Physical-property cutoffs of tight reservoirs by field and laboratory experiments: a case study from Chang 6, 8–9 in Ordos Basin

Bingbing SHI, Xiangchun CHANG, Zhongquan LIU, Ye LIU, Tianchen GE, Pengfei ZHANG, Yongrui WANG, Yue WANG, Lixin MAO

PDF(9291 KB)
PDF(9291 KB)
Front. Earth Sci. ›› 2021, Vol. 15 ›› Issue (2) : 471-489. DOI: 10.1007/s11707-020-0851-z
RESEARCH ARTICLE
RESEARCH ARTICLE

Physical-property cutoffs of tight reservoirs by field and laboratory experiments: a case study from Chang 6, 8–9 in Ordos Basin

Author information +
History +

Abstract

Tight sandstone reservoirs are generally characterized by complex reservoir quality, non-Darcy flow, and strong heterogeneity. Approaches utilized for evaluating physical property cutoffs of conventional reservoirs maybe inapplicable. Thus, a comprehensive investigation on physical property cutoffs of tight sandstone reservoirs is crucial for the reserve evaluation and successful exploration. In this study, a set of evaluation approaches take advantage of field operations (i.e., core drilling, oil testing, and wireline well logging data), and simulation experiments (i.e., high-pressure mercury injection-capillary pressure (MICP) experiment, oil-water relative permeability experiment, nuclear magnetic resonance (NMR) experiment, and biaxial pressure simulation experiment) were comparatively optimized to determine the physical property cutoffs of effective reservoirs in the Upper Triassic Chang 6, Chang 8 and Chang 9 oil layers of the Zhenjing Block. The results show that the porosity cutoffs of the Chang 6, Chang 8, and Chang 9 oil layers are 7.9%, 6.4%, and 8.6%, and the corresponding permeability are 0.08 mD, 0.05 mD, and 0.09 mD, respectively. Coupled with wireline well logging, mud logging, and oil testing, the cut-off of the thickness of single-layer effective reservoirs are approximately 3.0 m, 3.0 m, and 2.0 m, respectively. Depending on the cutoffs of critical properties, a superimposed map showing the planar distribution of the prospective targets can be mapped, which may delineate the effective boundary of prospective targets for petroleum exploration of tight sandstone reservoirs.

Graphical abstract

Keywords

tight sandstone reservoirs / cutoffs of petrophysical property / field operations / simulation experiments / Yanchang Formation / Ordos Basin

Cite this article

Download citation ▾
Bingbing SHI, Xiangchun CHANG, Zhongquan LIU, Ye LIU, Tianchen GE, Pengfei ZHANG, Yongrui WANG, Yue WANG, Lixin MAO. Physical-property cutoffs of tight reservoirs by field and laboratory experiments: a case study from Chang 6, 8–9 in Ordos Basin. Front. Earth Sci., 2021, 15(2): 471‒489 https://doi.org/10.1007/s11707-020-0851-z

References

[1]
Abedini A, Torabi F (2015). Pore size determination using normalized J-function for different hydraulic flow units. Petroleum, 1(2): 106–111
CrossRef Google scholar
[2]
Adebayo A R, Bageri B S, Jaberi J A, Salin R B (2020). A calibration method for estimating mudcake thickness and porosity using NMR data. J Petrol Sci Eng, 195: 107582
CrossRef Google scholar
[3]
Aguilera R (2014). Flow units: from conventional to tight-gas to shale-gas to tight-oil to shale-oil reservoirs. SPE Reservoir Eval Eng, 17(02): 190–208
CrossRef Google scholar
[4]
Baytok S, Pranter M J (2013). Fault and fracture distribution within a tight-gas sandstone reservoir: Mesaverde Group, Mamm Creek Field, Piceance Basin, Colorado, USA. Petrol Geosci, 19(3): 203–222
CrossRef Google scholar
[5]
Chen W, Zhao C N, Jia S, Zeng Y Y, He K L, Xu S Y, Yang J, Lin Y, Li Y (2020). Energy-storage coeffcient to determine reservoir boundary: an example from Longwangmiao Formation, GS6 well block, AY gasfeld, Sichuan Basin. Natural Gas Exploration and Development, 43(1): 22–27
[6]
Cui H Y, Zhong N N, Li J, Wang D L, Li Z S, Hao A S, Liang F (2017). Study on the lower limits of petrophysical parameters of the Upper Paleozoic tight sandstone gas reservoirs in the Ordos Basin, China. Journal of Natural Gas Geoscience, 2(1): 21–28
CrossRef Google scholar
[7]
Cui J W, Zhu R K, Mao Z G, Li S X (2019). Accumulation of unconventional petroleum resources and their coexistence characteristics in Chang 7 shale formations of Ordos Basin in central China. Front Earth Sci, 13(3): 575–587
CrossRef Google scholar
[8]
Dai J, Ni Y, Wu X (2012). Tight gas in China and its significance in exploration and exploitation. Pet Explor Dev, 39(3): 277–284
CrossRef Google scholar
[9]
David C, Wong T F, Zhu W L, Zhang J (1994). Laboratory measurement of compaction induced permeability change in porous rocks: implications for the generation and maintenance of pore pressure excess in the crust. Pure Appl Geophys, 143(1–3): 425–456
CrossRef Google scholar
[10]
Esmaeili S, Sarma H, Harding T, Maini B (2019). Review of the effect of temperature on oil-water relative permeability in porous rocks of oil reservoirs. Fuel, 237: 91–116
CrossRef Google scholar
[11]
Folk R L, Andrews P B, Lewis D W (1970). Detrital sedimentary rock classification and nomenclature for use in New Zealand. N Z J Geol Geophys, 13(4): 937–968
CrossRef Google scholar
[12]
Fu J H, Luo A X, Zhang N N, Deng X Q, Lv J W, Wu K J, Wang K, Liu L F (2014). Determine lower limit of physical properties of effective reservoirs in Chang 7 oil formation in Ordos Basin. China Petroleum Exploration, 19: 82–88 (in Chinese)
[13]
Gies R M (1984). Case history for a major Alberta Deep Basin gas trap: the Cadomin Formation. AAPG Mem, 38: 115–140
[14]
Gong Y J, Liu, S B, Zhao M J, Xie H B, Liu K Y (2016). Characterization of micro pore throat radius distribution in tight oil reservoirs by NMR and high pressure mercury injection. Petroleum Geology and Experiment, 38: 389–394
[15]
Guo J X, Li Q, Wang W W, Zhang Q, Wang J H, Hou Z T (2017). Diagenetic sequence and genetic mechanism of Silurian tight sandstone reservoirs in the Eastern Tarim Basin, Northwest China. J Earth Sci, 28: 1109–1125
[16]
Hu S Y, Zhu R K, Wu S T, Bai B, Yang Z, Cui J W (2018). Exploration and development of continental tight oil in China. Pet Explor Dev, 45(4): 790–802
CrossRef Google scholar
[17]
Holditch S A (2006). Tight gas sands. J Pet Technol, 58(06): 86–93
CrossRef Google scholar
[18]
Hohn M E (1989). Geostatistics and Petroleum Geology. New York: van Nostrand Reinhold
[19]
Jia C Z, Zou C N, Li J Z, Li D, Zheng M (2016). Evaluation criteria, major types, characteristics and resource prospects of tight oil in China. Petroleum Research, 1(1): 1–9
CrossRef Google scholar
[20]
Jiao C H, Xia D D, Wang J, Liu L, Sheng W B, Cheng P T (2009). Methods for determining the petrophysical property cutoffs of extra-low porosity and permeability sandstone reservoirs: an example from the Xishanyao Formation reservoirs in Yongjin Oilfield. Oil & Gas Geology, 30: 379–383
[21]
Jing F T, Luo X, Yang Z, Zhang L J, Li S X, Chen Y, Zeng Y F (2020). Study on the porosity and permeability cutoffs of tight sandstones in shale stratum: case study of Chang 7 Member of the Triassic Yanchang Formation, Ordos Basin. Natural Gas Geoscience, 31: 835–845
[22]
Kikani J, Pedrosa Jr O A, (1991). Perturbation analysis of stress-sensitive reservoir. Soc Pet Eng Form Eval, 6
[23]
Khlaifat A L, Qutob H, Barakat N (2011). Tight gas sands development is critical to future world energy resources. In: SPE Middle East Unconventional Gas Conference and Exhibition. Society of Petroleum Engineers
[24]
Law B E, Curtis J B (2002). Introduction to unconventional petroleum systems. AAPG Bull, 86: 1851–1852
[25]
Leverett M C (1941). Capillary behavior in porous solids. Transactions of the AIME, 142, 151–169
[26]
Li Y, Chang X C, Yin W, Sun T, Song T (2017a). Quantitative impact of diagenesis on reservoir quality of the Triassic Chang 6 tight oil sandstones, Zhenjing area, Ordos Basin, China. Mar Pet Geol, 86: 1014–1028
CrossRef Google scholar
[27]
Li Y, Chang X C, Yin W, Wang G, Zhang J, Shi B, Zhang J, Mao L (2019a). Quantitative identification of diagenetic facies and controls on reservoir quality for tight sandstones: a case study of the Triassic Chang 9 oil layer, Zhenjing area, Ordos Basin. Mar Pet Geol, 102: 680–694
CrossRef Google scholar
[28]
Li Y, Gao X, Meng S, Wu P, Niu X, Qiao P, Elsworth D (2019b). Diagenetic sequences of continuously deposited tight sandstones in various environments: a case study from upper Paleozoic sandstones in the Linxing area, eastern Ordos basin, China. AAPG Bull, 103(11): 2757–2783
CrossRef Google scholar
[29]
Li Y, Xu W, Wu P, Meng S (2020). Dissolution versus cementation and its role in determining tight sandstone quality: a case study from the Upper Paleozoic in northeastern Ordos Basin. China Journal of Natural Gas Science and Engineering, 78: 103324
CrossRef Google scholar
[30]
Li Y, Yang J, Pan Z, Meng S, Wang K, Niu X (2019c). Unconventional natural gas accumulations in stacked deposits: a discussion of Upper Paleozoic coal-bearing strata in the east margin of the Ordos Basin, China. Acta Geol Sin, 93(1): 111–129
CrossRef Google scholar
[31]
Li P, Zheng M, Bi H, Wu S, Wang X (2017b). Pore throat structure and fractal characteristics of tight oil sandstone: a case study in the Ordos Basin, China. J Petrol Sci Eng, 149: 665–674
CrossRef Google scholar
[32]
Liu H P, Zhao Y C, Luo Y, Xiao G, Meng Y, Zhou S, Shao L (2020a). Origin of the reservoir quality difference between Chang 8 and Chang 9 Member sandstones in the Honghe Oil Field of the Southern Ordos Basin, China. J Petrol Sci Eng, 185: 106668
CrossRef Google scholar
[33]
Liu G D, Sun M L, Zhao Z Y, Wang X, Wu S (2013). Characteristics and accumulation mechanism of tight sandstone gas reservoirs in the Upper Paleozoic, northern Ordos Basin, China. Petrol Sci, 10(4): 442–449
CrossRef Google scholar
[34]
Liu L L, Li Y, Dong H Z, Sun Z Q (2020b). Diagenesis and reservoir quality of Paleocene tight sandstones, Lishui Sag, East China Sea Shelf Basin. Journal of Petroleum ence and Engineering, online, doi:10.1016/j.petrol.2020.107615
[35]
Liu Z, Liu J J, Wang W, Pan G F, Wang J, Guo Y R, Zhao J Q (2012a). Experimental analyses on critical conditions of oil charge for low-permeability sandstones: a case study of Xifeng Oilfield, Ordos Basin. Acta Petrol Sin, 33: 996–1002 (in Chinese)
[36]
Liu Z, Wang W, Pan G F, Xia L, Zhao S, Zhao J Q (2012b). Experiment analysis of relationship between property and oil injection critical pression of low porosity and permeability sandstone within Chang-8 Member, Zhenjing area of Ordos Basin. Chinese Journal of Geology, 47: 440–453 (in Chinese)
[37]
Masoudi P, Arbab B, Mohammadrezaei H (2014). Net pay determination by Dempster rule of combination: case study on Iranian offshore oil felds. J Petrol Sci Eng, 123: 78–83
CrossRef Google scholar
[38]
Masters J A (1979). Deep basin gas trap, western Canada. AAPG Bull, 63: 152–181
[39]
Makhloufi Y, Collin P, Bergerat F, Casteleyn L, Claes S, David C, Menendez B, Monna F, Robion P, Sizun J P, Swennen R, Rigollet C (2013). Impact of sedimentology and diagenesis on the petrophysical properties of a tight oolitic carbonate reservoir. The case of the Oolithe Blanche Formation (Bathonian, Paris Basin, France). Mar Pet Geol, 48: 323–340
CrossRef Google scholar
[40]
Pang Y M, Guo X W, Han Z Z, Zhang X H, Zhu X Q, Hou F H, Han C, Song Z G, Xiao G L (2019). Mesozoic–Cenozoic denudation and thermal history in the Central Uplift of the South Yellow Sea basin and the implications for hydrocarbon systems: constraints from the CSDP-2 borehole. Mar Pet Geol, 99: 355–369
CrossRef Google scholar
[41]
Pang Y M, Guo X W, Zhang X H, Zhu X, Hou F, Wen Z, Han Z (2020a). Late Mesozoic and Cenozoic tectono-thermal history and geodynamic implications of the Great Xing’an Range, NE China. J Asian Earth Sci, 189: 104155
CrossRef Google scholar
[42]
Pang Y M, Guo X W, Shi B B, Zhang X, Cai L, Han Z, Chang X, Xiao G (2020b). Hydrocarbon generation evaluation, burial history, and thermal maturity of the Lower Triassic–Silurian organic-rich sedimentary rocks in the Central Uplift of the South Yellow Sea Basin, East Asia. Energy Fuels, 34(4): 4565–4578
CrossRef Google scholar
[43]
Peng B, Lv G X, Wanyan Q Q (2009). Determining lower limit of physical property in low-porosity and low-permeability sandstone reservoirs: an example from the 3rd layer in P1s2 of Zizhou Gasfield. Natural Gas Technology, 3: 34–36
[44]
Pittman E D (1992). Relationship of porosity and permeability to various parameters derived from mercury injection-capillary pressure curves for sandstone. AAPG Bull, 76: 191–198
[45]
Qiu L W, Yang S C, Qu C S, Xu N, Gao Q, Zhang X, Liu X, Wang D (2017). A comprehensive porosity prediction model for the Upper Paleozoic tight sandstone reservoir in the Daniudi Gas Field, Ordos Basin. J Earth Sci, 28(6): 1086–1096
CrossRef Google scholar
[46]
Rostami S, Rashidi F, Safari H (2019). Prediction of oil-water relative permeability in sandstone and carbonate reservoir rocks using the CSA-LSSVM algorithm. J Petrol Sci Eng, 173: 170–186
CrossRef Google scholar
[47]
Shi B B, Chang X C, Yin W, Li Y, Mao L (2019). Quantitative evaluation model for tight sandstone reservoirs based on statistical methods: a case study of the Triassic Chang 8 tight sandstones, Zhenjing area, Ordos Basin, China. J Petrol Sci Eng, 173: 601–616
CrossRef Google scholar
[48]
Shi B B, Chang X C, Xu Y D, Mao L, Zhang J, Li Y (2020a). Charging history and fluid evolution for the Carboniferous volcanic reservoirs in the western Chepaizi Uplift of Junggar Basin as determined by fluid inclusions and basin modelling. Geol J, 55(4): 2591–2614
CrossRef Google scholar
[49]
Shi B B, Chang X C, Yin W, Mao L X (2020b). The determination of the lower limits of critical properties for the Chang 8 tight sandstone reservoirs in the Zhenjing Block, Ordos Basin. Acta Sedimentalogica Sinica, 38: 231–243 (in Chinese)
[50]
Shi X D, Ai C, Zhan J F, Xiao Q H, Hu C Y (2015). Research of seepage flow law of tight oil reservoir in North Songliao Basin. Advances in Petroleum Exploration and Development, 10: 58–63
[51]
Stabell C (2013). Integrated risk, resource and value assessment of unconventional petroleum assets. Nature, 293(5831): 370–374
[52]
Tan F, Zhao R, Zhao Y, Pan Z, Li H (2017). A case study: evaluating low-porosity and ultra-low-permeability Triassic reservoir rocks in the Ordos Basin by the integration of logs and core. Petrol Geosci, 23(4): 454–465
CrossRef Google scholar
[53]
Wan L, Sun Y, Wei G (1999). A new method used to determine the lower limit of the petrophysical parameters for reservoir and its application: a case study on Zhongbu gas field in Ordos Basin. Acta Sedimentalogica Sinica, 17: 454–457
[54]
Wang E Z, Liu G Y, Pang X Q, Wu Z Y, Li C R, Bai H, Zhang Z H (2020a). Sedimentology, diagenetic evolution, and sweet spot prediction of tight sandstone reservoirs: a case study of the third member of the Upper Paleogene Shahejie Formation, Nanpu Sag, Bohai Bay Basin, China. J Petrol Sci Eng, 186: 106718
CrossRef Google scholar
[55]
Wang G W, Chang X C, Yin W, Li Y, Song T (2017a). Impact of diagenesis on reservoir quality and heterogeneity of the Upper Triassic Chang 8 tight oil sandstones in the Zhenjing area, Ordos Basin, China. Mar Pet Geol, 83: 84–96
CrossRef Google scholar
[56]
Wang G W, Hao F, Chang X C, Lan C, Li P, Zou H (2017b). Quantitative analyses of porosity evolution in tight grainstones: a case study of the Triassic Feixianguan formation in the Jiannan gas field, Sichuan Basin, China. Mar Pet Geol, 86: 259–267
CrossRef Google scholar
[57]
Wang G W, Li P P, Hao F, Zou H, Zhang L, Yu X (2015a). Impact of sedimentology, diagenesis, and solid bitumen on the development of a tight gas grainstone reservoir in the Feixianguan Formation, Jiannan area, China: implications for gas exploration in tight carbonate reservoirs. Mar Pet Geol, 64: 250–265
CrossRef Google scholar
[58]
Wang L, He Y M, Chen H, Meng Z, Wang Z (2019). Experimental investigation of the live oil-water relative permeability and displacement efficiency on Kingfisher waxy oil reservoir. J Petrol Sci Eng, 178: 1029–1043
CrossRef Google scholar
[59]
Wang R F, Chen M Q, Sun W (2008). Classification and evaluation of microscopic-pore structure in the ultra-low permeability sandstone reservoir. Acta Geosciertica Sinica, 2: 213–220
[60]
Wang X M, Guo Y R, Fu J H, Liu H Q, Chen Q L, Li T S, Liao J B, Zhang C L (2005). Control factors for forming higher porosity and permeability sandstone reservoirs in Chang 8 member of Yanchang Formation, Ordos Basin. Pet Explor Dev, 32: 35–39
[61]
Wang Y, Zhu Y M, Wang H Y, Feng G (2015b). Nanoscale pore morphology and distribution of lacustrine shale reservoirs: examples from the Upper Triassic Yanchang Formation, Ordos Basin. Journal of Energy Chemistry, 24(4): 512–519
CrossRef Google scholar
[62]
Wang Z L, Jiang X W, Pan M, Shi Y M (2020b). Nano-scale pore structure and its multi-fractal characteristics of tight sandstone by N2 adsorption/desorption analyses: a case study of Shihezi Formation from the Sulige Gas Filed, Ordos Basin. China, Minerals, 10(4): 377
CrossRef Google scholar
[63]
Wei X W, Xie J R, Tang D H, Chen H B, Xie B (2005). Methods of determining the matrix petrophysical cut-offs of low porosity and low permeability sandstone reservoir: taking the J2s1 oil reservoir in LA field in central Sichuan as an example. Natural Gas Industry, 2005, 25 (Suppl. 1): 28–31, 11
[64]
Worthington P F, Cosentino L (2005). The role of cut-offs in integrated reservoir studies. SPE Reservoir Eval Eng, 8(4): 276–290
CrossRef Google scholar
[65]
Worthington P F (2008). The application of cut-offs in integrated reservoir studies. SPE Reservoir Eval Eng, 11(6): 968–975
CrossRef Google scholar
[66]
Worthington P F (2010). Net pay-what is it? What does it do? How do we quantify it? How do we use it? SPE Reservoir Eval Eng, 13(5): 812–822
CrossRef Google scholar
[67]
Worthington P F, Majid A A (2014). The use of Net-Pay Concepts in the exploitation of shale-gas deposits. J Petrol Sci Eng, 120: 78–85
CrossRef Google scholar
[68]
Yang H, Li S X, Liu X Y (2013). Characteristics and resource prospects of tight oil and shale oil in Ordos Basin. Acta Petrol Sin, 34: 1–11 (in Chinese)
[69]
Yang H, Liang X W, Niu X B, Feng S, You Y (2017). Geological conditions for continental tight oil formation and the main controlling factors for the enrichment: a case of Chang 7 Member, Triassic Yanchang Formation, Ordos Basin, NW China. Pet Explor Dev, 44(1): 11–19
CrossRef Google scholar
[70]
Yang S, Bao Z, Wang N, Qu X, Lin Y, Shen J, Awan R S (2020). Diagenetic evolution and its impact on reservoir quality of tight sandstones: a case study of the Triassic Chang 6 Member, Ordos Basin, northwest China. Mar Pet Geol, 117: 104360
CrossRef Google scholar
[71]
Ye C, Deng P, He R X, Li C H, Liu Q J (2019). Determining the lower limit of physical property in tight sandstone reservoirs: an example from Shanxi 1 Member, Longdong area, Ordos Basin. Natural Gas Exploration and Development, 42: 32–37 (in Chinese)
[72]
Zhang H, Hu W W, Liu Q, Shi J T, Shi C Y, Song Z J (2019). Study on flow unit distribution of the low permeability gas reservoir in the 2nd Member, Shanxi Formation, Lower Permian, in Ordos Basin. Geological Review, 65(6): 1541–1548
[73]
Zhang P F, Lu S F, Li J Q, Chang X (2020). 1D and 2D nuclear magnetic resonance (NMR) relaxation behaviors of protons in clays, kerogen and oil-bearing shale rocks. Mar Pet Geol, 114: 104210
CrossRef Google scholar
[74]
Zhao W, Zhang T, Jia C Z, Li X F, Wu K L, He M X (2020). Numerical simulation on natural gas migration and accumulation in sweet spots of tight reservoir. J Nat Gas Sci Eng, 81: 103454
CrossRef Google scholar
[75]
Zhang T, Li X F, Wang Z X, Yan Y K, Qiao X Y, Ma C, Lei K Y, Tang P Z, Feng D, Zhao W (2018). Efficient mobilization method of stereoscopic well pattern in low-permeability complex superimposed tight reservoir: a case study of Yan’an gasfield. Acta Petrol Sin, 39(11): 1279–1291
[76]
Zheng D Y, Pang X Q, Zhou L M, You X C, Liu X H, Guo F X, Li W (2020). Critical conditions of tight oil charging and determination of the lower limits of petrophysical properties for effective tight reservoirs: a case study from the Fengcheng Formation in the Fengcheng area, Junggar Basin. J Petrol Sci Eng, 190: 107135
CrossRef Google scholar
[77]
Zhou Y, Ji Y L, Xu L M, Che S, Niu X, Wan L, Zhou Y, Li Z, You Y (2016). Controls on reservoir heterogeneity of tight sand oil reservoirs in Upper Triassic Yanchang Formation in Longdong Area, southwest Ordos Basin, China: implications for reservoir quality prediction and oil accumulation. Mar Pet Geol, 78: 110–135
CrossRef Google scholar
[78]
Zou C N, Tao S Z, Zhang X, He D, Zhou C, Gao X (2009). Geologic characteristics, controlling factors and hydrocarbon accumulation mechanisms of China’s Large Gas Provinces of low porosity and permeability. Sci China Earth Sci, 52(8): 1068–1090
CrossRef Google scholar
[79]
Zou C N, Zhu R K, Liu K Y, Su L, Bai B, Zhang X, Yuan X, Wang J (2012a). Tight gas sandstone reservoirs in China: characteristics and recognition criteria. J Petrol Sci Eng, 88–89: 82–91
CrossRef Google scholar
[80]
Zou C N, Zhu R K, Wu S, Yang Z, Tao S, Yuan X, Hou L, Yang H, Xu C, Li D (2012b). Types, characteristics, genesis and prospects of conventional and unconventional hydrocarbon accumulations: taking tight oil and tight gas in China as an instance. Acta Petrol Sin, 33: 173–187

Acknowledgments

This study was supported by the National Natural Science Foundation of China (Grant Nos. 42072172 and 41772120), the Shandong Province Natural Science Fund for Distinguished Young Scholars (No. JQ201311), and the Graduate Scientific and Technological Innovation Project Financially Supported by Shandong University of Science and Technology (No. SDKDYC190313). We thank Shengli Oilfield Company of Sinopec for approving the publication. We also acknowledge the experts of Elsevier Webshop support for its linguistic assistance during the preparation of this manuscript. Three anonymous reviewers and Editorial Office were deeply acknowledged for their critical comments and helpful suggestions, which greatly improved the early version of this manuscript.

Electronic supplementary material

is available in the online version of this article at http://dx.doi.org/10.1007/s11707-020-0851-z and is accessible for authorized users.

RIGHTS & PERMISSIONS

2021 Higher Education Press
AI Summary AI Mindmap
PDF(9291 KB)

Accesses

Citations

Detail

Sections
Recommended

/