1. Introduction
CO
2 flooding is one of the most applied and fastest-growing enhanced oil recovery processes. According to a survey conducted by Advanced Resources International, between 2010 and 2020, CO
2-enhanced oil recovery (CO
2-EOR) in the United States saw significant growth. In 2010, the incremental oil recovery from CO
2-EOR was approximately 280,000 barrels per day (BOPD). By 2020, this number had increased to around 300,000 BOPD, representing a substantial rise over the decade. Furthermore, CO
2-EOR and sequestration (CCS) are significant due to global warming, increasing calls for CO
2 emission reductions and environmental protection. By injecting CO
2 into oil reservoirs, CO
2 helps improve oil recovery while simultaneously trapping CO
2 underground [
1,
2,
3].
The main mechanism of CO
2 in reservoirs during enhanced oil recovery involves injecting CO
2 to reduce the oil’s viscosity and interfacial tension, improving its flow pattern toward the production wells. This process works best above the minimum miscibility pressure (MMP), where CO
2 and oil become fully miscible, enhancing the extraction of hydrocarbons. CO
2 injection causes the oil to swell and reduces residual oil saturation, significantly boosting oil recovery rates [
4]. However, the unfavorable mobility ratio between oil and gas (due to the high difference in density) and reservoir heterogeneity (void space conduits, natural fractures, high-permeability streaks) can cause an undesired and unpredicted preferential flow of CO
2 and, therefore, early gas breakthrough and excessive gas production at a late stage [
3,
5,
6,
7].
Several techniques and chemical treatments have been proposed to mitigate the conformance and mobility issues with CO
2 flooding, including water-alternating-CO
2 slug injection to reduce viscous fingering and improve the microscopic efficiency due to the lower remaining oil saturation [
8,
9], viscosified water-alternating-gas injection [
10], foam-assisted CO
2 injection to prevent gravity and viscous instabilities [
11,
12], direct thickening of CO
2 using chemical agents, such as polymers or surfactants, to increase the viscosity of the CO
2 [
13,
14], and polymer gel treatments, including in situ gels, particle gels, and recrosslinkable preformed particle gel systems [
5,
15,
16,
17,
18].
In situ polymer gels have been investigated and applied for CO
2 conformance control. This method involves injecting gelants (polymer and crosslinker) to form a highly elastic semi-solid bulk gel within the reservoir to block/modify high-permeability channels and direct the CO
2 flow toward lower-permeability zones. Polyacrylamide (PAM) and partially hydrolyzed polyacrylamide (HPAM), crosslinked with heavy metal ions such as chromium (Cr
3+, Zr
4+, Al
3+, etc.), are the most prevalent gel treatments used in the oil industry [
15]. Several studies have tested and evaluated different in situ polymer gel systems under CO
2 conditions. For instance, Martin and Kovarik [
19] investigated the efficacy of polymer gels in modifying CO
2 profiles for enhanced oil recovery. They compared commercial gelant systems, identifying that phenolic and vinyl gels (maintaining greater than an 80% reduction in CO
2 permeability) were more stable and effective in high-permeability zones compared with xanthan and polyacrylamide gels. Seright [
16] evaluated five types of in situ gels (weak and strong resorcinol–formaldehyde gels, a Cr (III)–xanthan gel, a Cr (III)–acetate–HPAM gel, and a colloidal-silica gel). Coreflood experiments at pressures up to 1500 psi and a temperature of 41 °C demonstrated that all gels could significantly reduce the water permeability, though their effectiveness varied with repeated water-alternating-gas cycles. The gels generally showed greater stability and higher residual resistance factors (F
rr) during initial brine injections compared with CO
2 injections. Raje [
20] discussed the development and testing of three in situ gel systems used to control the mobility of CO
2 in matrix rock. The study primarily addresses the early breakthrough of CO
2 due to unfavorable mobility ratios in heterogeneous reservoirs. Two systems are based on a new biopolymer, KUSP1, which gels when the pH is lowered, and the third system uses the reaction of sulfomethylated resorcinol and formaldehyde (SMRF) to form a gel. Laboratory experiments on Berea sandstone cores demonstrated significant permeability reductions (80–99%) for brine and CO
2. Hou and Yue [
21] developed a composite gel to combat CO
2 channeling in enhanced oil recovery. The gel, made from sodium silicate and an organic polymer, proved highly effective with a 2% acrylamide monomer concentration and 5% sodium silicate. Despite the promising results of conventional (HPAM/Cr
3+) in situ polymer gels in CO
2 conformance control applications, Sun’s study [
22] highlighted a significant concern: some gels can experience severe dehydration under various CO
2 conditions, which raises questions about their reliability and effectiveness in such environments.
Preformed particle gel (PPG) was developed to address the limitations of conventional in situ gel systems in oil fields, such as unpredicted gelation times, uncontrolled gel properties, and limitations in treating large reservoir fissures. PPG is a superabsorbent particle gel that swells several times upon mixing with water, providing better control over gel properties. It selectively blocks high-permeability zones, improving sweep efficiency, particularly in mature fields with excessive water and gas production [
23,
24]. Furthermore, several PPGs have been developed specifically for CO
2 applications, and they can be divided into CO
2-resistant and CO
2-stimuli/responsive gels. Sun [
3] evaluated a novel CO
2-resistant particle gel (CRG) that addresses the dehydration issues of traditional polyacrylamide-based PPGs in CO
2 flooding. CRG maintains its structure and increases swelling in low pH conditions, effectively reducing the CO
2 and water permeability in fractured sandstone by forming internal and external gel cakes. Zhao [
25] developed a dual-network CO
2-responsive preformed particle gel (DN-CRPPG) to mitigate CO
2 channeling and leakage. The gel achieved a swelling ratio of 1.25 under 10 MPa CO
2, reduced permeability with an Frr of 4.7 × 10
6, and improved oil recovery by 32.6% during CO
2 flooding, with an additional 14.9% boost via WAG flooding. It exhibited less than 15% performance loss after multiple cycles and demonstrated excellent stability under supercritical CO
2 conditions.
In extremely heterogeneous reservoirs, PPG faces limitations in effective plugging and can easily be washed out from the formation after water breakthrough [
26]. To address these issues, recrosslinkable preformed particle gel (RPPG) was developed. The concept of this gel involves injecting a particle gel that swells in brine. Once in place, these particles can recrosslink to form a bulk gel due to their self-healing ability, making it more stable in larger reservoir fissures (
Figure 1). Al Brahim [
15] evaluated acrylamide-based RPPGs for improving conformance in natural gas (CH
4) injection. The study demonstrates that RPPGs maintain their stability and strength under various conditions, including high-pressure gas exposure and acidic environments.
In this work, a novel CO2-resistant hyper-branched self-healing PPG (CO2-BRPPG) for CO2 conformance control was evaluated. We investigated basic gel characteristics such as swelling ratio, particle size distribution, gel rheology, and morphology at different pH and salinity values. The gel phase stability was evaluated under CO2 conditions using high-pressure vessels. Additionally, the gel plugging performance was systematically investigated in a WAG injection schema. The primary objective of this study was to develop a systematic evaluation method for assessing the stability and effectiveness of the CO2-BRPPG under brine/CO2 conditions during WAG cycles.
2. Results and Discussion
Particle size and swelling ratio. Due to the harsh conditions in the reservoir, including varying salinity levels and changes in the reservoir fluid pH caused by CO
2 flooding, the properties of the CO
2-BRPPG suspension may be affected. Therefore, evaluating the equilibrium swelling ratio of the CO
2-BRPPG is essential for determining its ability to plug high-permeability channels effectively. The equilibrium swelling ratio (ESR) is defined as the time at which no further increase in swelling is observed. Generally, the ESR is determined by the balance between the gel’s elastic and osmotic pressure [
27]. In our paper, we calculated the swelling ratio by measuring the particle size and applying Equation (1). The effect of the salinity and pH of the brine on the particle gel is shown in
Figure 2 and
Table 1.
In
Figure 2a, the results show that, during the first 30 min, the swelling of the gel particles was rapid, achieving over 90% of their maximum size. This rapid swelling is attributed to the small size of the gel particles, which have a large surface area, increasing the likelihood of fluid exchange with the surrounding environment [
28]. After this initial phase, the particle size increase slowed until no significant increase in the particle size was observed (ESR). Additionally, as the salinity increases, the ESR decreases. For example, a suspension with 1% NaCl increased the particle size 4.2 times (=76 ESR), while a suspension with 10% NaCl only increased the particle size 3.9 times (=61 ESR). This effect is due to the negative charges of the carboxylate (COO–) in the polymer chain causing electrostatic repulsion, expanding the polymer network, and increasing water accommodation. In brine solutions, cations reduce this repulsion between polymer chains by neutralizing negative charges and compressing the electrical double layer, decreasing the network expansion and water space. Thus, the swelling ratio of the CO
2-BRPPG suspension decreases with higher brine salinity [
29]. Similarly, in our sample test using formation water, the particle gel experienced a low ESR.
On the other hand, the effect of pH on the swelling ratio was evaluated using a particle gel prepared in 1 wt.% NaCl, as illustrated in
Figure 2b. The graph illustrates the average particle size of the CO
2-BRPPG across different pH levels, showing distinct variations with changes in pH. The changes in particle size at pH 3, 5, and 7 are small and comparable, with sizes of approximately 338 µm, 326 µm, and 353 µm, respectively. However, at pH 11, there is a significant increase in particle size to around 391 µm. These observations indicate that, as the pH changes, the particle size decreases at lower pH levels and increases significantly at higher pH levels. This phenomenon can be attributed to changes in the ionization state of the functional groups within the polymer chain. At lower pH levels, protonation of acidic groups (e.g., carboxyl groups) reduces the electrostatic repulsion, decreasing swelling. Conversely, at higher pH levels, deprotonation occurs [
30]. However, the presence of NaCl screens the electrostatic repulsion between negatively charged groups, resulting in a reduced swelling ratio compared with what might be expected in the absence of salt [
31]. This highlights the complex interplay between pH and ionic strength in determining the swelling behavior of particle gels.
Rheology Characterization. CO
2-BRPPG is prepared as a suspension solution with a different concentration; therefore, evaluating its apparent viscosity is important. This property influences the gel’s flow behavior and propagation in the reservoir. The rheological behavior of the CO
2-BRPPG was analyzed by examining the viscosity versus the shear rate at different concentrations (1500 ppm, 3000 ppm, 5000 ppm, and 7000 ppm), as shown in
Figure 3. The results indicate a clear shear-thinning behavior, with viscosity decreasing as the shear rate increased for all concentrations. At lower concentrations (1500 ppm and 3000 ppm), the initial viscosities were lower, starting at around 40 CP and 100 CP, respectively, and decreased more significantly with increasing shear rates, ultimately converging toward lower viscosities at higher shear rates. In contrast, higher concentrations (5000 ppm and 7000 ppm) exhibited much higher initial viscosities, around 300 CP and 800 CP, respectively, which decreased more gradually, maintaining higher viscosities at elevated shear rates. This concentration-dependent viscosity behavior suggests that the gel’s resistance to flow increases with concentration, while the shear-thinning nature ensures that the gel can be easily injected under high shear conditions but retains sufficient viscosity under low shear conditions to block pathways effectively.
CO
2 is a highly diffusive gas with small, linear molecules that can infiltrate the gel matrix. This makes the gel more flexible and less mechanically robust, increasing the likelihood of damage under stress. Without sufficient strength, the gel is vulnerable to mechanical damage from CO
2 penetration, reducing its effectiveness in blocking or diverting reservoir flow. We examined the impact of salinity on the gel strength.
Figure 4a illustrates the storage modulus (G’) and loss modulus (G”) as functions of strain amplitude (%), providing insights into the gel’s behavior in the linear viscoelastic region. The G’ remains relatively constant at around 100 Pa up to a strain amplitude of approximately 10%, indicating that the gel maintains its elastic properties under small deformations.
Figure 4b illustrates the influence of salinity on gel strength, showing a clear trend of increasing gel strength with higher NaCl concentrations. The storage and loss modulus were measured for gels prepared in solutions of varying NaCl concentrations (1%, 5%, and 10%) and in formation water with a total dissolved solid content of 57,800 ppm. The results indicate that the gel prepared in a 10% NaCl solution exhibits the highest storage modulus (145 Pa), compared with 130 Pa in 5% NaCl, 113 Pa in 1% NaCl, and 66 Pa in formation water. Similarly, the loss modulus shows a slight variation with salinity, with values of 16 Pa in 10% NaCl, 15 Pa in 5% NaCl, 18 Pa in 1% NaCl, and 11 Pa in formation water. These findings suggest that the gel’s mechanical strength improves significantly with increasing NaCl concentrations. Higher salinity decreases the swelling ratio of the gel by reducing its water absorption capacity [
26,
32]. This reduction in swelling results in a more compact and dense gel structure, contributing to its increased rigidity and mechanical strength under stress.
Phase stability and morphology test. In this evaluation, we investigated the stability of the CO
2-BRPPG by evaluating the change in the swelling ratio of the CO
2-BRPPG under different CO
2 conditions by varying the salinity and CO
2 pressure. The pressures used were 500 psi, 850 psi (dense phase), and 1200 psi (supercritical CO
2), all at a constant temperature of 45 °C. The aging time was kept constant at three days for all experiments. Under normal conditions, as previously shown (
Figure 2a), the swelling ratio of a gel prepared in 1% NaCl after three days is typically 370 µm (=71 SR).
The results, depicted in
Figure 5a, indicate no further increase in the swelling ratio under different CO
2 pressures; instead, there is a slight decrease in the swelling ratio. Specifically, the swelling ratios after exposure to 500 psi, 850 psi, and 1200 psi CO
2 remain relatively stable, with only minor decreases observed. Several interrelated factors can explain this observation. When CO
2 dissolves in water in the particle gel suspension, it forms carbonic acid, which lowers the pH of the solution, making it more acidic. This decrease in pH can affect the ionization state of the functional groups within the gel, reducing the electrostatic repulsion and causing the gel network to contract [
33]. High-pressure CO
2 also has a high degree of solubility in water, increasing the concentration of CO
2 molecules within the gel network [
3]. The presence of these molecules can create additional osmotic pressure, counteracting the swelling pressure exerted by the absorbed water and leading to a slight reduction in the swelling ratio. Furthermore, CO
2 is relatively hydrophobic compared with water, and high concentrations within the gel can promote hydrophobic interactions between polymer chains, resulting in a denser gel structure. Additionally, exposure to high-pressure CO
2 might induce structural changes in the polymer network, such as partial crosslinking or densification, decreasing the gel’s ability to swell. These combined factors contribute to the observed reduction in the swelling ratio under high-pressure CO
2 conditions [
30,
34]. Further studies are needed to isolate and understand the relative contributions of each mechanism to provide a comprehensive explanation.
Figure 5b evaluates the effect of salinity under 850 psi CO
2 pressure. Similar to the result in
Figure 5a, the results show a slight decrease in the swelling ratio for 1% NaCl, 5% NaCl, and 10% NaCl solutions. Notably, the particle gel shows recrosslinking behavior at higher salinities, specifically at 5% and 10% NaCl, as shown in
Figure 6. This recrosslinking behavior is evidenced by the reduction in the swelling ratio, indicating that part of the particle gel structure becomes more compact after exposure to CO
2. Formation water samples also show a minor decrease in swelling ratio.
To observe gel stability in the CO
2 atmosphere, we carried out scanning electron microscopy analysis of the gel samples.
Figure 7a,b shows the structural morphology of the gel samples before and after 3 days of exposure to supercritical CO
2.
Figure 7a shows the gel structure before CO
2 exposure, which exhibits a highly porous network with large, interconnected voids and well-defined structural walls. The porous morphology suggests that the gel has a loosely packed structure. The voids appear relatively open and uncompressed, indicating the gel’s original, unaltered state. As shown in
Figure 7b, after exposure to CO
2, the gel structure appears denser and more compact. The pores seem smaller, and the structural walls appear more compressed in certain areas, suggesting a contraction or reorganization of the gel network.
Injectivity of the CO2-BRPPG. The injection pressure behavior of particle gel suspensions at various concentrations and salinities as a function of injected pore volume (PV) is illustrated in
Figure 8. All curves exhibit an initial increase in pressure, continuing until the gel starts to be produced from the outlet, followed by stabilization of the injection pressure. This trend indicates the balance between the retention of gel particles within the porous media and their transport through it. After the gel particles start to be produced from the sandpack, the injection pressure gradually stabilizes due to several key factors that balance the dynamics of gel retention and advection within the porous media. The formation of stable gel structures within the pore spaces partially blocks the pores, creating a consistent level of resistance to fluid flow. However, the gel requires time to reach this equilibrium, as the retention and transport rates of the gel particles adjust within the matrix. Once this balance is achieved, the overall resistance remains constant, leading to stable injection pressure.
Figure 9a illustrates the stable injection pressure gradient (psi/ft) for gels at various concentrations (1500 ppm, 3000 ppm, 5000 ppm, and 7000 ppm). The stable injection pressure gradient increases with gel concentration, showing values of 58 psi/ft for 1500 ppm, 70 psi/ft for 3000 ppm, 171 psi/ft for 5000 ppm, and 220 psi/ft for 7000 ppm. This trend correlates with the previously observed gel viscosity results, where higher gel concentrations exhibited greater viscosities. As the gel concentration increases, the viscosity also increases, leading to more significant resistance to flow within the porous media. This higher viscosity results in a more substantial and stable injection pressure gradient, as the gel can better block and retain within the pore spaces.
On the other hand,
Figure 9b illustrates the stable injection pressure gradient (psi/ft) for gels prepared in different salinity solutions (1% NaCl, 5% NaCl, 10% NaCl, and formation water). The stable injection pressure gradient values are 171 psi/ft for 1% NaCl, 253 psi/ft for 5% NaCl, 261 psi/ft for 10% NaCl, and 114 psi/ft for FW. These results correspond with the previously observed gel strength data, where higher salinity led to increased gel strength due to reduced swelling and a more compact gel structure. The gels prepared in higher-salinity solutions exhibit higher pressure gradients, indicating higher resistance to the gel advection. In contrast, the gel prepared in formation water shows a lower pressure gradient despite its high salinity, likely due to the complex mixture of salts used to prepare the brine.
Evaluating the resistance factor is crucial for optimizing gel treatments in field applications. It helps in understanding the transportation mechanism of the injected fluid within the reservoir, allowing for the design of effective gel formulations and injection strategies. In porous media, the resistance to flow is influenced by the fluid’s viscosity; therefore, the resistance factor can be seen as an indicator of the effective viscosity of the polymer gel.
Table 2 shows the relationship between the CO
2-BRPPG concentration and suspension salinity.
CO2 flooding test. After injecting the gel into the sandpack, the system was shut in for three days to allow the recrosslinking process to occur. CO2 flooding was then conducted in a WAG pattern. Initially, CO2 was injected in pressure steps to determine the breakthrough pressure through the treated matrix. Following this, three WAG cycles were performed to evaluate the gel’s plugging performance. In this experiment, we tested two variables: the effect of salinity and gel concentration on the plugging performance of the CO2-RPPG. As shown previously, increasing salinity enhances gel strength, which in turn increases the breakthrough pressure. Similarly, a higher gel concentration leads to greater retention within the matrix, thereby increasing the breakthrough pressure.
Figure 10 illustrates the differential pressure regarding time during a CO
2–water injection experiment in a sandpack treated with 5000 ppm CO
2-RPPG, encompassing three WAG cycles. Initially, CO
2 is injected until it reaches a breakthrough pressure of approximately 121 psi, followed by a sharp pressure drop and stable flow with minor fluctuations, as shown in
Figure 11. CO
2 is then injected at four flow rates (1, 1.25, 1.5, and 1.75 mL/min), resulting in only small changes in pressure. Following that, brine injection at four flow rates, the same as the CO
2 flow rates, results in stepwise increases in differential pressure, as shown in
Figure 12. In the first WAG cycle, the pressure was lower compared with the second cycle for both CO
2 and brine. It is hypothesized that the CO
2 caused slight dehydration of the gel, leading to a decrease in pressure. Subsequently, brine injection resulted in the reswelling of the gel particles, as evidenced by the increase in the CO
2 differential pressure during the second WAG cycle. CO
2 can dehydrate polymer gel because it can diffuse into the gel matrix and dissolve the water present, leading to a reduction in the gel’s volume and its subsequent shrinkage [
22]. Furthermore, under high-pressure conditions, CO
2 in its supercritical or dense phase has a high affinity for water, which enhances its ability to extract water from the polymer gel, thus dehydrating it. The third cycle shows a drop in pressure differences compared with the first and second cycles.
Effect of the salinity and gel concentration of CO2 breakthrough pressure. CO
2 breakthrough pressure is defined as the pressure at which CO
2 first overcomes the resistance provided by the gel and begins to flow through the porous media or fractures.
Figure 13a illustrates the effect of gel concentration on CO
2 breakthrough pressure, showing that, as gel concentration increases, the CO
2 breakthrough pressure also rises. Specifically, at 1500 ppm, the CO
2 breakthrough pressure is 28 psi; at 3000 ppm, it increases to 49 psi; at 5000 ppm, it further rises to 121 psi; and at 7000 ppm, it reaches the highest value of 177 psi. This trend can be correlated with data showing that higher gel concentrations lead to higher gel retention, which in turn increases the resistance against CO
2 breakthrough. The increased gel retention enhances the plugging efficiency and viscosity of the gel, thereby impeding the flow of CO
2 through the porous media or fractures and resulting in higher breakthrough pressures.
Figure 13b presents the effect of salinity on CO
2 breakthrough pressure, showing that, as salinity increases, the CO
2 breakthrough pressure also increases. Specifically, for 1% NaCl, the CO
2 breakthrough pressure is 121 psi; for 5% NaCl, it increases to 159 psi; for 10% NaCl, it reaches the highest value of 177 psi; and for formation water, the CO
2 breakthrough pressure is 57 psi. This trend indicates that higher salinity results in greater resistance to CO
2 breakthrough. Recall that higher salinity is associated with higher gel strength. The increased salinity reduces the swelling ratio of the gel, making it more compact and robust.
Effect of the gel concentration and salinity on the plugging performance. Figure 14 illustrates the effect of salinity on the residual resistance factor for both CO
2 and water when the gel suspension concentration is constant. It is noteworthy that the first CO
2 injection cycle demonstrates lower plugging performance across all experiments. This phenomenon occurs because, during the initial CO
2 injection, the system contains only gel. As CO
2 breaks through and forms channels through the gel-treated matrix, the plugging performance diminishes. Subsequently, when brine is injected, these channels are filled with water, which adds extra resistance to the CO
2 flow during the second CO
2 injection. Consequently, the second CO
2 injection cycle exhibits better plugging performance than the first cycle. Additionally, as the gel concentration increases, the F
rr for both gas and water increases. For gel concentrations of 1500 ppm and 3000 ppm, the plugging performance is comparably close.
The differential permeability reduction between water and CO
2 highlights the gel’s selective plugging performance. In general, the gel tends to reduce the permeability of water more effectively than that of CO
2, resulting in a higher residual resistance factor for water. This selective permeability reduction is beneficial for enhanced oil recovery processes, as it helps to control water production while allowing CO
2 to maintain its mobility. Consequently, the gel’s ability to differentially reduce permeability enhances its overall effectiveness in improving the efficiency of CO
2 oil recovery operations.
Figure 15 shows the relationship between gel concentration and the disproportional permeability reduction ratio R
DPR for CO
2 and water, as calculated using Equation (4). The trend line indicates a negative correlation, suggesting that as the gel concentration increases, the differential permeability reduction decreases. This implies that at lower gel concentrations, there is a higher selectivity in reducing water permeability compared with CO
2 permeability.
In the context of
Figure 14, this graph supports the observation that at higher gel concentrations (such as 5000 ppm and 7000 ppm), the plugging performance for CO
2 improves due to reduced differential permeability. This means that while the gel effectively reduces the permeability of both water and CO
2, the reduction is more balanced at higher concentrations, resulting in better overall plugging performance for CO
2.
Figure 16 illustrates the effect of salinity on the residual resistance factor for both water and CO
2 for the CO
2-BRPPG at a concentration of 5000 ppm across four different salinity levels (1% NaCl, 5% NaCl, 10% NaCl, and formation water). In all cases, there is a consistent reduction in the F
rrw as the flow rate increases. However, in the formation water case, the F
rrw increases as the flow rate rises. One possible explanation is that the gel formed under formation water conditions is weaker, as shown by the data in this paper. The weaker gel structure allows the particles to move more easily at higher flow rates, leading to their accumulation at the outlet, which increases the blockage and raises the F
rrw. In general, as salinity increases, the F
rrw for CO
2 shows a more pronounced decrease with increasing flow rates, with the most significant reduction observed at 10% NaCl. This suggests that higher-salinity gels are more effective in selectively reducing CO
2 permeability while maintaining water permeability, thereby creating greater differential permeability. This enhanced gel strength at higher salinity levels improves the gel’s ability to block CO
2 flow, delaying CO
2 breakthrough during flooding operations and ultimately enhancing oil recovery. This observation is further approved by plotting the relationship between NaCl concentration and RDPR, where increasing salinity leads to an increase in the permeability reduction, as shown in
Figure 17. The high coefficient of determination (R
2 = 0.9064) in the graph indicates that higher NaCl concentrations significantly enhance the gel’s effectiveness in reducing RDPR, supporting the observed trend in
Figure 16.