu, F. Hao, Y. Lu, Z. Shu, D. Yan, and Y. Lu. 2019. “Geochemical and petrographic characteristics of Wufeng-Longmaxi shales, Jiaoshiba area, southwest China: Implication for organic matter differential accumulation.” Mar. Pet. Geol. 102 (Apr): 138–154. https://doi.org/10.1016/j.marpetgeo.2018.12.038.
Wang, Z. 2014. “Practice and cognition of shale gas horizontal well fracturing stimulation in Jiaoshiba of Fuling area.” Oil Gas Geol. 35 (3): 425–430.
Wang, Z. 2019. “Reservoir formation conditions and key efficient exploration & development technologies for marine shale gas fields in Fuling area, South China.” Acta Pet. Sin. 40 (3): 370–382. https://doi.org/10.1016/j.ptlrs.2018.06.008.
Xia, H., Y. Wang, H. Liu, and S. Yang. 2001. “On enhancing vertical resolution of dual lateral resistivity logs based on ARI logging.” Well-Logging Technol. 25 (2): 114–118.
Xu, L., Z. Liu, Y. Wen, X. Zhou, and F. Luo. 2020. “Shale gas reservoir and gas-bearing properties of middle Niutitang formation in Western Hubei.” Spec. Oil Gas Reservoirs 27 (4): 1–9.
You, L., X. Wu, Y. Kang, H. Zhang, and X. Yang. 2016. “Non-Archie phenomenon of the tight sandstone’s electrical parameters.” Prog. Geophys. 31 (5): 2226–2231. https://doi.org/10.6038/pg20160547.
Zeng, X., J. Sun, W. Yan, R. Cui, W. Yuan, W. Yan, and X. Dong. 2020. “New insight into the petrophysical characterization of shales with different fluid saturation states based on nuclear magnetic resonance experiments.” Energy Fuels 34 (5): 5599–5610. https://doi.org/10.1021/acs.energyfuels.0c00093.
Zhang, J., S. Li, L. Wang, F. Chen, and B. Geng. 2017. “A new method for calculating gas saturation of low-resistivity shale gas reservoirs.” Nat. Gas Ind. B 4 (5): 346–353. https://doi.org/10.1016/j.ngib.2017.09.004.
Zhang, T., G. S. Ellis, S. C. Ruppel, K. Milliken, and R. Yang. 2012. “Effect of organic-matter type and thermal maturity on methane adsorption in shale-gas systems.” Org. Geochem. 47 (3): 120–131. https://doi.org/10.1016/j.orggeochem.2012.03.012.
Zhao, P., X. Li, J. Sun, S. Lai, T. Fu, G. Su, and X. Tian. 2014. “Study on mineral composition and brittleness characteristics of shale gas reservoirs from the Lower Paleozoic in the Southern Sichuan Basin.” Geoscience 28 (2): 396–403.
Zhao, S., Y. Yang, J. Zhang, L. Wang, X. Wang, C. Luo, and C. Tian. 2016. “Micro-layers division and fine reservoirs contrast of Lower Silurian Longmaxi Formation shale, Sichuan Basin, SW China.” Nat. Gas Geosci. 27 (3): 470–487.
Zou, C., S. Pan, Z. Jing, J. Gao, Z. Yang, S. Wu, and Q. Zhao. 2020a. “Shale oil and gas revolution and its impact.” Acta Pet. Sin. 41 (1): 1–12.
Zou, C., Z. Yang, S. Sun, Q. Zhao, W. Bai, H. Liu, S. Pan, S. Wu, and Y. Yuan. 2020b. “Exploring petroleum inside source kitchen: Shale oil and gas in Sichuan Basin.” Sci. China: Earth Sci. 63 (7): 934–953. https://doi.org/10.1007/s11430-019-9591-5.

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Journal of Energy Engineering
Volume 149Issue 3June 2023

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Received: Jun 21, 2022
Accepted: Jan 9, 2023
Published online: Feb 25, 2023
Published in print: Jun 1, 2023
Discussion open until: Jul 25, 2023

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Huaimin Dong [email protected]
Associate Professor, School of Geological Engineering and Geomatics, Chang’an Univ., Xi’an 710054, China (corresponding author). Email: [email protected]
Lecturer, School of Geosciences, China Univ. of Petroleum, Qingdao 266580, China. Email: [email protected]
Engineer, Changqing Oilfield Company, No. 12 Oil Production Plant, PetroChina, Xi’an 710200, China. Email: [email protected]
Jinjiang Zhu [email protected]
Engineer, Changqing Oilfield Company, No. 12 Oil Production Plant, PetroChina, Xi’an 710200, China. Email: [email protected]
Associate Professor, College of Energy and Mining Engineering, Shandong Univ. of Science and Technology, Qingdao 266590, China. ORCID: https://orcid.org/0000-0002-5212-8677. Email: [email protected]
Jianmeng Sun [email protected]
Professor, School of Geosciences, China Univ. of Petroleum, Qingdao 266580, China. Email: [email protected]
Yihuai Zhang [email protected]
Lecturer, James Watt School of Engineering, Univ. of Glasgow, Glasgow G12 8QQ, UK. Email: [email protected]

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