1. Introduction
Carbonate reservoirs, which contain about 60% of the world’s oil reserves, present unique challenges for oil extraction due to their complex pore structure and wettability characteristics (Ayirala et al., 2021; Sheng, 2013). Carbonate reservoirs are often heterogeneous, having varying degrees of porosity and permeability, which further complicates the oil production process (Mogensen & Masalmeh, 2020; Nazari et al., 2019). These reservoirs are usually oil-wet or mixed-wet, which reduces the effects of traditional water-flooding methods (Hao et al., 2019; Mohammed & Babadagli, 2015). This means large residual oil reserves are often left in carbonate rocks (Mogensen & Masalmeh, 2020; Xu et al., 2020), awaiting innovative solutions to increase oil recovery.
The injection of surfactants into carbonate rocks for enhanced oil recovery (EOR) is critical, but it has environmental impacts. Concerns about this have prompted research into sustainable alternatives, such as biosurfactants. Consequently, the use of sophorolipids as green surfactants has attracted increased research interest. Sophorolipids––a class of biosurfactants––have attracted interest for their potential in EOR applications owing to their biodegradability, low toxicity and relatively low cost (Díaz De Rienzo et al., 2015; Ganji et al., 2020). Sophorolipids can lower the interfacial tension (IFT) between crude oil and brine, mobilising trapped oil (Esfandyari et al., 2021; Hou et al., 2021; Shekhar et al., 2015). These biosurfactants can modify the wettability of carbonate rocks from oil-wet to water-wet, and reduce the surfactant adsorption by carbonate rock, hence improving oil recovery (Akanji et al., 2021; Bhardwaj, 2013; Elshafie et al., 2015; Magri et al., 2018).
Crude oil–brine–carbonate rock systems are common in petroleum engineering studies, and oil recovery can be significantly enhanced from these. The crude oil–brine–carbonate rock system represents a complex interaction of multiple components that substantially affect the efficiency of EOR methods. Fluid-to-fluid interactions in biosurfactant injection processes impact the microemulsion viscosity and lower the IFT (Marhaendrajana et al., 2025; Megayanti et al., 2023; Udoh & Vinogradov, 2019). Changes in the wettability and the degree of rock adsorption are usually measured to evaluate fluid-to-carbonate rock interactions (Bassir & Shadizadeh, 2020; Shaik et al., 2020).
Salinity affects the interactions between fluids and the mechanisms of biosurfactant application in fluid-to-fluid and fluid-to-rock interactions. In specific instances, biosurfactants have demonstrated optimal performance at particular salinity levels, at which point the IFT reaches its minimum value (Mohammadi et al., 2019; Yutkin et al., 2022). The viscosity and stability of the microemulsion generated during the EOR biosurfactant process are influenced by salinity levels (Iravani et al., 2025; Khodaparast & Johns, 2020). The salinity level of the solution can potentially decrease biosurfactant adsorption, thereby increasing the availability of biosurfactant molecules to alter the rock-wetting properties (Hou et al., 2022). In elevated salinity conditions, the solubility of biosurfactants in the brine solution may decrease due to aggregate (e.g. micelle) formation or precipitation, and the biosurfactant’s effectiveness may be reduced. Thus, the optimal salinity must be established for each reservoir, considering the intricate interactions between the biosurfactant and the carbonate rock (Ghaedi et al., 2023).
Elevated IFT between crude oil and brine can impede the mobilisation of entrapped oil. Incorporating surfactants, including sophorolipids, markedly decreases the IFT, promoting oil displacement (Baccile & Kleinen, 2025; Esfandyari et al., 2021; Fu et al., 2024; Gazem et al., 2025). Divalent ions reduce the IFT between oil and aqueous surfactant solutions, achieving very low values at optimal concentrations. This phenomenon is crucial for applications such as EOR (Jha et al., 2018). The presence of divalent ions can also improve the effectiveness of sophorolipids in reducing the IFT, these ions interacting with the surfactant molecules and the crude oil, leading to a more effective reduction in IFT (Koh et al., 2016).
Carbonate rocks are primarily composed of calcite (CaCO3) minerals. In the formation of dolomite, magnesium ions (Mg2+) replace some of the calcium ions (Ca2+) in the limestone’s mineral structure. The chemical formula for dolomite is CaMg(CO3)2. Derikvand (2020) discovered that including Mg²⁺ and Ca²⁺ in brine solutions can improve oil recovery by modifying the surface characteristics of the crude oil–brine–carbonate rock system (Derikvand et al., 2020; Zheng et al., 2024).
This modification has been ascribed to the capacity of these ions to engage both with the rock surface and the crude oil, thereby changing the wettability and IFT (Derikvand et al., 2020; Eslahati et al., 2020). Divalent ions, including Ca²⁺ and Mg²⁺, are also essential in modifying rock wettability and thereby enhancing oil mobilisation (Bai et al., 2021; Gandomkar & Reza, 2017; Marhaendrajana et al., 2018; Zaeri et al., 2019). The presence of Ca²⁺ and Mg²⁺ significantly affects the adsorption rate (Anachkov et al., 2015; Herawati et al., 2022; Hou et al., 2022). The reactive properties of Ca²⁺ and Mg²⁺ are also strongly influenced by salinity (Derikvand et al., 2020; Prabhakar & Melnik, 2018; Zaeri et al., 2019).
The interaction of these three components can significantly impact the fluid movement mechanism in a reservoir and the oil recovery efficiency using sophorolipids. The objective of the study is to evaluate the effects of brine with various salinities (5000–15,000 ppm) and sophorolipid concentration (0–2 wt.%) on medium and light oil samples using Indiana Limestone (IL). In addition, the study investigates the role of divalent ions (Ca²⁺ and Mg²⁺) in enhancing and optimising biosurfactant-based EOR system through IFT, oil–water emulsion viscosity, contact angle, static adsorption and core flooding tests. Incorporating sophorolipids into EOR represents an innovative approach to addressing the challenges associated with carbonate reservoirs. This strategy not only improves recovery efficiency but also provides environmental and operational benefits that align with the industry’s incrceasing commitment on sustainable practices.
2. Experimental Methodology
2.1. Material and Sample Preparation
2.1.1. Crude Oil Sample
The crude oil samples used in this study were collected from two oil fields in Indonesia. The light oil properties presented in Table 1 were cited by Swadesi et al. (2015). The medium oil properties were obtained from laboratory analyses conducted by Lemigas. Based on API gravity, each sample represents the characteristics of light and medium oils.
Table 1. Crude Oil Characteristics

Note. KOH, potassium hydroxide.
2.1.2. Sophorolipids
We used a sophorolipid biosurfactant purchased from Shanghai Yuchuang Chemical Technology Co., Ltd., which has a light yellow to brown liquid appearance, as shown in Figure 1. This product is water soluble and has the sophorolipid specifications shown in Table 2. Sophorolipids consist of hydrophilic sophorose groups covalently bonded to hydrophobic fatty acid groups. Two glucose units are linked by a glycosidic bond (β-1,2′) to form sophorose, a disaccharide (2-O-β-D-glucopyranosyl-β-D-glucopyr-anose) (Pal et al., 2023).

Figure 1. Example of a Sophorolipid Sample
Table 2. Sophorolipids Specification

2.1.3. Core Sample
Indiana Limestone was used for the rock-fluid test in this study. Based on laboratory testing, this limestone is characterized by 20% porosity and 135 mD permeability, as measured by a PORG-200 porosimeter and PERG using gas N2. The mineral composition based on X-ray diffraction data from IL, is shown in Table 3.
Table 3. Mineral Composition of Indiana Limestone

2.2. Experiment Design
The overall fluid-to-fluid and fluid-to-carbonate rock testing involved synthetic brines with various compositions, as shown in Table 4. The scenarios totalled 90 tests, incorporating two samples of crude oil and five sophorolipid concentrations, from 0 to 2 wt.%.
Table 4. Synthetic Brine Composition

Note. NaCl, sodium chloride; CaCl2, calcium chloride; MgCl2, magnesium chloride.
The technique of attributing reaction rates to the distance from equilibrium (X) becomes troublesome when dealing with magnesian calcites, and there has been debate regarding the precise definition of this equilibrium. Uncertainties in free energy values, the more general issue of whether magnesian calcites ever achieve a truly metastable equilibrium state, and the best way to depict this connection in thermodynamic calculations are some of the causes of this issue.
Thus, far more attention has been paid to the problem of how magnesium substitution impacts solubility than to the impact on dissolution rate alone. To address this issue, Thorstenson & Plummer (1977) proposed the concept of stoichiometric saturation. They suggested that the product of activities provides the equilibrium constant for a magnesian calcite with the composition Ca(1-x)MgxCO3.
(1)
Where x = mole fraction of lattice magnesium. Magnesian calcite is thus assumed to react as a one-component phase having a fixed composition (Morse & Arvidson, 2002; Thorstenson & Plummer, 1977).
2.3. Procedure
2.3.1. Interfacial Tension Test
The IFT measurement was conducted using a spinning-drop tensiometer (see Figure 2) to determine the biosurfactant’s ability to reduce the IFT between the oil and brine solutions. The measurement time was 30 min at 6000 rpm and a temperature of 60 ± 0.5°C.

Figure 2. Schematic of the Spinning Drop Tensiometer
2.3.2. Viscosity Emulsion
A Brookfield viscometer measures the torsional force exerted on a cylindrical rotor (spindle) immersed in a fluid, which gives the measurement of viscosity. In this experiment, the viscometer was used to measure the viscosity of an oil–water emulsion. The sample mixture was 1:1, with 5 mL each of oil and sophorolipid solution, stirred for 10 min at 60 ± 0.5°C to promote emulsification.
2.3.3. Contact Angle Measurement
A Theta Lite Optical Tensiometer TL100 (OneAttention) tool was used to measure the contact angle on a thin-section of the IL. The IL thin-section was immersed in crude oil for 24 h at 60 ± 0.5°C to adjust the rock conditions to the initial wettability of the reservoir by inducing the adsorption of oil molecules and polar compounds, such as asphaltene and resins, onto the rock surface. During the procedure, water droplets were placed on the oil-soaked rock surface, and the contact angle was measured, as shown in Figure 3. A similar procedure had previously been used by Abdallah et al. (2007) and Al-Maamari & Buckley (2003).

Figure 3. Schematic of the Optical Tensiometer Tool
2.3.4. Static Adsorption
The adsorption test was performed to evaluate the adsorption efficacy of the sophorolipids on the IL and to ascertain whether other factors, such as the interaction of water with the rock surface, changed the adsorption features. In a volumetric flask, a sample of IL grain (80 mesh) was soaked in a solution of sophorolipids at 0.5% and 2 wt.%. The mass ratio between the grain and the solution was 1:4. The flask was shaken for 48 h, and then the liquid was filtered through 4 micro-sized filter papers. The adsorption analysis was conducted using a high-performance liquid chromatography apparatus (see Figure 4). The test was performed by introducing the fluid (all particles analysed had to be in liquid form) into the injection port.

Figure 4. Schematic of The High-Performance Liquid Chromatography (HPLC) Apparatus
2.3.5. Core Flooding
The core flooding test involves fluid, or a combination of fluids, being injected into a rock sample. This test is commonly used to determine the optimal development options for oil reservoirs and often helps in evaluating the effects of injecting fluids specifically designed to enhance or increase oil recovery. A core plug sample of IL was immersed in crude oil for 24 h at 60 ± 0.5°C after water injection. The concentration of the sophorolipid solution was 0.5 wt.% under CMC conditions and the brine concentration was 10,000 ppm, representing the field conditions in Indonesia. Divalent ions were added to this fluid. The test was conducted using the core flooding apparatus, with a confining pressure of 100 psia and an injection rate of 0.3 cc/min, as shown in Figure 5.

Figure 5. Schematic of the Core Flooding Apparatus
3. Results
3.1. Interfacial Tension
Measurement of the IFT in sophorolipid solutions was carried out on 90 samples, with the effects of the addition of Ca²⁺ and Mg²⁺ ions, respectively in the forms of CaCl2 or MgCl2 at concentrations of 2000 ppm, to the solutions that had varying NaCl and sophorolipid concentrations. In general, the presence of CaCl2 or MgCl2 affected the IFT values in very subtle ways (see Figure 6). This suggests that the sophorolipids were not significantly affected by the divalent ions in either the medium crude oil (see Figures 7a and b) or light crude oil (see Figures 6c and d) cases. The sophorolipids were found to be optimum for reducing the oil–water IFT at a concentration of approximately 0.5 wt.%.

Figure 6. Oil-water Interface Tension vs. Various Sophorolipids Concentrations: (a and b) Medium Oil; and (c and d) Light Oil, both with Added CaCl2 and MgCl2.
3.2. Oil-Water Emulsion Viscosity
In the oil–water emulsion viscosity test, observations were made at a sophorolipid concentration of 0.5 wt.%. In the medium oil (see Figure 7a), the Ca2+ caused an increase in the viscosity of the oil–water emulsion at high salinity (15,000 ppm) and the Mg2+ increased the viscosity even more, especially at medium to high salinities. In the light oil (see Figure 7b), the Ca2+ and Mg2+ effects were less critical, but both still increased the viscosity at a specific salinity. The impacts of the Ca2+ and Mg2+ were more significant in the medium oil than the light oil. In the light oil, the initial viscosity was lower, and the impact of the sophorolipids and additional ions was less pronounced. The structure of light oils tends to be simpler, which might explain this. Sophorolipids can affect the viscosity of oil–water emulsions depending on the oil type, optimum salt concentration, and the presence of divalent ions. Adding Ca2+ and Mg2+ increases the viscosity of medium oils in particular because the interaction between the ions and the sophorolipid micelles strengthens the structure, thus increasing flow resistance. The combination of NaCl and divalent ions showed synergistic effects in modifying the viscosity, especially at the Critical Micelle Concentration of sophorolipids.
3.3. Wettability Alteration
The influence of divalent ions on the alteration of wettability by sophorolipids is a complex subject that encompasses the interactions between biosurfactants and ionic compositions in aqueous solutions. Divalent ions, especially Ca²⁺ and Mg²⁺, significantly influence the wettability of surfaces, particularly those altered by sophorolipids. In the case of 0.5 %wt sophorolipids concentration, Ca2+ and Mg2+ ions cause a significant increase in contact angle at NaCl salinity of 5,000 ppm and 10,000 ppm. At the same time, the effect is not noticeable at 15,000 ppm (see Figure 8).
The observation is almost similar for the light oil case. The contact angle increases at low salinity (5,000 ppm); it decreases at 10,000, and finally it tends to stabilize at 15,000 ppm. The effect of the addition of divalent ions on wettability alteration does not always have a clear pattern, but it is highly dependent on the specific conditions of the system and the combination of ions used (Gandomkar & Reza, 2017).

Figure 7. Mix Viscosity at Various Salinity of 0.5%w Sophorolipids: (a) Medium Oil; and (b) Light Oil with added CaCl2 and MgCl2

Figure 8. Effect of CaCl2 and MgCl2 on the Contact Angle of 0.5 %wt Sophorolipids in Various NaCl Concentrations: (a) Medium Oil; and (b) Light Oil
3.4. Static Adsorption
Static adsorption tests were conducted at 5000, 10,000 and 15,000 ppm NaCl salinity and 0.5 wt.% sophorolipid concentrations. At low NaCl salinity (5000 ppm), the presence of a divalent ion was able to reduce the adsorption (see Figure 9). At NaCl salinities of 10,000 and 15,000 ppm, the addition of Ca²⁺ or Mg²⁺ did not affect the adsorption of sophorolipids. It is assumed that the sophorolipid molecules act directly on the surface, their distribution being more even under diverse ion circumstances (i.e. in the presence of Na⁺, Na⁺ + Ca²⁺ or and Na⁺ + Mg²⁺), resulting in a consistent adsorption rate.

Figure 9. Static Adsorption of Sophorolipids on Carbonate Rocks-Effects of: (a) CaCl2; and (b) MgCl2
3.5. Core Flooding
The addition of Ca²⁺ and Mg²⁺ to the injection solution significantly decreased the oil recovery efficiency in both the water flooding and sophorolipid flooding processes, regardless of the crude oil grade, whether medium or light. During water flooding, the recovery factor decreased from approximately 44% to 20–23% for medium oil and from 37% to about 25% for light oil when divalent ions were added. In the biosurfactant flooding, the recovery factor decreased significantly, from approximately 65% to 33% for medium oil and from 58% to 40% for the light crude (see Figure 10). In carbonate rock reservoirs, the presence of divalent ions, such as Ca²⁺ and Mg²⁺, has a more complex effect than in sandstone reservoirs. This is because carbonate rocks are composed mainly of calcite (CaCO₃), which can chemically interact directly with these ions. Divalent ions interact with the sophorolipid solution and the rock, causing a decrease in biosurfactant activity, an increase in adsorption, and the formation of mineral scales that inhibit permeability. Elevated divalent-ion concentrations (Ca²⁺/Mg²⁺) in carbonate systems alter surface charge and promote Ca²-mediated surface complexation, which diminishes wettability alteration and reduces incremental recovery (Mahani et al., 2015).

Figure 10. Effects of CaCl2 and MgCl2 on Waterflooding and Biosurfactant Flooding of 0.5 %wt sophorolipids in Various NaCl Concentrations: (a) Medium Oil; and (b) Light Oil.
4. Discussion
The interaction between divalent ions (Ca²⁺ and Mg²⁺), sophorolipid molecules, and carbonate mineral surfaces plays a crucial role in determining the overall recovery performance. These ions are known to engage in surface complexation reactions with carbonate minerals, leading to changes in surface charge and electrostatic potential. At moderate salinity levels (5,000–10,000 ppm NaCl), Ca²⁺ and Mg²⁺ ions tend to compete with the carboxyl and hydroxyl functional groups of sophorolipid molecules for adsorption sites on the carbonate surface. This competition reduces biosurfactant adsorption, enhancing the availability of active sophorolipid molecules in solution and promoting water-wet conditions. Conversely, at higher salinities (≥15,000 ppm), the accumulation of these divalent ions at the mineral interface promotes the formation of Ca–CO₃ or Mg–CO₃ surface complexes, which can hinder the ability of sophorolipids to interact effectively with the rock, thus diminishing wettability alteration efficiency. Mg²⁺ ions, due to their stronger hydration shell, induce greater charge shielding and restrict surfactant adsorption, resulting in more stable but less reactive interfaces. In contrast, Ca²⁺ can bridge between negatively charged sophorolipid headgroups and carbonate surfaces, promoting partial aggregation of micelles at the interface. This bridging effect explains the observed increase in emulsion viscosity for medium oils and the reduced recovery during coreflooding tests. These mechanistic insights align with previous findings by Bai et al. (2021) and Derikvand et al. (2020), suggesting that the balance between ion concentration, salinity, and biosurfactant molecular structure must be optimized to achieve effective EOR performance in carbonate reservoirs.
5. Conclusions
The findings show that divalent ions––especially Ca²⁺ and Mg²⁺––affect the interactions between crude oil, brine solutions, and carbonate rocks, to a certain degree, when biosurfactant sophorolipids are added to the brine as the EOR agent. These ions decrease the IFT between the brine and sophorolipid at least a tenth of the time, in both light and medium oil. Meanwhile, these ions tend to increase the water contact angle at low salinities (5000–10,000 ppm) and decrease the water contact angle at higher salinities (10,000–15,000 ppm). The adsorption of the sophorolipids onto the IL decreased in the presence of Ca²⁺ and Mg²⁺ at low salinities. These results suggest Ca²⁺ and Mg²⁺ can improve the performance of sophorolipids if used as an EOR agent in a carbonate reservoir. Incorporating Ca2+ and Mg2+ enhances the viscosity of the mixture, particularly in medium oils, due to the interaction of these ions with sophorolipid micelles, thereby fortifying the structure and augmenting flow resistance. This may potentially create a more stable displacement front for improved oil recovery.
The recovery factor in biosurfactant flooding decreased significantly, dropping from approximately 65% to 33% for the medium oil and from 58% to 40% for the light crude oil. In carbonate rocks, the adverse effects of divalent ions are more complex because they stabilize the carbonate minerals, reducing the potential for changes in wettability required to increase recovery. Increased divalent-ion concentrations (Ca²⁺/Mg²⁺) in carbonate systems modify surface charge and facilitate surface complexation, hence decreasing wettability alteration and limiting incremental recovery.
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Funding
This research was funded by the Center of Higher Education Funding and Assessment, Ministry of Higher Education, Science, and Technology of the Republic of Indonesia, grant number 0742/J5.2.3/BPI.06/10/2021.
Author’s contribution
Indah Widiyaningsih (Doctoral Student in Petroleum Engineering ITB): conceptualization, validation, formal analysis, investigation, data curation, writing-original draft, writing-review and editing, visualization. Ivan Kurnia (PhD in Petroleum Engineering ITB): conceptualization, validation, formal analysis, resources, data curation, writing-review, and editing. Harry Budiharjo Sulistyarso (PhD in Petroleum Engineering UPN Veteran Yogyakarta): conceptualization, validation, and formal analysis. Tutuka Ariadji (PhD, Professor in Petroleum Engineering ITB): conceptualization, validation, and formal analysis. Taufan Marhaendrajana (PhD, Professor in Petroleum Engineering ITB): conceptualization, validation, formal analysis, resources, data curation, writing-review and editing, supervision, and project administration.
All authors have read and agreed to the published version of the manuscript.
