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Development of High-Performance Self-Healing Pluggers for Harsh Environments: Molecular Dynamics Simulation and Material Design

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20 May 2025

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20 May 2025

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Abstract
To address the challenges of insufficient compatibility between crosslinking agents and main agents, as well as the shear failure of polymer gels under extreme conditions such as high-temperature (130°C) and high-salinity (20×104 mg·L-1), molecular dynamics simulations were employed to study the crosslinking effects of three agents ethyleneimine (EI), phenolic formaldehyde resin (PF), and N,N'-methylenebisacrylamide (MBA) on Acrylamide (AM) monomer and 2-acrylamido-2-methylpropane sulfonic acid (AMPS) copolymer systems. The stability of these systems under high temperature and salt conditions was also examined. By quantitatively evaluating electrostatic energy, van der Waals force energy, total potential energy, and total kinetic energy in each cross-linked network, it was found that PF-crosslinked gels exhibit superior stability. These gels demonstrated not only excellent thermal stability and salt resistance, but also remarkable resilience against adverse external conditions. To further enhance the material's potential, a dynamic crosslinking network based on carboxymethyl cellulose (CMC) and magnetic iron oxide (Fe3O4) nanoparticles was introduced. This was combined with a polymer formed by PF crosslinking PAA@PF, leading to the creation of a double-network gel system that significantly improved the self-healing capability. The results indicate that the developed composite plugging agent not only rapidly restores its physical and chemical properties after damage but also maintains high mechanical strength and toughness. This research provides new insights for developing a next-generation high-performance self-healing plugging agent and offers significant implications for expanding the applications of self-healing materials.
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1. Introduction

With the continuous advancement of oil and gas field extraction technologies, the importance of plugging agent materials in enhancing oil recovery [1] and extending the lifespan of oil wells [2] has become increasingly recognized. Polymer-based plugging agent systems are commonly used in oilfield operations to plug high permeability zones, adjust water injection profiles, and improve crude oil recovery [3]. Typically, polymer monomers such as acrylamide (AM) [4] and 2-acrylamido-2-methyl-1-propane sulfonic acid (AMPS) [5] react with crosslinking agents like phenolic resin [6] and N,N’-methylenebisacrylamide [7] to form three dimensional network structures under specific conditions, thereby achieving effective plugging.
However, conventional plugging materials often suffer from poor stability and durability when exposed to extreme geological conditions, such as high temperatures (e.g., 130°C) and high salt concentrations (e.g., 20×104 mg·L-1). [8] These limitations restrict their range of applications and challenge long-term operational efficiency. [9] To address these challenges, recent efforts have focused on modifying chemical structures, [10] introducing nanoparticle composite materials [11], and incorporating natural macromolecules with superior biocompatibility [12] aiming to enhance the comprehensive performance of plugging agent materials, especially exploring advanced materials that can adapt to complex underground environments and possess special functionalities [13]
In response to the aforementioned issues of mismatched crosslinking agents and shear failure of polymer gels under harsh conditions, molecular dynamics simulations have been employed to systematically investigate the crosslinking effects of three agents (EI, PF, and MBA) on AM monomer and AMPS copolymer systems, as well as their stability under high temperature (130°C) and high salt conditions (20 × 104 mg·L-1). This study aims to not only improve the stability of polymer gels under extreme conditions but also enhance their self-healing and mechanical properties for more efficient and durable plugging applications.
Furthermore, to further improve the application potential of these materials, a dynamic crosslinking network based on carboxymethyl cellulose (CMC) and magnetic iron oxide (Fe3O4) nanoparticles was introduced. The integration of this network with a PF-crosslinked polymer system formed a double-network gel, significantly improving the self-healing capabilities of the material. This approach has promising implications for developing advanced, high-performance, self-healing plugging agents that can adapt to complex and demanding underground environments.

2. Materials and Methods

Reagents and Instruments:
Polyacrylamide (PAM), Purchased from McLean, 99.0%. 2-acryloyl Amino-2-methyl-1-propanesulfonic acid (AMPS), McLean, 98%.Phenolic resin (PF), McLean, BR. Sodium carboxymethyl cellulose (CMC), McLean, viscosity 600-3000 mpa. s. FeCl2·2H2O, McLean, AR. Ammonium persulfate, McLean, AR.
Methods:
Prepare a certain volume of 0.1M FeCl2·4H2O solution and an equal volume of 0.02g/mL CMC aqueous solution. Stir the FeCl2 solution while adding CMC solution, adjust the pH to 11, and obtain CMC @ Fe3O4 dispersion. Weigh 7wt% AM, 3wt% AMPS, 3wt% PF, and 1wt% ammonium persulfate and add them to the above dispersion to obtain the precursor solution. Place the precursor solution in a 140℃ oven for high-temperature curing to obtain PAA@PF / CMC@Fe3O4 Blocking agent.
Characterization:
SEM: support PAAA@PF / CMC@Fe3O4 Freeze dry the blocking agent, spray gold for 15 minutes, and characterize its microstructure under scanning electron microscopy.
FTIR: Freeze dry the blocking agent, grind it, and use infrared spectroscopy for chemical characterization.
Rheological characterization: The plugging agent was tested using an Anton Paar rheometer to obtain its storage modulus and loss modulus, and its self-healing properties were tested.
TG: Use a thermal analyzer to test the plugging agent from room temperature to 300 degrees Celsius, obtain the weight loss curve, and evaluate the temperature resistance performance.

3. Results

This section may be divided by subheadings. It should provide a concise and precise description of the experimental results, their interpretation, as well as the experimental conclusions that can be drawn.

3.1. Molecular Simulation Results

  • In this study, we selected AM and AMPS as the primary constituent units of the polymer, forming AM/AMPS polymer chains as the main agent. To enhance the strength, stability, heat resistance, and chemical corrosion resistance of the polymer, we introduced various crosslinking agents, specifically MBA, PF, and EI. As shown in Figure 1, the molecular dynamics models of AM/AMPS binary polymers with different crosslinking agents were compared to identify the optimal AM/AMPS&X crosslinked polymer, which would be further investigated in subsequent experiments. To assess the stability of the AM/AMPS&X crosslinked polymers, we constructed a full atomic molecular model for dynamic simulation. This simulation was designed to mimic the high-temperature (140°C), high-salt (20 × 10⁴ mg/L), and high-calcium/magnesium-ion (1.0 × 10⁴ mg/L) environments, which are relevant to real-world applications. Additionally, the quantities of other molecules, such as H2O, Ca²⁺, Mg²⁺, Na⁺, and Cl⁻, were carefully determined to ensure the accuracy of the system. As shown in Figure 1, the molecular structures before and after simulation are represented at 0 ns and 2 ns, respectively.
  • The simulation results revealed that, compared to the AM/AMPS&EI system, the structural changes in the AM/AMPS&MBA and AM/AMPS&PF polymers were minimal, and no significant molecular curling was observed. This suggests that MBA and PF provide stronger crosslinking effects, which contribute to greater stability of the molecular structure. However, structural changes alone are insufficient to assess the stability of crosslinked polymers under high-temperature and high-salt conditions. It is generally accepted that a lower overall energy corresponds to a more stable system. Therefore, we further analyzed energy parameters, including electrostatic energy, van der Waals energy, total potential energy, and total kinetic energy, to compare the stability of the different systems during the simulation.
  • As depicted in Figure 2, the differences in van der Waals energy and total kinetic energy between the three systems were not significant. However, a distinct distinction was observed in the electrostatic energy and total potential energy, particularly in the AM/AMPS&PF crosslinked polymer system, where the energy was consistently the lowest. The PF system, with its multiple phenolic hydroxyl groups capable of forming hydrogen bonds, and its rigid benzene ring structure, demonstrated exceptional stability, which was less affected by high-temperature and high-salt conditions. Based on these findings, it can be concluded that the AM/AMPS&PF crosslinked polymer system exhibits superior stability under harsh environmental conditions.
  • In summary, molecular simulations were employed to investigate the crosslinking effects of three crosslinking agents (EI, PF, and MBA) on the AM and AMPS monomers. Quantitative calculations of electrostatic energy, van der Waals force energy, total potential energy, and total kinetic energy were performed to evaluate the stability of each system. The results indicated that the PF system, which demonstrated the lowest energy and best stability, outperformed the other systems under high-temperature and high-salt environments.
  • Furthermore, to enhance the performance of the polymer, CMC@Fe₃O₄ was incorporated into the system. This modification introduced multiple hydrogen bonding and metal coordination bonds, allowing for dynamic crosslinking of the network. As a result, the PAA@PF/CMC@Fe₃O₄ system exhibited self-healing properties, reducing the fracturing behavior of the plugging agent under shear force. This innovation improves both the service life and the plugging efficiency of the agent, providing a promising theoretical and practical approach for developing advanced plugging agents that can significantly save time, labor, and resources.

4. Discussion

Figure 3. SEM.
Figure 3. SEM.
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Figure 4. FTIR and Rheological characterization.
Figure 4. FTIR and Rheological characterization.
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Figure 5. (a) Stage time scanning. (b)TG and DTG.
Figure 5. (a) Stage time scanning. (b)TG and DTG.
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Figure 6. Self-healing property of PAA@PF/CMC@Fe3O4.
Figure 6. Self-healing property of PAA@PF/CMC@Fe3O4.
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4.1. SEM

The microstructure of PAA@PF/CMC@Fe3O4 was characterized using scanning electron microscopy (SEM), as shown in Figure 2a. The SEM images reveal that the sample exhibits a porous structure with uniformly distributed pores. Under the crosslinking effect of PF, the sample surface displays a lamellar structure. This lamellar structure not only enhances the mechanical strength of the material but also provides improved thermal stability and salt resistance. Furthermore, the incorporation of CMC@Fe3O4 further optimizes the microstructure, beneficial for the material to self-heal through a dynamic crosslinking network after mechanical damage. The SEM images also show the presence of small granular particles on the sample surface, which are likely aggregates of Fe3O4 nanoparticles. These nanoparticles not only enhance the mechanical properties of the material but also impart magnetic responsiveness, broadening its potential applications.

4.2. FTIR

The FTIR of the prepared PAA@PF/CMC@Fe3O4 was characterized as shown in Figure 2b-c. The FTIR analysis confirms the crosslinking reaction and the formation of a stable gel structure. Under the crosslinking effect of PF, the absorption peak of the amide II band (1550-1500 cm-1) significantly decreases, indicating that the -NH2 groups participated in the dehydration condensation reaction, forming a crosslinked network. Additionally, the characteristic peaks of CMC are observed in the fingerprint region (1600-1200 cm-1), confirming the successful incorporation of CMC@Fe3O4 into the system. The introduction of CMC not only enhances the dynamic crosslinking ability of the material but also provides self-healing properties. A broad peak around 3400 cm-1 is attributed to the stretching vibrations of -OH and -NH groups, indicating the presence of abundant hydroxyl and amino groups in the sample. These groups provide numerous hydrogen bonding sites, further enhancing the stability and self-healing capability of the material. Moreover, the peak near 1650 cm-1 corresponds to the stretching vibration of C=O, confirming the polymerization of AM monomers.

4.3. Rheological Characterization

The rheological of PAA@PF/CMC@Fe3O4 was systematically investigated through strain sweep and step frequency sweep tests, as shown in Figure 2d-e. Under low shear strain (0.001-0.1 %), the sample exhibits typical linear viscoelastic behavior, with the storage modulus (G’) and loss modulus (G’’) remaining almost constant. This indicates that the material maintains a stable network structure under low strain. As the strain increases to a critical value (yield point), the sample enters a nonlinear transition region, where G’ and G’’ begin to decrease significantly, indicating the onset of structural breakdown. When the strain further increases (>1 %), the sample enters a fully flowing state, with G’ approaching zero and G’’ dominating, suggesting that the material primarily exhibits viscous flow. This behavior demonstrates that the material possesses good deformability under high strain while maintaining stable solid-like properties at low strain. In the step frequency sweep test, the sample exhibits remarkable self-healing behavior. After applying high strain to disrupt the material structure, reducing the strain to the initial level allows G’ to recover to approximately 83 % of its original value. This indicates that the material has excellent self-healing properties and can quickly restore its mechanical performance after external damage. This self-healing behavior is primarily attributed to the dynamic crosslinking network introduced by CMC@Fe3O4, including the reversibility of hydrogen bonds and metal coordination bonds. The rheological results demonstrate that the PAA@PF/CMC@Fe3O4 possesses a stable network structure under low strain, while exhibiting good deformability and self-healing properties under high strain. This unique rheological behavior makes it highly promising for applications in reservoir environments.

4.4. Thermal Stability

The thermal stability of the PAA@PF/CMC@Fe3O4 plugging agent was investigated using thermogravimetric analysis (TG) and derivative thermogravimetry (DTG), as shown in Figure 2f-g. Within the temperature range of room temperature to 300℃, the mass loss of the sample occurs in two main stages. First stage was around 80℃, showing a mass loss of approximately 40 %, primarily attributed to the evaporation of adsorbed water. Second stage was around 150℃, showing a significant mass loss which corresponds to the breakdown of polymer chains and the decomposition of the crosslinked network. The DTG curve further reveals the thermal decomposition behavior of the sample at different temperatures. Two distinct peaks are observed at ~80℃ and ~150℃, corresponding to the two mass loss stages in the TG curve. The peak temperature in the DTG curve indicates that the primary thermal decomposition of the material occurs around 150℃, which is closely related to the thermal stability of the PF crosslinking agent.

5. Conclusions

In conclusion, the molecular simulation study has provided valuable insights into the stability and performance of AM/AMPS-based crosslinked polymers in high-temperature and high-salt environments. Among the various crosslinking agents tested, PF demonstrated the best overall stability, making it a promising candidate for future polymer systems in harsh conditions. The integration of CMC@Fe3O4 further enhances the self-healing performance of the polymer, suggesting potential for improved service life and plugging effectiveness. This study opens new avenues for the development of more efficient and durable polymer-based materials for industrial applications.

Author Contributions

J.F. and P.X. contributed equally. J.F.—conducted research, article text writing, P.X.—conducted research, literature selection, statistical data processing, illustrative material preparing, article text writing; L.H.—conducted research, literature selection, statistical data processing, illustrative material preparing, article text writing; Y.L.—conducted research, Z.Y.—conducted research; D.W.—conducted research, literature selection.

Funding

This work was supported by the Tianshan Talents Engineering Technology R&D Team Program of Xinjiang Uygur Autonomous Region (Grant No.: 2022TSYCGC0003). This work was supported by the Postdoctoral Program of Sinopec Northwest Oilfield Company(Grant No.: KJ202335)and Tianshan Talents Engineering Technology R&D Team Program of Xinjiang Uygur Autonomous Region (Grant No.: 2022TSYCGC0003).

Data Availability Statement

Data are available on request from the authors.

Conflicts of Interest

The authors declare no conflicts of interest.

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Figure 1. (a) Molecular formula and synthesis process; (b) 3D molecular model.
Figure 1. (a) Molecular formula and synthesis process; (b) 3D molecular model.
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Figure 2. Molecular model and dynamic simulation process.
Figure 2. Molecular model and dynamic simulation process.
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