Mechanisms and Performance of Nanoemulsion-Induced Pressure Reduction and Enhanced Injection in Ultra-Low Permeability Reservoirs
Abstract
1. Introduction
2. Experimental Section
2.1. Materials
2.2. Experimental Methods
2.2.1. Determination of Compatibility with Brine and Nanoemulsion
2.2.2. Determination of Particle Size Distribution of Nanoemulsion
2.2.3. Surface/Interfacial Tension Measurement
- (1)
- Inject the surfactant solution into the sample tube using a syringe. Then use a microsyringe to inject 4–8 μL of oil sample and quickly withdraw the needle, leaving the oil droplet in the middle of the sample tube.
- (2)
- Turn on the power supply and adjust the required temperature and rotational speed.
- (3)
- Observe and measure the diameter of the oil column using a microscope. If the length of the oil column is less than four times its diameter, the length should also be recorded.
- (4)
- Record the readings at regular time intervals until three consecutive measurements fall within ±0.001 cm, at which point the measurement is completed.
- (5)
- Use a density bottle to measure the densities of the oil sample and the imbibition solution at the required temperature, and use a refractometer to measure the refractive index of the water sample. Substitute the measured values into the corresponding equations to calculate the interfacial tension.
2.2.4. Wettability Measurement
- (1)
- Before the contact angle measurement, clean the fresh quartz sheet obtained with chromic acid lotion, and then wash it with distilled water and dry it for reserve use.
- (2)
- The quartz tablet was immersed in the imbibition solution, and the quartz tablet was fixed in the container, and then a drop of oil about 1.0 μL was injected into the lower surface of the quartz tablet with an elbow syringe. Four drops of oil were injected into the lower surface of the quartz tablet in the experiment to obtain the average value of the contact angle. Due to the existence of wetting lag, the oil drops were placed under the quartz for about 30 min during the experiment, and then the final morphology of the oil drops was photographed by a high-resolution camera.
- (3)
- At the end of the experiment, the contact angle was calculated by using relevant software.
2.2.5. Depressurization and Augmented Injection Property Evaluation
- (1)
- Cores were saturated with a crude oil core and aged. The cores were vacuumed and saturated with simulated formation brine. Then the pore volume and porosity of the core were calculated according to the difference between wet weight and the dry weight of the core. At 65 °C, the core permeability is measured at a flow rate of 0.010 mL·min−1, the simulated crude oil was injected in the core at a flow rate of 0.010 mL·min−1 until the oil is completely produced, and the irreducible water saturation and original oil saturation are calculated. Then both ends of the core holder were closed, the core holder was placed in a 65 °C oven for aging for 48 h, and the oil displacement experiment was carried out.
- (2)
- Water flooding was conducted at the flow rate of 0.1 mL·min−1, until the water drives no oil is produced and the pressure is stable, recorded as the initial water drive. Then inject a certain amount of micro nanoemulsion for surfactant displacement and then shut the well for 12 h. Then turn the water drive value to a stable displacement pressure and record the displacement pressure as the subsequent water drive pressure. (The experimental setup is shown in Figure 3).
2.2.6. SEM Observation of Nanoemulsion Adsorption on the Core Surface
3. Results and Discussion
3.1. Performance Evaluation of Nanoemulsion
3.1.1. Evaluation of Compatibility with Brine
3.1.2. Particle Size Distribution of Nanoemulsion Characterization
3.1.3. Evaluation of Interfacial Tension Properties
3.1.4. Wettability Property
3.2. Depressurization and Augmented Injection Performance Evaluation of Nanoemulsion
3.2.1. Effect of Injection Rate
3.2.2. Effect of Concentration
3.2.3. Effect of Slug Size
3.3. Depressurization and Augmented Injection Mechanism Analysis
4. Conclusions
- (1)
- Under the conditions of 30 °C and 65 °C, the nanoemulsion with different concentrations has good compatibility with the brine, and no turbidity or precipitation occurs.
- (2)
- The gas–liquid surface tension of the nanoemulsion system with different concentrations (0.03–0.5%) prepared by different brine is around 30 mN·m−1, and the oil–water interfacial tension decreases with the concentration increasing from 0.03% to 0.5%. When the concentration is between 0.3% and 0.5%, the oil–water interfacial tension was between 0.59 and 1.27 mN·m−1.
- (3)
- The wetting contact angle between brine and crude oil and rock is 33.2° when no nanoemulsion is added. The wetting contact angle increases with the addition of the nanoemulsion. With the concentration increasing from 0.1% to 0.5%, the wetting contact angle increases from 39.7° to 50.6°. It indicates that the depressurization of the nanoemulsion can adjust the wettability of the rock surface, and the hydrophilicity is weakened, which has a certain ability of wettability alteration.
- (4)
- When the injection concentration is 0.5% and slug size is 1.0 PV, as the injection rate increases from 0.05 mL·min−1 to 0.2 mL·min−1, the depressurization rate of the nanoemulsion increased first and then decreased. At low injection rates, the adhesion volume fraction of the nano injection emulsion increases, and the thickness of the adsorption layer on the core wall affects the permeability and porosity of the core and affects the depressurization rate. When the injection rate is too high, the throat wall of the core hole cannot adsorb enough nanoemulsion, nor can it achieve a good depressurization and augmented injection effect. The reasonable injection rate of depressurization and injection augmented is between 0.1~0.2 mL·min−1. When the injection rate is 0.1 mL·min−1 and slug size is 1.0 PV, as the concentration was in the range of 0.2%,0.3%, and 0.5%, the depressurization rate is 9.19%, 12.71%, and 16.87%, respectively. With the increasing injection concentration, the depressurization rate increase. When the single slug injection method is used to inject 1 PV, 2 PV, and 4 PV with the concentration of 0.5% at the speed of 0.1 mL·min−1, the depressurization rate is about 16%, so the emulsion can play a certain effect of depressurization and augment injection.
- (5)
- The microscopic morphology and structure of the core after the injection of the nanoemulsion were observed by scanning electron microscopy. It can be seen that the emulsion can be adsorbed in the pore of the core to form a spherical adsorption layer. The adsorption layer changes its wettability. Combined with reducing the oil–water interfacial tension and reducing the seepage resistance of oil and water in the core, this works to achieve the effect of depressurization and augment injection.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Zhao, J.; An, X.; Jing, W.; Wang, J.; Fan, J.; Kang, X.; Tan, X.; Li, W. A quantitative evaluation for well pattern adaptability in ultra-low permeability oil reservoirs: A case study of Triassic Chang 6 and Chang 8 reservoirs in Ordos Basin. Pet. Explor. Dev. 2018, 45, 499–506. [Google Scholar] [CrossRef]
- Shahri, M.P.; Shadizadeh, S.R.; Jamialahmadi, M. Applicability test of new surfactant produced from Zizyphus Spina-Christi leaves for enhanced oil recovery in carbonate reservoirs. J. Jpn. Pet. Inst. 2012, 55, 27–32. [Google Scholar] [CrossRef]
- Li, S.; Tang, J.; Ding, Y.; Liu, S.; Liu, G.; Cai, B. Recovery of low permeability reservoirs considering well shut-ins and surfactant additivities. Energies 2017, 10, 1279. [Google Scholar] [CrossRef]
- Ko, K.M.; Chon, B.H.; Jang, S.B.; Jang, H.Y. Surfactant flooding characteristics of dodecyl alkyl sulfate for enhanced oil recovery. J. Ind. Eng. Chem. 2014, 20, 228–233. [Google Scholar] [CrossRef]
- Xiong, W.; Gao, S.; Hu, Z.; Xue, H.; Ye, L. An experimental study on the percolation characteristics of single phase gas in low and ultra-low permeability sandstone gas reservoirs. Nat. Gas Ind. 2009, 29, 75–77. [Google Scholar]
- Shuo, Z. Research on the Mechanism of Decompression and Augmented Injection during Waterflooding Development in Low Permeability Reservoirs. Open Pet. Eng. J. 2012, 5, 53–57. [Google Scholar] [CrossRef]
- Li, X. Analysis on Reservoir Characteristics and Formation Mechanism of Low Permeability Reservoir. J. Changzhou Univ. Nat. Sci. Ed. 2015, 27, 39–44. [Google Scholar]
- Adeniyi, O.D.; Nwalor, J.U.; Ako, C.T. A Review on Waterflooding Problems in Nigeria’s Crude Oil Production. J. Dispers. Sci. Technol. (JDST) 2008, 29, 362–365. [Google Scholar] [CrossRef]
- Zhang, X.; Bi, Y.; Wang, L. Research on activity of water increase injection technique in low permeability. Pet. Geol. Eng. 2009, 23, 121–123. [Google Scholar]
- AlMubarak, T.; AlKhaldi, M.; AlMubarak, M.; Rafie, M.; Al-Ibrahim, H.; AlBokhari, N. Investigation of acid-induced emulsion and asphaltene precipitation in low permeability carbonate reservoirs. In Proceedings of the SPE Saudi Arabia Section Annual Technical Symposium and Exhibition, Al-Khobar, Saudi Arabia, 21–23 April 2015; OnePetro: Richardson, TX, USA, 2015. [Google Scholar]
- Hall-Thompson, B.; Ernesto, A.R.; Abdulrahman, N.; Alsuhaimi, A. Acid stimulation-best practices for design, selection and testing of acid recipes in low permeability carbonate reservoirs. In Proceedings of the International Petroleum Technology Conference, Dhahran, Saudi Arabia, 13–15 January 2020; OnePetro: Richardson, TX, USA, 2020. [Google Scholar]
- Zhang, S.; Fang, Z. Permeability damage micro-mechanisms and stimulation of low-permeability sandstone reservoirs: A case study from Jiyang Depression, Bohai Bay Basin, China. Pet. Explor. Dev. 2020, 47, 374–382. [Google Scholar] [CrossRef]
- Favero, C.; Gaillard, N.; Giovannetti, B. Formulations of Water-Soluble Polymers and Stabilizing Additives for Injecting a Single Compound Useable in Injection Fluids for Chemical Enhanced Oil Recovery. U.S. Patent 9,469,805, 18 October 2016. [Google Scholar]
- Jamaloei, B.Y. Chemical flooding in naturally fractured reservoirs: Fundamental aspects and field-scale practices. Oil Gas Sci. Technol.–Rev. d’IFP Energ. Nouv. 2011, 66, 991–1004. [Google Scholar] [CrossRef][Green Version]
- Stoll, W.M.; al Shureqi, H.; Finol, J.; Al-Harthy, S.A.; Oyemade, S.; de Kruijf, A.; van Wunnik, J.; Arkesteijn, F.; Bouwmeester, R.; Faber, M.J. Alkaline/surfactant/polymer flood: From the laboratory to the field. SPE Reserv. Eval. Eng. 2011, 14, 702–712. [Google Scholar] [CrossRef]
- Zhang, K.; Qin, J. The effect of alkali and surfactant on polymer molecular structure. Pet. Sci. Technol. 2011, 29, 183–191. [Google Scholar] [CrossRef]
- Chen, P.; Mohanty, K.K. Surfactant-enhanced oil recovery from fractured oil-wet carbonates: Effects of low ift and wettability alteration. In Proceedings of the SPE International Symposium on Oilfield Chemistry, The Woodlands, TX, USA, 13–15 April 2015; OnePetro: Richardson, TX, USA, 2015. [Google Scholar]
- Li, X.D.; Liu, Y.; Li, X.; Liu, Y.B.; Ge, S.Q.; Li, B.; Wang, R.H. Current status and prospects of surfactant depressurized-augmented injection. Petrochem. Ind. Appl. 2020, 39, 1–4+13. [Google Scholar]
- Pang, Z.-X.; Liu, H.-Q.; Liu, X.-L. Characteristics of formation damage and variations of reservoir properties during steam injection in heavy oil reservoir. Pet. Sci. Technol. 2010, 28, 477–493. [Google Scholar] [CrossRef]
- Bi, Z.; Qi, L.; Liao, W. Dynamic surface properties, wettability and mimic oil recovery of ethanediyl-α, β-bis (cetyldimethylammonium bromide) on dodecane modified silica powder. J. Mater. Sci. 2005, 40, 2783–2788. [Google Scholar] [CrossRef]
- Xiao, C. Effect of oil components on interfacial tension of surfactants in chemical flooding. Spec. Oil Gas Reserv. 2011, 18, 103–105. [Google Scholar]
- Guo, J.; Gao, X. The optimization for surfactant oil displacement system in low permeability reservoirs. Appl. Chem. Ind. 2011, 40, 940–945. [Google Scholar]
- Wu, J.-C. Analysis of mechanisms of lowering trigger pressure of extra low permeability reservoirs. J.-Daqing Pet. Inst. 2003, 27, 83–84. [Google Scholar]
- Son, J.; Neale, G.H.; Hornof, V. Interfacial tension and phase behaviour characteristics of petroleum sulfonate/lignosulfonate mixtures. Can. J. Chem. Eng. 1982, 60, 684–691. [Google Scholar] [CrossRef]
- Ogunberu, A.L.; Ayub, M. The role of wettability in petroleum recovery. Pet. Sci. Technol. 2005, 23, 169–188. [Google Scholar] [CrossRef]
- Robin, M. Interfacial phenomena: Reservoir wettability in oil recovery. Oil Gas Sci. Technol. 2001, 56, 55–62. [Google Scholar] [CrossRef]
- Zhao, L.; Wang, Z.-L.; Wu, X.-J.; He, N.-Z.; Xiao, S.-M. Effect of surfactant on seepage characteristics of ultra-low permeability reservoir. Editor. Dep. Pet. Geol. Recovery Effic. 2015, 21, 72–75. [Google Scholar]
- Li, K. Theoretical development of the Brooks-Corey capillary pressure model from fractal modeling of porous media. In Proceedings of the SPE/DOE Symposium on Improved Oil Recovery, Tulsa, OK, USA, 17–21 April 2004; OnePetro: Richardson, TX, USA, 2004. [Google Scholar]
- Li, D. Fluid Flow Mechanism of Low Permeability Reservoirs; Chemical Industry Press: Beijing, China, 1999. [Google Scholar]
- Wang, Y.; Yang, R.-G.; Yu, X.-D.; Guo, Z.-H.; Pang, B. Study on Surfactant Depressurization and Injection Increase System for Layered Water Injection Wells in Low Permeability Blocks of Yanchang Oilfield. Contemp. Chem. Ind. 2022, 51, 1996–1999. [Google Scholar] [CrossRef]
- Reis, J.C. Water advance and oil production rate in a naturally fractured reservoir during waterflooding. J. Pet. Sci. Eng. 2002, 36, 19–32. [Google Scholar] [CrossRef]
- Zhang, L. Surfactants for Production and Injection Enhancement of High-temperature and Low-Permeability Reservoir in Bonan Oilfield. Master’s Thesis, College of Petroleum Engineering, China University of Petroleum (East China), Qingdao, China, 2011. [Google Scholar]
- Guo, D. Application of Nano-technology in enhancing oil recovery. Adv. Fine Fetrochem. 2004, 5, 1–5. [Google Scholar]
- Zhao, M.; Cheng, Y.; Wu, Y.; Dai, C.; Gao, M.; Yan, R.; Guo, X. Enhanced oil recovery mechanism by surfactant-silica nanoparticles imbibition in ultra-low permeability reservoirs. J. Mol. Liq. 2022, 348, 118010. [Google Scholar] [CrossRef]
- Olayiwola, S.O.; Dejam, M. Synergistic interaction of nanoparticles with low salinity water and surfactant during alternating injection into sandstone reservoirs to improve oil recovery and reduce formation damage. J. Mol. Liq. 2020, 317, 114228. [Google Scholar] [CrossRef]
- Zargartalebi, M.; Kharrat, R.; Barati, N. Enhancement of surfactant flooding performance by the use of silica nanoparticles. Fuel 2015, 143, 21–27. [Google Scholar] [CrossRef]
- Qin, W.; Zhang, Z.; Hou, B.; Yang, J. Advance of nanotechnology application in enhancing oil recovery. Duankuai Youqitian (Fault-Block Oil Gas Field) 2013, 20, 10–13. [Google Scholar]
- Li, X.-N.; Feng, Q.; Gao, P.; Huang, Z.-J.; Gong, R.X.; Chen, X.-C.; Li, J. Application Progress of Nano-SiO2 in Enhanced Oil Recovery and Depressurization and Injection-augmenting. Sci. Technol. Eng. 2021, 21, 8291–8300. [Google Scholar]
- Deglint, H.J.; Clarkson, C.R.; DeBuhr, C.; Ghanizadeh, A. Live imaging of micro-wettability experiments performed for low-permeability oil reservoirs. Sci. Rep. 2017, 7, 4347. [Google Scholar] [CrossRef] [PubMed]
- Minakov, A.; Zhigarev, V.; Skorobogatova, A.; Guzei, D.; Pryazhnikov, A.; Pryazhnikov, M.; Lubenets, S.; Vaganov, R. Comprehensive Study of the Efficiency of Low-Concentration Nanoemulsions with Diesel Fuel for Enhanced Oil Recovery. Colloids Interfaces 2025, 9, 86. [Google Scholar] [CrossRef]
- Zhu, Y.; Zhang, Q.; Han, X.; Chen, G.; Mao, S.; Li, Y.; Cao, M. Microemulsion flooding mechanisms in strongly heterogeneous conglomerate reservoirs from interfacial behavior and pore-scale dynamics. Colloids Surf. A Physicochem. Eng. Asp. 2026, 737, 139939. [Google Scholar] [CrossRef]
- Huang, H.; Li, K.; Xie, W.; Le, J.; Li, Y. In Situ Micro-CT Study of Nanoemulsion for Enhanced Oil Recovery in Low-Permeability Reservoirs. Energy Fuels 2026, 40, 5085–5092. [Google Scholar]
- Fei, R.; Li, M.; Yuan, S.; Cao, C.; Zhou, F.; Yao, E.; Bai, H.; Ding, D. Study of the effect of nanoemulsion on the EOR in low-permeability, highly waxy oil reservoirs based on NMR displacement experiments. Pet. Sci. 2026, 23, 897–912. [Google Scholar] [CrossRef]














| Core | Length /cm | Diameter /cm | Porosity /% | Permeability /10−3 μm2 | Oil Saturation /% |
|---|---|---|---|---|---|
| 1# | 4.706 | 2.515 | 13.99 | 0.27 | 39.76 |
| 2# | 5.105 | 2.515 | 13.26 | 0.24 | 38.69 |
| 3# | 4.880 | 2.515 | 13.66 | 0.22 | 36.25 |
| 4# | 4.772 | 2.515 | 13.97 | 0.22 | 38.97 |
| 5# | 4.912 | 2.515 | 13.45 | 0.24 | 36.59 |
| 6# | 5.199 | 2.515 | 14.26 | 0.26 | 32.61 |
| 7# | 4.992 | 2.515 | 13.92 | 0.25 | 32.46 |
| Ion Composition | K+ and Na+ | Ca2+ | Mg2+ | SO42− | HCO3− | Cl− |
|---|---|---|---|---|---|---|
| Ion concentration /mg·L−1 | 23,439.8 | 1086.1 | 80.0 | 554.6 | 159.8 | 28,223.0 |
| Nanoemulsion Concentration | Compatibility of Nanoemulsion with Brine at Different Temperatures | |
|---|---|---|
| 30 °C | 65 °C | |
| 0.1 | clear | clear |
| 0.2 | clear | clear |
| 0.3 | clear | clear |
| 0.4 | clear | clear |
| 0.5 | clear | clear |
| Experiment | D10/nm | D50/nm | D90/nm |
|---|---|---|---|
| 1 | 7.39 | 14.13 | 27.02 |
| 2 | 8.72 | 14.13 | 22.97 |
| 3 | 8.69 | 16.61 | 27.01 |
| standard deviation | 0.76 | 1.43 | 2.34 |
| Concentration | Experimental Number | Standard Deviation | ||
|---|---|---|---|---|
| 1 | 2 | 3 | ||
| 0.03 | 34.55 | 33.21 | 34.92 | 0.91 |
| 0.05 | 33.00 | 32.04 | 33.99 | 0.81 |
| 0.1 | 28.99 | 27.85 | 28.81 | 0.51 |
| 0.15 | 28.07 | 27.26 | 29.59 | 0.98 |
| 0.2 | 28.75 | 27.98 | 28.43 | 0.53 |
| 0.3 | 31.86 | 30.62 | 31.24 | 0.98 |
| 0.4 | 29.29 | 28.26 | 28.57 | 0.43 |
| 0.5 | 27.35 | 28.33 | 29.56 | 0.91 |
| Concentration | Experimental Number | Standard Deviation | ||
|---|---|---|---|---|
| 1 | 2 | 3 | ||
| 0.03 | 8.16 | 8.148 | 8.8285 | 0.38 |
| 0.05 | 4.72 | 5.57 | 5.70 | 0.47 |
| 0.1 | 2.14 | 2.72 | 2.53 | 0.28 |
| 0.15 | 1.60 | 1.83 | 1.10 | 0.32 |
| 0.2 | 1.36 | 1.30 | 1.91 | 0.28 |
| 0.3 | 0.73 | 1.07 | 0.84 | 0.16 |
| 0.4 | 0.78 | 1.65 | 1.25 | 0.38 |
| 0.5 | 1.58 | 1.17 | 0.96 | 0.25 |
| Concentration/% | Contact Angle/° | |||
|---|---|---|---|---|
| 1 | 2 | 3 | Standard Deviation | |
| 0 | 72.6 | 73.2 | 73.5 | 0.46 |
| 0.1 | 50.8 | 51.2 | 50.3 | 0.45 |
| 0.2 | 47.9 | 47.5 | 46.2 | 0.89 |
| 0.3 | 42.6 | 43.1 | 42.5 | 0.32 |
| 0.4 | 39.8 | 39.4 | 38.7 | 0.56 |
| 0.5 | 33.6 | 33.1 | 32.9 | 0.36 |
| Core | Injection Rate /mL·min−1 | Water Drive Pressure /MPa | Subsequent Water Drive Pressure /MPa | Depressurization Rate/% |
|---|---|---|---|---|
| 3# | 0.05 | 10.14 | 9.55 | 5.82 |
| 1# | 0.1 | 13.83 | 11.50 | 16.87 |
| 4# | 0.2 | 29.84 | 25.67 | 13.97 |
| Core | Concentration /% | Water Drive Pressure /MPa | Subsequent Water Drive Pressure /MPa | Depressurization Rate/% |
|---|---|---|---|---|
| 7# | 0.20 | 16.33 | 14.83 | 9.19 |
| 2# | 0.30 | 15.45 | 13.49 | 12.71 |
| 1# | 0.50 | 13.83 | 11.50 | 16.87 |
| Core | Injected PV | Water Drive Pressure/MPa | Subsequent Water Drive Pressure /MPa | Depressurization Rate/% |
|---|---|---|---|---|
| 1# | 1.0 | 13.83 | 11.50 | 16.87 |
| 5# | 2.0 | 13.83 | 11.70 | 15.38 |
| 6# | 4.0 | 15.23 | 12.83 | 15.76 |
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Zheng, L.; Yan, C.; He, H.; Wang, T.; Liu, Y.; Zhao, W.; Pei, H. Mechanisms and Performance of Nanoemulsion-Induced Pressure Reduction and Enhanced Injection in Ultra-Low Permeability Reservoirs. Processes 2026, 14, 1463. https://doi.org/10.3390/pr14091463
Zheng L, Yan C, He H, Wang T, Liu Y, Zhao W, Pei H. Mechanisms and Performance of Nanoemulsion-Induced Pressure Reduction and Enhanced Injection in Ultra-Low Permeability Reservoirs. Processes. 2026; 14(9):1463. https://doi.org/10.3390/pr14091463
Chicago/Turabian StyleZheng, Lijun, Changhao Yan, Hong He, Teng Wang, Yunlong Liu, Wenjing Zhao, and Haihua Pei. 2026. "Mechanisms and Performance of Nanoemulsion-Induced Pressure Reduction and Enhanced Injection in Ultra-Low Permeability Reservoirs" Processes 14, no. 9: 1463. https://doi.org/10.3390/pr14091463
APA StyleZheng, L., Yan, C., He, H., Wang, T., Liu, Y., Zhao, W., & Pei, H. (2026). Mechanisms and Performance of Nanoemulsion-Induced Pressure Reduction and Enhanced Injection in Ultra-Low Permeability Reservoirs. Processes, 14(9), 1463. https://doi.org/10.3390/pr14091463

