Gas condensate recovery in carbonate rocks through wettability alteration: Characterization and optimization by response surface methodology (RSM)

Fatemeh Kazemi , Reza Azin , Shahriar Osfouri

Petroleum ›› 2026, Vol. 12 ›› Issue (4) : 629 -653.

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Petroleum ›› 2026, Vol. 12 ›› Issue (4) :629 -653. DOI: 10.1016/j.petlm.2026.05.001
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Gas condensate recovery in carbonate rocks through wettability alteration: Characterization and optimization by response surface methodology (RSM)
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Abstract

Liquid blockage around the wellbore region can significantly decrease the gas and condensate extraction volume from a condensate reservoir. In these kinds of reservoirs, the rock surfaces are commonly liquid-wet. Treatment to alter rock preference from liquid to gas is a versatile, permanent, and effective technique for recovery enhancement. A novel chemical solution containing fluorosurfactant and nanoparticles is suggested to modify the wettability of carbonate rock. The hydrophobicity of nano silica is achieved using (3-chloropropyl) trimethoxy silane. The chemical solution can provide a gas-wetting tendency in rock samples by inducing a combination of high surface roughness and low surface energy. Modification of wettability by this chemical was confirmed through static contact angle experiments. FTIR and FESEM were used to study the adsorption of the chemical agent on the rock surface, while EDX analysis and EDX map were employed to characterize the elemental composition of the rock surface and determine the distribution of elements on the coated surface before and after treatment. To determine the effective parameters of the chemical treatment process including fluorosurfactant and nanoparticle concentration, treatment time, and temperature, statistical analysis was conducted through analysis of variance (ANOVA) on the modified cubic model for two response variables, water contact angle (R1) and condensate contact angle (R2). The R2 values of 0.9973 for the water contact angle and 0.9893 for the condensate contact angle represent a close agreement between measured and estimated values. Process parameter optimization was conducted using a desirability function to maximize the response variables associated with the liquid-repellent state. The optimal parameters for the process were identified as fluorosurfactant concentration of 4.96 wt%, SiO2 nanoparticle concentration of 0.76 wt%, treating time of 2.49 days, and treating temperature of 23.24C. To validate the optimization method, a confirmatory experiment was conducted. This experiment achieved the highest water and condensate contact angles of 148.10 and 112.82 under the optimized conditions. The EDX analysis and EDX mapping imply that a homogeneous and evenly distributed fluorine-based layer formed on the rock surface through the adsorption of the chemical agent onto the surface of the rock. This layer induces liquid repellency, making the rock surfaces resistant to both water and oil. Also, the FESEM images indicate a substantial level of roughness on the treated rock surface, attributed to the presence of nanoparticles. FTIR analysis confirmed the adsorption of chemical agents onto the surface of the carbonate rock and presence of carbon and fluorine functional groups within the proposed chemical solution agents.

Keywords

Gas condensate reservoir / Wettability alteration / Gas-wetting / Fluorosurfactant / FESEM / EDX mapping / Carbonate rock / Chemical treatment agent

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Fatemeh Kazemi, Reza Azin, Shahriar Osfouri. Gas condensate recovery in carbonate rocks through wettability alteration: Characterization and optimization by response surface methodology (RSM). Petroleum, 2026, 12 (4) : 629-653 DOI:10.1016/j.petlm.2026.05.001

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References

[1]

A.M. Hassan, M.A. Mahmoud, A.A. Al-Majed, A.R. Al-Nakhli, M.A. Bataweel, S. Elkatatny, Mitigation of condensate banking using thermochemical treatment: experimental and analytical study, Energies 12 (5) (2019) 800.

[2]

X. Liu, H. Chen, Z. Chen, R. Yang, L. Song, M. Bai, et al., Study on characterization and distribution of four regions of tight sandstone condensate gas reservoirs in the depletion development process, Fuel 358 (2024) 130267.

[3]

S. Alafnan, M. Aljawad, F. Alismail, A. Almajed, Enhanced recovery from gas condensate reservoirs through renewable energy sources, Energy & Fuels 33 (10) (2019) 10115-10122.

[4]

D. Afidick, N. Kaczorowski, S. Bette, in: Production Performance of a Retrograde Gas Reservoir: a Case Study of the Arun Field. SPE Asia Pacific Oil and Gas Conference, Society of Petroleum Engineers, 1994.

[5]

K. Ganie, A.K. Idris, D.F. Mohshim, W.R.W. Sulaiman, I.M. Saaid, A.A. Malik, A review on the wettability alteration mechanism in condensate banking removal, J. Petrol. Sci. Eng. 183 (2019) 106431.

[6]

J. Fahimpour, M. Jamiolahmady, Impact of gas-condensate composition and interfacial tension on oil-repellency strength of wettability modifiers, Energy & Fuels 28 (11) (2014) 6714-6722.

[7]

A. Dehane, D. Tiab, S. Osisanya, in: Comparison of the Performance of Vertical and Horizontal Wells in gas-condensate Reservoirs. SPE Annual Technical Conference and Exhibition, Society of Petroleum Engineers, 2000.

[8]

R. Ganjdanesh, M. Rezaveisi, G.A. Pope, K. Sepehrnoori, Treatment of condensate and water blocks in hydraulic-fractured shale-gas/condensate reservoirs, SPE J. 21 (2) (2016) 665-674.

[9]

J. Fahimpour, M. Jamiolahmady, R. Severac, M. Sohrabi, Performance of fluorochemicals on wettability alteration of carbonate rocks to alleviate Condensate/Water banking, in: Paper SCA Presented at the International Symposium of the Society of Core Analysts, 2012, pp. 27-30.

[10]

X. Xie, Y. Liu, M.M. Sharma, W.W. Weiss, Wettability Alteration to Increase Deliverability of Gas Production Wells. SPE Eastern Regional/AAPG Eastern Section Joint Meeting, 2008. OnePetro.

[11]

Y. Li, Y. Wang, Q. Wang, Z. Liu, L. Tang, L. Liang, et al., Achieving the super gas-wetting alteration by functionalized nano-silica for improving fluid flowing capacity in gas condensate reservoirs, ACS Appl. Mater. Interfaces 13 (9) (2021) 10996-11006.

[12]

C. Shi, Flow Behavior of gas-condensate Wells, Stanford University, 2009.

[13]

A. Zhang, Z. Fan, L. Zhao, An investigation on phase behaviors and displacement mechanisms of gas injection in gas condensate reservoir, Fuel 268 (2020) 117373.

[14]

K. Li, A. Firoozabadi, Experimental study of wettability alteration to preferential gas-wetting in porous media and its effects, SPE Reservoir Eval. Eng 3 (2) (2000) 139-149.

[15]

J. Fahimpour, M. Jamiolahmady, M. Sohrabi, A combined experimental and theoretical investigation on application of wettability modifiers in gas-condensate reservoirs, in: SPE Annual Technical Conference and Exhibition. Onepetro, 2012.

[16]

S. Sharifzadeh, S. Hassanajili, M. Rahimpour, Wettability alteration of gas condensate reservoir rocks to gas wetness by sol-gel process using fluoroalkylsilane, J. Appl. Polym. Sci. 128 (6) (2013) 4077-4085.

[17]

M. Sheydaeemehr, B. Sedaeesola, A. Vatani, Gas-condensate production improvement using wettability alteration: a giant gas condensate field case study, J. Nat. Gas Sci. Eng. 21 (2014) 201-208.

[18]

J. Jin, Y. Wang, K. Wang, J. Ren, B. Bai, C. Dai, The effect of fluorosurfactant-modified nano-silica on the gas-wetting alteration of sandstone in a CH4-liquid-core system, Fuel 178 (2016) 163-171.

[19]

A. Cassie, S. Baxter, Wettability of porous surfaces, Trans. Faraday Soc. 40 (1944) 546-551.

[20]

J.H. Schön, Pore Space Properties. Developments in Petroleum Science, Elsevier, 2015, pp. 21-84.

[21]

S.-A. Hoseinpour, M. Madhi, H. Norouzi, B.S. Soulgani, A.H. Mohammadi, Condensate blockage alleviation around gas-condensate producing wells using wettability alteration, J. Nat. Gas Sci. Eng. 62 (2019) 214-223.

[22]

M.A. Sayed, G.A. Al-Muntasheri, Mitigation of the effects of condensate banking: a critical review, SPE Prod. Oper. 31 (2) (2016) 85-102.

[23]

A. Safaei, F. Esmaeilzadeh, A. Sardarian, S.M. Mousavi, X. Wang, Experimental investigation of wettability alteration of carbonate gas-condensate reservoirs from oil-wetting to gas-wetting using Fe3O4 nanoparticles coated with Poly (vinyl alcohol), (PVA) or Hydroxyapatite (HAp), J. Petrol. Sci. Eng. 184 (2020) 106530.

[24]

G. Karandish, M. Rahimpour, S. Sharifzadeh, A. Dadkhah, Wettability alteration in gas-condensate carbonate reservoir using anionic fluorinated treatment, Chem. Eng. Res. Des. 93 (2015) 554-564.

[25]

F. Kazemi, R. Azin, S. Osfouri, Liquid repellency in gas condensate reservoirs using different chemical treating agents, Journal of Oil, Gas and Petrochemical Technology 10 (1) (2023) 35-50.

[26]

M.H. Noh, A. Firoozabadi, Wettability alteration in gas-condensate reservoirs to mitigate well deliverability loss by water blocking, SPE Reservoir Eval. Eng 11 (4) (2008) 676-685.

[27]

M. Mohammed, T. Babadagli, Wettability alteration: a comprehensive review of materials/methods and testing the selected ones on heavy-oil containing oil-wet systems, Adv. Colloid Interface Sci. 220 (2015) 54-77.

[28]

A.A. Olajire, Review of ASP EOR (alkaline surfactant polymer enhanced oil recovery) technology in the petroleum industry: prospects and challenges, Energy 77 (2014) 963-982.

[29]

S. Rebello, A.K. Asok, S. Mundayoor, M. Jisha, Surfactants: toxicity, remediation and green surfactants, Environ. Chem. Lett. 12 (2014) 275-287.

[30]

A. Aftab, M. Ali, M.F. Sahito, U.S. Mohanty, N.K. Jha, H. Akhondzadeh, et al., Environmental friendliness and high performance of multifunctional tween 80/ZnO-nanoparticles-added water-based drilling fluid: an experimental approach, ACS Sustain. Chem. Eng. 8 (30) (2020) 11224-11243.

[31]

M. Ali, H.H. Jarni, A. Aftab, A.R. Ismail, N.M.C. Saady, M.F. Sahito, et al., Nanomaterial-based drilling fluids for exploitation of unconventional reservoirs: a review, Energies 13 (13) (2020) 3417.

[32]

O.M. Haghighi, G. Zargar, A. Khaksar Manshad, M. Ali, M.A. Takassi, J.A. Ali, et al., Effect of environment-friendly non-ionic surfactant on interfacial tension reduction and wettability alteration; implications for enhanced oil recovery, Energies 13 (15) (2020) 3988.

[33]

G.-Q. Tang, A. Firoozabadi, Wettability alteration to intermediate gas-wetting in porous media at elevated temperatures, Transport Porous Media 52 (2) (2003) 185-211.

[34]

Y. Liu, H. Zheng, G. Huang, G. Li, K. Li, Improving production in gas/condensate reservoirs by wettability alteration to gas wetness, in: SPE/DOE Symposium on Improved Oil Recovery, Society of Petroleum Engineers, 2006.

[35]

S. Wu, A. Firoozabadi, Permanent alteration of porous media wettability from liquid-wetting to intermediate gas-wetting, Transport Porous Media 85 (1) (2010) 189-213.

[36]

C. Feng, Y. Kong, G. Jiang, J. Yang, C. Pu, Y. Zhang, Wettability modification of rock cores by fluorinated copolymer emulsion for the enhancement of gas and oil recovery, Appl. Surf. Sci. 258 (18) (2012) 7075-7081.

[37]

M. Sayed, F. Liang, H. Ow, Novel surface modified nanoparticles for mitigation of condensate and water blockage in gas reservoirs, in: SPE International Conference and Exhibition on Formation Damage Control, Society of Petroleum Engineers, 2018.

[38]

M. Franco-Aguirre, R.D. Zabala, S.H. Lopera, C.A. Franco, F.B. Cortés, Interaction of anionic surfactant-nanoparticles for gas-wettability alteration of sandstone in tight gas-condensate reservoirs, J. Nat. Gas Sci. Eng. 51 (2018) 53-64.

[39]

P. Esmaeilzadeh, M.T. Sadeghi, A. Bahramian, Production improvement in gas condensate reservoirs by wettability alteration, using superamphiphobic titanium oxide nanofluid, Oil & Gas Science and Technology-Revue d’IFP Energies nouvelles 73 (2018) 46.

[40]

R. Ahmadi, Z. Farmani, S. Osfouri, R. Azin, Condensate blockage remediation in a gas reservoir through wettability alteration using natural CaCO3 nanoparticles, Colloids Surf. A Physicochem. Eng. Asp. 579 (2019) 123702.

[41]

M. Shayesteh, M.A. Tabar, Y. Shafiei, Z. Fakhroueian, M.H. Ghazanfari, On the adsorption behavior of a fluorochemical onto carbonate rock with the application of wettability alteration to a gas wetting condition, J. Mol. Liq. 326 (2021) 115031.

[42]

I. Nowrouzi, A.H. Mohammadi, A. Khaksar Manshad, Modifying the wettability of Carbonate gas condensate reservoirs rocks toward gasophilic for condensate blockage removal and enhanced hydrocarbon recovery using a synthesized anionic fluorinated surfactant, Energy & Fuels 37 (16) (2023) 11707-11719.

[43]

M. Omran, S. Akarri, O. Torsaeter, The effect of wettability and flow rate on oil displacement using polymer-coated silica nanoparticles: a microfluidic study, Processes 8 (8) (2020) 991.

[44]

A.M. Alhammadi, A. AlRatrout, K. Singh, B. Bijeljic, M.J. Blunt, In situ characterization of mixed-wettability in a reservoir rock at subsurface conditions, Sci. Rep. 7 (1) (2017) 10753.

[45]

B. Zhao, C.W. MacMinn, R. Juanes, Wettability control on multiphase flow in patterned microfluidics, Proc. Natl. Acad. Sci. 113 (37) (2016) 10251-10256.

[46]

M. Khishvand, A. Alizadeh, I. Oraki Kohshour, M. Piri, R. Prasad, In situ characterization of wettability alteration and displacement mechanisms governing recovery enhancement due to low-salinity waterflooding, Water Resour. Res. 53 (5) (2017) 4427-4443.

[47]

R. Aziz, V. Joekar-Niasar, P.J. Martínez-Ferrer, O.E. Godinez-Brizuela, C. Theodoropoulos, H. Mahani, Novel insights into pore-scale dynamics of wettability alteration during low salinity waterflooding, Sci. Rep. 9 (1) (2019) 9257.

[48]

H. Zhang, T. Ramakrishnan, A. Nikolov, D. Wasan, Enhanced oil recovery driven by nanofilm structural disjoining pressure: flooding experiments and microvisualization, Energy & Fuels 30 (4) (2016) 2771-2779.

[49]

R.A. Nhunduru, A. Jahanbakhsh, O. Shahrokhi, K.L. Wlodarczyk, S. Garcia, M.M. Maroto-Valer, The impact of wettability on dynamic fluid connectivity and flow transport kinetics in porous media, Water Resour. Res. 58 (6) (2022) e2021WR030729.

[50]

M.M. Fahes, A. Firoozabadi, Wettability alteration to intermediate gas-wetting in gas-condensate reservoirs at high temperatures, SPE J. 12 (4) (2007) 397-407.

[51]

V. Bang, G.A. Pope, M.M. Sharma, J.R. Baran, M. Ahmadi, A new solution to restore productivity of gas wells with condensate and water blocks, SPE Reservoir Eval. Eng 13 (2) (2010) 323-331.

[52]

V. Kumar, Chemical Stimulation of Gas Condensate Reservoirs: an Experimental and Simulation Study, The University of Texas at Austin, 2006.

[53]

M.K.R. Panga, Y.S. Ooi, P.L. Koh, K.S. Chan, P.G. Enkababian, P. Cheneviere, et al., Wettability alteration for water block prevention in high temperature gas wells, in: SPE Europec/EAGE Annual Conference and Exhibition. Onepetro, 2006.

[54]

M. Ahmadi, M.M. Sharma, G. Pope, D.E. Torres, C.A. McCulley, H. Linnemeyer, Chemical treatment to mitigate condensate and water blocking in gas wells in carbonate reservoirs, SPE Prod. Oper. 26 (1) (2011) 67-74.

[55]

J. Fahimpour, M. Jamiolahmady, Optimization of fluorinated wettability modifiers for gas/condensate carbonate reservoirs, SPE J. 20 (4) (2015) 729-742.

[56]

Y.-J. Sheng, S. Jiang, H.-K. Tsao, Effects of geometrical characteristics of surface roughness on droplet wetting, J. Chem. Phys. 127 (23) (2007) 234704.

[57]

I. Moncayo-Riascos, B.A. Hoyos, Fluorocarbon versus hydrocarbon organosilicon surfactants for wettability alteration: a molecular dynamics approach, J. Ind. Eng. Chem. 88 (2020) 224-232.

[58]

H.R.E. Gahrooei, M.H. Ghazanfari, Toward a hydrocarbon-based chemical for wettability alteration of reservoir rocks to gas wetting condition: implications to gas condensate reservoirs, J. Mol. Liq. 248 (2017) 100-111.

[59]

Y. Wang, Y. Li, Q. Wang, L. Tang, L. Liang, Y. Zeng, et al., The influence of fluorochemical-modified graphene oxide on the gas-wetting alteration of reservoir cores, Colloids Surf. A Physicochem. Eng. Asp. 620 (2021) 126565.

[60]

Q. Li, Z. Fan, Q. Liu, W. Ma, J. Li, N. Li, et al., Synthesis of a superhydrophobic fluorinated nano-emulsion and its modification on the wettability of tight sandstone, Materials 15 (11) (2022) 4015.

[61]

G.M. Uddin, F.M. Joyia, M. Ghufran, S.A. Khan, M.A. Raza, M. Faisal, et al., Comparative performance analysis of cemented carbide, TiN, TiAlN, and PCD coated inserts in dry machining of Al 2024 alloy, Int. J. Adv. Manuf. Technol. 112 (2021) 1461-1481.

[62]

A. Jamekhorshid, S. Sadrameli, A. Bahramian, Process optimization and modeling of microencapsulated phase change material using response surface methodology, Appl. Therm. Eng. 70 (1) (2014) 183-189.

[63]

M. Reji, R. Kumar, Response surface methodology (RSM): an overview to analyze multivariate data, Indian J. Microbiol. Res. 9 (2022) 241-248.

[64]

N. Bradley, The Response Surface Methodology, Indiana University South Bend, 2007.

[65]

D.C. Montgomery, Design and Analysis of Experiments, John Wiley & Sons, 2017.

[66]

S. Liu, Y. Peng, J. Chen, W. Shi, T. Yan, B. Li, et al., Engineering surface functional groups on mesoporous silica: towards a humidity-resistant hydrophobic adsorbent, J. Mater. Chem. A 6 (28) (2018) 13769-13777.

[67]

A.d.C. Schneid, C.P. Silveira, F. í, E. Galdino, L.F. Ferreira, K. Bouchmella, M.B. Cardoso, Colloidal stability and redispersibility of mesoporous silica nanoparticles in biological media, Langmuir 36 (39) (2020) 11442-11449.

[68]

E. Yamamoto, A. Shimojima, H. Wada, K. Kuroda, Mesoporous silica nanoparticles with dispersibility in organic solvents and their versatile surface modification, Langmuir 36 (20) (2020) 5571-5578.

[69]

S. Shrestha, B. Wang, P. Dutta, Nanoparticle processing: understanding and controlling aggregation, Adv. Colloid Interface Sci. 279 (2020) 102162.

[70]

P. Rostami, M. Sharifi, B. Aminshahidy, J. Fahimpour, Enhanced oil recovery using silica nanoparticles in the presence of salts for wettability alteration, J. Dispersion Sci. Technol. (2019).

[71]

T. Kang, I. Jang, S.-G. Oh, Surface modification of silica nanoparticles using phenyl trimethoxy silane and their dispersion stability in N-methyl-2-pyrrolidone, Colloids Surf. A Physicochem. Eng. Asp. 501 (2016) 24-31.

[72]

X.-k. Ma, N.-H. Lee, H.-J. Oh, J.-W. Kim, C.-K. Rhee, K.-S. Park, et al., Surface modification and characterization of highly dispersed silica nanoparticles by a cationic surfactant, Colloids Surf. A Physicochem. Eng. Asp. 358 (1-3) (2010) 172-176.

[73]

K. Chen, Y. Zhao, X. Yuan, Chemical modification of silica: method, mechanism, and application, Prog. Chem. 25 (1) (2013) 95.

[74]

J. Jin, Y. Wang, T.A. Nguyen, B. Bai, W. Ding, M. Bao, Morphology and surface chemistry of gas-wetting nanoparticles and their effect on the liquid menisci in porous media, Ind. Eng. Chem. Res. 58 (16) (2019) 6747-6755.

[75]

M.B. Kasiri, N. Modirshahla, H. Mansouri, Decolorization of organic dye solution by ozonation; Optimization with response surface methodology, Int. J. Ind. Chem. 4 (2013) 1-10.

[76]

A.F. Belhaj, K.A. Elraies, S.M. Mahmood, N.N. Zulkifli, S. Akbari, O.S. Hussien, The effect of surfactant concentration, salinity, temperature, and pH on surfactant adsorption for chemical enhanced oil recovery: a review, J. Pet. Explor. Prod. Technol. 10 (2020) 125-137.

[77]

A. Limcharoen, P. Limsuwan, C. Pakpum, K. Siangchaew, Characterisation of CF polymer film formation on the air-bearing surface etched sidewall of fluorine-based plasma interacting with AL2O3-TiC substrate, J. Nanomater. 2013 (2013) 52.

[78]

C.K. Choi, Comparison between SiOC Thin Film by plasma enhance chemical vapor deposition and SiO2 Thin Film by Fourier Transform Infrared Spectroscopy? J. Kor. Phys. Soc. 56 (4) (2010) 1150-1155.

[79]

H.R. Ong, W.M.E. Iskandar, J. Chong, M.M.R. Khan, T.K. Ong, B.K. Chua, Investigation on silane concentration of SiO2 nanoparticle: FTIR analysis, Chem. Eng. Trans. 106 (2023) 1345-1350.

[80]

A.B.D. Nandiyanto, R. Oktiani, R. Ragadhita, How to read and interpret FTIR spectroscope of organic material, Indonesian Journal of Science and Technology 4 (1) (2019) 97-118.

[81]

G.-B. Cai, S.-F. Chen, L. Liu, J. Jiang, H.-B. Yao, A.-W. Xu, et al., 1, 3-Diamino-2-hydroxypropane-N, N, N′, N′-tetraacetic acid stabilized amorphous calcium carbonate: nucleation, transformation and crystal growth, CrystEngComm 12 (1) (2010) 234-241.

[82]

A.M. Kansara, V.K. Aswal, P.S. Singh, Preparation and characterization of new poly (dimethylsiloxane) membrane series via a ‘cross-linking’reaction using monomolecular trichloro (alkyl) silane of different alkyl chain and type, RSC Adv. 5 (64) (2015) 51608-51620.

[83]

T. Kaneko, D. Nemoto, A. Horiguchi, N. Miyakawa, FTIR analysis of a-SiC: h films grown by plasma enhanced CVD, J. Cryst. Growth 275 (1-2) (2005) e1097-e1101.

[84]

J.F. De Conto, M.R. Oliveira, M.M. Oliveira, T.G. Brandão, K.V. Campos, C.C. Santana, et al., One-pot synthesis and modification of silica nanoparticles with 3-chloropropyl-trimethoxysilane assisted by microwave irradiation, Chem. Eng. Commun. 205 (4) (2018) 533-537.

[85]

F. Adam, H. Osman, K.M. Hello, The immobilization of 3-(chloropropyl) triethoxysilane onto silica by a simple one-pot synthesis, J. Colloid Interface Sci. 331 (1) (2009) 143-147.

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