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Computational fluid dynamics comparison of prevalent liquid absorbents for the separation of SO2 acidic pollutant inside a membrane contactor

Dec 08, 2023

Scientific Reports volume 13, Article number: 1300 (2023) Cite this article

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In recent years, the emission of detrimental acidic pollutants to the atmosphere has raised the concerns of scientists. Sulphur dioxide (SO2) is a harmful greenhouse gas, which its abnormal release to the atmosphere may cause far-ranging environmental and health effects like acid rain and respiratory problems. Therefore, finding promising techniques to alleviate the emission of this greenhouse gas may be of great urgency towards environmental protection. This paper aims to evaluate the potential of three novel absorbents (seawater (H2O), dimethyl aniline (DMA) and sodium hydroxide (NaOH) to separate SO2 acidic pollutant from SO2/air gaseous stream inside the hollow fiber membrane contactor (HFMC). To reach this goal, a CFD-based simulation was developed to predict the results. Also, a mathematical model was applied to theoretically evaluate the transport equations in different compartments of contactor. Comparison of the results has implied seawater is the most efficient liquid absorbent for separating SO2. After seawater, NaOH and DMA are placed at the second and third rank (99.36% separation using seawater > 62% separation using NaOH > 55% separation using DMA). Additionally, the influence of operational parameters (i.e., gas and liquid flow rates) and also membrane/module parameters (i.e., length of membrane module, hollow fibers’ number and porosity) on the SO2 separation percentage is investigated as another highlight of this paper.

In recent years, combustion of fossil fuels is known as one of the momentous reasons of human-based greenhouse gases emission to the atmosphere1,2,3. Sulphur dioxide (SO2) is an important greenhouse gas, which its release into the atmosphere may result in various adverse effects on human health and ecosystem including respiratory problems, asthma attacks, urban smog and acid rain4,5. By the emission of this acidic gas to the atmosphere, sulfur trioxide (SO3) and sulfuric acid (H2SO4) are generated, which can be known as the secondary source of pollutants. The abnormal deposition of these secondary contaminants causes the acidification of water sources and damages agricultural crops6,7. Therefore, the separation of these detrimental pollutants has found paramount importance due to the legislation of strict environmental regulations all over the world8,9.

Membrane-based gas absorption using microporous hollow fiber membrane contactor (HFMC) is known as a trustworthy alternative for prevalent separation processes of greenhouse gases such as cryogenic distillation, packed bed tower, spray tower and adsorption10,11,12,13,14. HFMCs have been recently of great interest as a mass transfer device due to having disparate advantages like constant interfacial areas, flexibility of operation, and simplicity of scale-up and independent adjustment of gas/ liquid streams15,16,17,18. The important role of membrane materials in the separation of acidic pollutants is incontrovertible. In recent years, polypropylene (PP), polyvinylidene fluoride (PVDF), polyether sulfone (PSf) and polytetrafluoroethylene (PTFE) are among the most commonly-employed materials for fabricating hydrophobic membranes13,19,20,21,22,23. True selection of chemical absorbent is an important responsibility of researchers and scientists to improve the efficiency of greenhouse gases separation. The existence of some advantages such as eco-friendliness, suitable selectivity, excellent efficiency and reasonable cost may increase the popularity of a liquid absorbent for using in the membrane-based gas absorption processes14,24.

CFD is a new branch of science, which possesses great capability to predict the fluid-flow phenomena on the basis of the conservation laws25,26,27. Due to the indisputable benefit of the CFD approach for different process industries, its rapid advancement and vast utilizations have taken place during the recent decades28,29. Continuous development of CFD tools and its growing ability to predict the results with lower costs have significantly increased the popularity of this approach among the researchers of different scientific scopes30,31,32,33,34. In the case of membrane-based gas absorption process, the application of CFD technique to analyze the principal transport equations through disparate sides of HFMC has been a promising alternative to decrease the cost of experimental investigations35,36,37.

In an interesting study, Ariono et al. employed PP membrane contactor for the separation of SO2 from flue gas. Based on their simulation results, Na2SO3 aqueous solution was introduced as a promising liquid absorbent and could 1.8 times improve the absorption flux of SO2 acidic gas compared to water38. In another investigation, Kong et al. numerically analyzed the mass transfer performance of a ceramic HFMC for the separation of post-combustion SO2 from flue gas using NaOH alkali absorbent. They concluded that at a constant gas velocity (500 mm.s−1) and SO2 concentration (0.041 mol.m−3), increment in the concentration of NaOH from 0.2 to 1.5 mol. L−1 significantly enhanced the SO2 flux from 0.1 to about 0.55 mol.m−2 h−139.

This article aims to develop a numerical simulation based on the CFD and finite element (FE) techniques to predict the separation percentage of SO2 greenhouse gas from a gaseous flow containing SO2 and air inside the HFMC. As the novelty, three liquid absorbents (dimethyl aniline (DMA), sodium hydroxide (NaOH) and seawater (H2O)) are compared with each other and the most effective one is introduced. Ultimately, investigating the effect of important operational and also membrane/module parameters on the SO2 separation is investigated as another highlight of this research paper.

The ball-and-stick molecular structure of employed liquid absorbents (DMA, NaOH and H2O) is presented in Fig. 1.

Ball-and-stick molecular structure of employed liquid absorbents40,41,42.

The chemical absorption of SO2 acidic contaminant in H2O absorbent takes place by a hydrolysis reaction, presented by the equilibriums 1 to 47.

Seawater can be considered as a complex system, which includes disparate dissolved chemical components like Na+, Mg2+, Ca2+, K+, SO42− and HCO3− and Br−. These components contain more than 95% of dissolved salt in seawater. Additionally, NaCl has a significant value in seawater and occupies nearly 85% of the constant component8. The existed carbonate system in the seawater can be obviously described by the following equilibriums18,43,44:

According to the abovementioned equilibriums, seawater possesses great potential for the absorption of SO2 acidic pollutant. The presence of complex CO2–H2O–HCO3−–CO32− equilibrium system eventuates in increasing the mass transfer performance of SO2 acidic pollutant in the seawater, which positively encourages its removal.

In the case of SO2 separation using DMA liquid absorbent, the following reactions take place45:

Moreover, formation of an additional compound occurs during the SO2 − DMA reaction as follows46:

The separation process of SO2 acidic pollutant in the NaOH occurs by the following equilibrium47:

HFMC is a novel apparatus, which is designed to carry out the separation process using a hydrophobic microporous membrane48. Employed membrane in a gas–liquid HFMC is usually applied as a gas–liquid interface and provide better chance for efficient contact between two phases without direct mixing49,50. Great selectivity of the HFMC is due to the existence of gradient between the components’ solubility in the liquid phase. Thus, the majority of commercial HFMC apply microporous membranes due to having higher mass transfer properties51. Figure 2 schematically shows the gas–liquid interface inside a microporous HFMC.

Schematic depiction of gas–liquid interface inside a microporous HFMC.

Through each HFMC, the gas–liquid mass transfer process takes place via the mechanism of solution diffusion inside the micropores of a hydrophobic membrane. Figure 3 schematically presents the two-dimensional (2D) illustration of SO2 mass transfer inside different domains (shell, membrane and tube) of HFMC.

2D depiction of SO2 mass transfer inside different domains of contactor.

As can be seen in Fig. 3, gaseous mixture including SO2 air flows in the shell side form up to down (from z = L to z = 0) and H2O, DMA and NaOH liquid absorbents move in the tube side from down to top (from z = 0 to z = L), counter-currently. The employed assumptions to implement the mathematical modeling and 2D simulation is presented in Table 1.

COMSOL Multiphysics is as an attractive CFD-based software with brilliant capability to solve partial differential equations with different stiff/non-stiff boundary and initial conditions. In this paper, PDEs of mass and momentum are solved using this robust software based on CFD approach. To solve PDEs of mass and momentum, COMSOL Multiphysics version 6 was installed on a 64-bit platform with an Intel(R) core (TM) i7-10510U CPU and a 16 Gigabyte RAM. The needed time for solving the PDEs and present the results was about 20 s. Moreover, with the aim of managing the material balance error during the solution of mass/momentum PDEs, PARDISO numerical solver was employed owing to its brilliant advantages like excellent memory performance and robustness58,59. The principal PDEs of mass and momentum in tube, membrane and shell sides are presented in Table 2.

In Table 2, \({D}_{{SO}_{2}, s}\),\({D}_{{SO}_{2},mem}\) are defined as the diffusion coefficient of SO2 greenhouse gas in the shell and membrane. Also, \({D}_{i,t}\) is the diffusion coefficient of i (SO2, H2O, NaOH and DMA) in the tube. Additionally, Vz,s, \({V}_{z,t},\overline{{ V }_{s}}\),\(\overline{{V }_{t}}\) and C are described as the shell's velocity in axial direction, tube velocity in the axial direction, the average velocity in the shell, the average velocity inside the tube and concentration, respectively. Boundary conditions at each main domains of HFMC are presented in Table 3.

The required parameters of microporous membrane and module following with important physicochemical properties of SO2 acidic pollutants and seawater, NaOH and DMA liquid absorbents are rendered in Table 4.

Up to our knowledge, very few papers experimentally evaluated the performance of NaOH, DMA and H2O to separate SO2 acidic pollutant. Therefore, the validation of developed 2D simulation was performed via the comparison of simulation outcomes with experimental results obtained by Karoor and Sirkar about the separation of SO2 using pure water63. As demonstrated in Fig. 4, there is a favorable agreement between the experimental data and predicted results achieved by 2D simulation, which corroborates the accuracy and validation of employed modeling and simulation in this work.

Validation of developed 2D simulation with experimental results. Feed gas composition: 1% SO2 in air T = 298 K, Qg = 200 ml min−1. Experimental data was according to the study of Karoor and Sirkar63.

With the aim of ensuring the accuracy of developed model outcomes, the second validation was implemented via the comparison of simulation results with obtained experimental data from Xu et al. for the separation of SO2 using NaOH solution72. As can be seen in Fig. 5, an excellent agreement is again demonstrated between the experimental data and predicted results with the absolute relative deviation (ARD) of about 4%, which certainly corroborates the validation of developed model.

Validation of developed 2D simulation with experimental results. Inlet SO2 concentration: 1000 ppm, T = 298 K, Ql = 25 ml min−1. Experimental data was according to the study Xu et al.72.

Figures 6a, 6b and 6c show the axial concentration profile of SO2 greenhouse gas in the shell and membrane sides of the contactor, respectively. The SO2/air gaseous mixture enters to the shell side of HFMC from z = L, where the SO2 concentration is maximum. On the other hand, employed liquid absorbents (NaOH, H2O and DMA) enters to the tube compartment of contactor from z = 0. At this location, the concentration of liquid absorbents is in the highest value and the concentration of SO2 is considered zero. When the gaseous mixture flows inside the shell, the presence of concentration difference causes the movement of SO2 from shell to the porous membrane. Diffusion of SO2 molecules to the membrane micropores facilitates their contact and consequently their removal by flowing absorbents in the tube side. The results show that the dimensionless concentration of SO2 in the shell side declines from 1 to 0.45, 0.0064 and 0.38 using DMA, seawater and NaOH, respectively. This finding proves the SO2 separation percentage of 55, 99.36 and 62% by employing DMA, seawater and NaOH as liquid absorbents. High SO2 separation efficiency of seawater can be owing to the presence of complex CO2–H2O–HCO3−–CO32− equilibrium system, which significantly enhances its mass transfer coefficient compared to other liquid absorbents8.

Axial concentration gradient of SO2 greenhouse gas in the shell and membrane sides of the contactor using (a) DMA, (b) H2O and (c) NaOH liquid absorbents.

Figure 7 illustrate the impact of gas flow rate on the separation yield of SO2. As presented, increase in the flow rate of gaseous mixture considerably declines the residence time in the module. As the result, decrement of residence time destroys the suitable contact of SO2 with liquid absorbents, which results in decreasing the separation efficacy. By looking at the figure, it is perceived that increase in the gas flow rate from 0.25 to 0.3 L/min decreases the SO2 separation percentage from 100 to 77% using seawater, from 91 to 33% using NaOH and from 72 to 29% using DMA. Table 5 enlists the separation percentage of SO2 from the gaseous mixture using seawater, NaOH and DMA liquid absorbents in different gas flow rates.

Effect of gas flow rate on the separation yield of SO2 greenhouse gas.

Additionally, the influence of liquid absorbents’ flow rate on the percentage of SO2 separation is shown in Fig. 8. By faster flowing of absorbents through the tube segment, the concentration of gas at the external surface of the hollow fiber along the length of the HFMC decreases significantly, which eventuates in greater mass transfer coefficient, superior concentration gradient at the shell-membrane interface and therefore, better SO2 separation performance. Based on the figure, increase in the flow rate of liquid absorbents from 0.25 to 0.3 L/min improves the SO2 separation percentage from 95 to 100% using seawater, from 53.5 to about 67.5% using NaOH and from 50 to 60% using DMA.

Effect of liquid absorbents’ flow rate on the separation yield of SO2 greenhouse gas.

The separation performance of SO2 greenhouse pollutant from SO2/air gaseous stream applying seawater, NaOH and DMA absorbents in different gas flow rates is presented in Table 6.

Figure 9 presents a schematic demonstration for evaluating the role of module length on the separation yield of SO2 greenhouse gas. As illustrated, increase in the length of module possesses positive impact on improving the gas-absorbent residence time and contact area between two phases, which results in enhancing the separation yield of SO2 greenhouse gas. It is observed that increase in the length of module from 0.05 to 0.3 m improves the SO2 separation percentage from 83 to 100% using seawater, from 32.5 to about 72% using NaOH and from 25 to 66% using DMA.

Effect of module length on the separation yield of SO2 greenhouse gas.

The separation percentage of SO2 from gaseous flow in different length of module is presented in Table 7.

Membrane porosity is a membrane-related parameter, which its increment may have an encouraging influence on the separation performance of various greenhouse gases. As shown in Fig. 10, increase in the porosity of polypropylene membrane from 0.1 to 0.5 cause a substantial enhancement in the removal efficacy of SO2 greenhouse gas from 97 to 100% using seawater, from 35 to about 66% using NaOH and from 23 to 60% using DMA. This substantial increment can be justified due to this reality that increase in the porosity of membrane results in the enhancement of SO2 diffusivity in the fiber micropores and also the deterioration of the mass transfer resistance inside the HFMC. Table 8 aims to present a data analysis about the role of porosity on increasing the separation percentage of SO2 using employed chemical absorbents in the HFMC.

Effect of membrane porosity on the separation yield of SO2 greenhouse gas.

Figure 11 schematically presents the effect of hollow fibers’ number on the separation of SO2 greenhouse pollutant. As would be expected, increase in the number of microporous fibers substantially improves the gas-absorbent mass transfer interface and also their related contact area. Increase in the gas–liquid mass transfer interface and their contact area significantly increases the mass transfer coefficient of SO2 and therefore, its separation percentage. It is demonstrated that increase in the number of fibers from 20 to 160 improves the SO2 separation percentage from 13 to 100% using seawater, from 4 to about 96% using NaOH and from 2 to 92% using DMA.

Effect of the number of hollow fibers on the separation yield of SO2 greenhouse gas.

Table 9 comprehensively presents the separation efficiency of SO2 greenhouse contaminant in different number of hollow fibers.

Over the last decades, industrial application of HFMCs to alleviate the extraordinary release of various greenhouse gases like SO2 to the atmosphere has been of great attention. In this paper, the removal performance of SO2 greenhouse contaminant form SO2/air mixture using three novel liquid absorbents (seawater (H2O), DMA and NaOH) was evaluated inside the HFMC. To reach this aim, a CFD-based comprehensive simulation was developed to predict the results. An FE-based mathematical model was also applied to solve the PDEs of transport in the main subdomains of contactor. The results corroborated that seawater can be recommended as the most efficacious liquid absorbent for removing SO2 with the removal efficiency of around 99.36%. After seawater, NaOH and DMA were placed at the second and third rank with the SO2 separation percentage of 62 and 55%, respectively (seawater (H2O) > NaOH > DMA). Evaluation of simulation outcomes proved the deteriorative impact of gas flow rate on the SO2 separation yield (due to decreasing the residence time of gaseous mixture in the HFMC). But, increment of other parameters like absorbent's flow rate, length of membrane module, hollow fibers’ number and porosity possesses encouraging influence on the separation performance of SO2 acidic pollutant due to declining the concentration of gaseous mixture at the external surface of hollow fibers, increasing the gas-absorbent contact area, increasing the diffusivity of SO2 and improving the gas–liquid residence time inside the contactor, respectively.

All data generated or analyzed during this study are included in this published article.

Rahmani, F., Mowla, D., Karimi, G., Golkhar, A. & Rahmatmand, B. SO2 removal from simulated flue gas using various aqueous solutions: Absorption equilibria and operational data in a packed column. Sep. Purif. Technol. 153, 162–169 (2015).

Article CAS Google Scholar

Shirazian, S., Taghvaie Nakhjiri, A., Heydarinasab, A. & Ghadiri, M. Theoretical investigations on the effect of absorbent type on carbon dioxide capture in hollow-fiber membrane contactors. PLoS ONE 15, e0236367 (2020).

Article CAS Google Scholar

Cao, Y., Taghvaie Nakhjiri, A. & Ghadiri, M. CFD investigation of CO2 separation from anesthesia gaseous stream applying novel cholinium lysinate amino acid-based ionic liquid inside the gas–liquid membrane contactor. Eur. Phys. J. Plus 137, 1044 (2022).

Article CAS Google Scholar

Fioletov, V. E. et al. A global catalogue of large SO2 sources and emissions derived from the ozone monitoring instrument. Atmos. Chem. Phys. 16, 11497–11519 (2016).

Article ADS CAS Google Scholar

Pishnamazi, M. et al. Computational study on SO2 molecular separation applying novel EMISE ionic liquid and DMA aromatic amine solution inside microporous membranes. J. Mol. Liq. 313, 113531 (2020).

Article CAS Google Scholar

Brogren, C. & Karlsson, H. T. Modeling the absorption of SO2 in a spray scrubber using the penetration theory. Chem. Eng. Sci. 52, 3085–3099 (1997).

Article CAS Google Scholar

Park, H. J. et al. Experimental study on the selective removal of SO2 from a ship exhaust gas stream using a membrane contactor. Ind. Eng. Chem. Res. 58, 14897–14905 (2019).

Article CAS Google Scholar

Sun, X., Meng, F. & Yang, F. Application of seawater to enhance SO2 removal from simulated flue gas through hollow fiber membrane contactor. J. Membr. Sci. 312, 6–14 (2008).

Article CAS Google Scholar

Nakhjiri, A. T. & Heydarinasab, A. CFD analysis of CO2 sequestration applying different absorbents inside the microporous PVDF hollow fiber membrane contactor. Period. Polytech. Chem. Eng. 64, 135–145 (2020).

Article CAS Google Scholar

Drioli, E., Curcio, E. & Di Profio, G. State of the art and recent progresses in membrane contactors. Chem. Eng. Res. Des. 83, 223–233 (2005).

Article CAS Google Scholar

Nakhjiri, A. T., Heydarinasab, A., Bakhtiari, O. & Mohammadi, T. Modeling and simulation of CO2 separation from CO2/CH4 gaseous mixture using potassium glycinate, potassium argininate and sodium hydroxide liquid absorbents in the hollow fiber membrane contactor. J. Environ. Chem. Eng. 6, 1500–1511 (2018).

Article CAS Google Scholar

Rongwong, W. et al. Investigation of the effects of operating parameters on the local mass transfer coefficient and membrane wetting in a membrane gas absorption process. J. Membr. Sci. 490, 236–246 (2015).

Article CAS Google Scholar

Cao, Y. et al. Mathematical modeling and numerical simulation of CO2 capture using MDEA-based nanofluids in nanostructure membranes. Process Saf. Environ. Prot. 148, 1377–1385 (2021).

Article CAS Google Scholar

Cao, Y. et al. Recent advancements in molecular separation of gases using microporous membrane systems: A comprehensive review on the applied liquid absorbents. J. Mol. Liq. 337, 116439 (2021).

Article CAS Google Scholar

Mansourizadeh, A., Aslmahdavi, Z., Ismail, A. & Matsuura, T. Blend polyvinylidene fluoride/surface modifying macromolecule hollow fiber membrane contactors for CO2 absorption. Int. J. Greenh. Gas Control 26, 83–92 (2014).

Article CAS Google Scholar

Nakhjiri, A. T., Heydarinasab, A., Bakhtiari, O. & Mohammadi, T. Experimental investigation and mathematical modeling of CO2 sequestration from CO2/CH4 gaseous mixture using MEA and TEA aqueous absorbents through polypropylene hollow fiber membrane contactor. J. Membr. Sci. 565, 1–13 (2018).

Article CAS Google Scholar

Nakhjiri, A. T., Heydarinasab, A., Bakhtiari, O. & Mohammadi, T. The effect of membrane pores wettability on CO2 removal from CO2/CH4 gaseous mixture using NaOH, MEA and TEA liquid absorbents in hollow fiber membrane contactor. Chin. J. Chem. Eng. 26, 1845–1861 (2018).

Article CAS Google Scholar

Marjani, A., Nakhjiri, A. T., Pishnamazi, M. & Shirazian, S. Evaluation of potassium glycinate, potassium lysinate, potassium sarcosinate and potassium threonate solutions in CO2 capture using membranes. Arab. J. Chem. 14, 102979 (2021).

Article CAS Google Scholar

Henares, M., Ferrero, P., San-Valero, P., Martinez-Soria, V. & Izquierdo, M. Performance of a polypropylene membrane contactor for the recovery of dissolved methane from anaerobic effluents: Mass transfer evaluation, long-term operation and cleaning strategies. J. Membr. Sci. 563, 926–937 (2018).

Article CAS Google Scholar

Park, H. H., Deshwal, B. R., Kim, I. W. & Lee, H. K. Absorption of SO2 from flue gas using PVDF hollow fiber membranes in a gas–liquid contactor. J. Membr. Sci. 319, 29–37 (2008).

Article CAS Google Scholar

Ahn, Y., Hwang, Y.-H. & Shin, H.-S. Application of PTFE membrane for ammonia removal in a membrane contactor. Water Sci. Technol. 63, 2944–2948 (2011).

Article CAS Google Scholar

Marjani, A., Nakhjiri, A. T., Adimi, M., Jirandehi, H. F. & Shirazian, S. Effect of graphene oxide on modifying polyethersulfone membrane performance and its application in wastewater treatment. Sci. Rep. 10, 1–11 (2020).

Article Google Scholar

Cao, Y., Nakhjiri, A. T. & Ghadiri, M. Membrane desalination for water treatment: recent developments, techno-economic evaluation and innovative approaches toward water sustainability. Eur. Phys. J Plus 137, 763 (2022).

Article CAS Google Scholar

Mansourizadeh, A. & Ismail, A. Hollow fiber gas–liquid membrane contactors for acid gas capture: A review. J. Hazard. Mater. 171, 38–53 (2009).

Article CAS Google Scholar

Hu, H. H. Chapter 10—Computational fluid dynamics. In Fluid Mechanics (5th Edition) (eds Kundu, P. K. et al.) 421–472 (Academic Press, 2012).

Chapter Google Scholar

Pishnamazi, M., Nakhjiri, A.T, Taleghani, A.S., Marjani, A., Heydarinasab, A., & Shirazian, S. Computational investigation on the effect of [Bmim][BF4] ionic liquid addition to MEA alkanolamine absorbent for enhancing CO2 mass transfer inside membranes. J. Mol. Liq. 314, 113635 (2020).

Article CAS Google Scholar

Babanezhad, M., Taghvaie Nakhjiri, A., Rezakazemi, M., & Shirazian, S. Developing intelligent algorithm as a machine learning overview over the big data generated by Euler–Euler method to simulate bubble column reactor hydrodynamics. ACS omega, 5, 20558–20566 (2020).

Article CAS Google Scholar

Shen, R., Jiao, Z., Parker, T., Sun, Y. & Wang, Q. Recent application of computational fluid dynamics (CFD) in process safety and loss prevention: A review. J. Loss Prev. Process Ind. 67, 104252 (2020).

Article CAS Google Scholar

Babanezhad, M. et al. High-performance hybrid modeling chemical reactors using differential evolution based fuzzy inference system. Sci. Rep. 10, 1–11 (2020).

Article Google Scholar

Dixon, A. G. & Partopour, B. Computational fluid dynamics for fixed bed reactor design. Annu. Rev. Chem. Biomol. Eng. 11, 109–130 (2020).

Article CAS Google Scholar

Nakhjiri, A. T. & Roudsari, M. H. Modeling and simulation of natural convection heat transfer process in porous and non-porous media. Appl. Res. J 2, 199–204 (2016).

CAS Google Scholar

Nakhjiri, A. T. & Heydarinasab, A. Computational simulation and theoretical modeling of CO2 separation using EDA, PZEA and PS absorbents inside the hollow fiber membrane contactor. J. Ind. Eng. Chem. 78, 106–115 (2019).

Article CAS Google Scholar

Zawawi, M. H., Saleha, A., Salwa, A., Hassan, N., Zahari, N. M., Ramli, M. Z., Muda, Z. C. A review: Fundamentals of computational fluid dynamics (CFD) In: AIP Conf. Proc. (AIP Publishing LLC, NY, 2018) pp. 020252.

Cao, Y., Nakhjiri, A. T., Sarkar, S. M. & Ghadiri, M. Time-dependent numerical investigation of 3-hydroxypropionic acid extraction using a microporous membrane contactor. Eur. Phys. J. Plus 137, 1–9 (2022).

Article Google Scholar

Pozzobon, V. & Perré, P. Mass transfer in hollow fiber membrane contactor: Computational fluid dynamics determination of the shell side resistance. Sep. Purif. Technol. 241, 116674 (2020).

Article CAS Google Scholar

Haghshenasfard, M., Moheb, A. & Ansaripour, M. Application of computational fluid dynamics technique in membrane contactor systems. In Current Trends and Future Developments on (Bio-) Membranes 289–310 (Elsevier, Amsterdam, 2022).

Chapter Google Scholar

Nakhjiri, A. T. & Heydarinasab, A. Efficiency evaluation of novel liquid potassium lysinate chemical solution for CO2 molecular removal inside the hollow fiber membrane contactor: Comprehensive modeling and CFD simulation. J. Mol. Liq. 297, 111561 (2020).

Article CAS Google Scholar

Ariono, D., Hakim, A. & Wenten, I. Experimental investigation and numerical analysis of SO2 removal using polypropylene membrane contactor. J. Phys. Conf. Ser. IOP Pub. 1090, 012008 (2018).

Article Google Scholar

Kong, X. et al. Mass-transfer characteristics and optimization of a hydrophilic ceramic membrane contactor for SO2 absorption. Ind. Eng. Chem. Res. 58, 20828–20837 (2019).

Article CAS Google Scholar

File:Water-3D-balls-A.png. (2020, September 14). Wikimedia Commons, the free media repository. Retrieved 09:00, August 19, 2022 from https://commons.wikimedia.org/w/index.php?title=File:Water-3D-balls-A.png&oldid=459003747.

Wikipedia contributors. (2022, January 1). Dimethylaniline. In Wikipedia, The Free Encyclopedia. Retrieved 08:47, August 19, 2022, from https://en.wikipedia.org/w/index.php?title=Dimethylaniline&oldid=1063135665.

Wikipedia contributors. (2022, August 12). Sodium hydroxide. In Wikipedia, The Free Encyclopedia. Retrieved 08:49, August 19, 2022, from https://en.wikipedia.org/w/index.php?title=Sodium_hydroxide&oldid=1104073985.

Water Science and Technology Library. Marine Chemistry. An Analytical Environmental Chemistry Approach. Water Science and Technology Library Vol. 25, 407 (Kluwer Academic Publisher, Dordrecht, 1997).

Google Scholar

Nakhjiri, A. T., Sanaeepur, H., Amooghin, A. E. & Shirazi, M. M. A. Recovery of precious metals from industrial wastewater towards resource recovery and environmental sustainability: A critical review. Desalination 527, 115510 (2022).

Article Google Scholar

Bhattacharya, S., Dutta, B. K., Shyamal, M. & Basu, R. K. Absorption of sulfur dioxide in aqueous dispersions of dimethyl aniline. Can. J. Chem. Eng. 74, 339–346 (1996).

Article CAS Google Scholar

Basu, R. K. & Dutta, B. K. Kinetics of absorption of sulfur dioxide in dimethylaniline solution. Can. J. Chem. Eng. 65, 27–35 (1987).

Article CAS Google Scholar

Chang, C. S. Mass Transfer with Equilibrium Chemical Reaction, Sulphur-dioxide Absorbtion in Aqueous Solutions (University of Texas, Austin, 1980).

Google Scholar

Bazhenov, S. D., Bildyukevich, A. V. & Volkov, A. V. Gas-liquid hollow fiber membrane contactors for different applications. Fibers 6, 76 (2018).

Article CAS Google Scholar

Qi, Z. & Cussler, E. Microporous hollow fibers for gas absorption: I. Mass transfer in the liquid. J. Membr. Sci. 23, 321–332 (1985).

Article CAS Google Scholar

Gabelman, A. & Hwang, S.-T. Hollow fiber membrane contactors. J. Membr. Sci. 159, 61–106 (1999).

Article CAS Google Scholar

Rasaie, M., Elhambakhsh, A., Eskandari, M., Keshavarz, P. & Mowla, D. Highly selective physical/chemical CO2 separation by functionalized Fe3O4 nanoparticles in hollow fiber membrane contactors: Experimental and modeling approaches. Energy Fuels 36, 4456–4469 (2022).

Article CAS Google Scholar

Zhang, Z. Comparisons of various absorbent effects on carbon dioxide capture in membrane gas absorption (MGA) process. J. Nat. Gas Sci. Eng. 31, 589–595 (2016).

Article CAS Google Scholar

Zhang, Z., Yan, Y., Zhang, L., Chen, Y. & Ju, S. CFD investigation of CO2 capture by methyldiethanolamine and 2-(1-piperazinyl)-ethylamine in membranes: Part B. Effect of membrane properties. J. Nat. Gas Sci. Eng. 19, 311–316 (2014).

Article CAS Google Scholar

Al-Marzouqi, M., El-Naas, M., Marzouk, S. & Abdullatif, N. Modeling of chemical absorption of CO2 in membrane contactors. Sep. Purif. Technol. 62, 499–506 (2008).

Article CAS Google Scholar

Ghadiri, M., Mohammadi, M., Asadollahzadeh, M. & Shirazian, S. Molecular separation in liquid phase: Development of mechanistic model in membrane separation of organic compounds. J. Mol. Liq. 262, 336–344 (2018).

Article CAS Google Scholar

Pishnamazi, M. et al. Computational fluid dynamics simulation of NO2 molecular sequestration from a gaseous stream using NaOH liquid absorbent through porous membrane contactors. J. Mol. Liq. 313, 113584 (2020).

Article CAS Google Scholar

Nguyen, Q., Babanezhad, M., Taghvaie Nakhjiri, A., Rezakazemi, M. & Shirazian, S. Prediction of thermal distribution and fluid flow in the domain with multi-solid structures using cubic-interpolated pseudo-particle model. PLoS ONE 15, e0233850 (2020).

Article CAS Google Scholar

Cao, Y. et al. Intensification of CO2 absorption using MDEA-based nanofluid in a hollow fibre membrane contactor. Sci. Rep. 11, 1–12 (2021).

Google Scholar

Pishnamazi, M. et al. Molecular investigation into the effect of carbon nanotubes interaction with CO2 in molecular separation using microporous polymeric membranes. Sci. Rep. 10, 1–12 (2020).

Article Google Scholar

Bird, R. B. Transport phenomena. Appl. Mech. Rev. 55, R1–R4 (2002).

Article ADS Google Scholar

Nakhjiri, A. T., Heydarinasab, A., Bakhtiari, O. & Mohammadi, T. Influence of non-wetting, partial wetting and complete wetting modes of operation on hydrogen sulfide removal utilizing monoethanolamine absorbent in hollow fiber membrane contactor. Sustain. Environ. Res. 28, 186–196 (2018).

Article CAS Google Scholar

Babanezhad, M., Masoumian, A., Nakhjiri, A. T., Marjani, A. & Shirazian, S. Influence of number of membership functions on prediction of membrane systems using adaptive network based fuzzy inference system (ANFIS). Sci. Rep. 10, 1–20 (2020).

Article Google Scholar

Karoor, S. & Sirkar, K. K. Gas absorption studies in microporous hollow fiber membrane modules. Ind. Eng. Chem. Res. 32, 674–684 (1993).

Article CAS Google Scholar

Luis, P., Garea, A. & Irabien, A. Modelling of a hollow fibre ceramic contactor for SO2 absorption. Sep. Purif. Technol. 72, 174–179 (2010).

Article CAS Google Scholar

Faiz, R. & Al-Marzouqi, M. Mathematical modeling for the simultaneous absorption of CO2 and H2S using MEA in hollow fiber membrane contactors. J. Membr. Sci. 342, 269–278 (2009).

Article CAS Google Scholar

Dutta, B. K., Basu, R. K., Pandit, A. & Ray, P. Absorption of sulfur dioxide in citric acid-sodium citrate buffer solutions. Ind. Eng. Chem. Res. 26, 1291–1296 (1987).

Article CAS Google Scholar

Luis, P., Garea, A. & Irabien, A. Zero solvent emission process for sulfur dioxide recovery using a membrane contactor and ionic liquids. J. Membr. Sci. 330, 80–89 (2009).

Article CAS Google Scholar

Chang, C.-S. & Rochelle, G. T. SO2 absorption into NaOH and Na2SO3 aqueous solutions. Ind. Eng. Chem. Fundam. 24, 7–11 (1985).

Article CAS Google Scholar

Hikita, H., Asai, S. & Tsuji, T. Absorption of sulfur dioxide into aqueous sodium hydroxide and sodium sulfite solutions. AIChE J. 23, 538–544 (1977).

Article CAS Google Scholar

Koonaphapdeelert, S., Wu, Z. & Li, K. Carbon dioxide stripping in ceramic hollow fibre membrane contactors. Chem. Eng. Sci. 64, 1–8 (2009).

Article CAS Google Scholar

Vázquez, G., Antorrena, G., Chenlo, F. & Paleo, F. Absorption of SO2 by aqueous NaOH solutions in the presence of a surfactant. Chem. Eng. Technol. 11, 156–162 (1988).

Article Google Scholar

Xu, P. et al. Hydrophilic membrane contactor for improving selective removal of SO2 by NaOH solution. Sep. Purif. Technol. 250, 117134 (2020).

Article CAS Google Scholar

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School of Computer Science and Engineering, Xi’an Technological University, Xi’an, 710021, People's Republic of China

Yan Cao

Department of Petroleum and Chemical Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran

Ali Taghvaie Nakhjiri

Institute of Research and Development, Duy Tan University, Da Nang, 550000, Vietnam

Mahdi Ghadiri

The Faculty of Environment and Chemical Engineering, Duy Tan University, Da Nang, 550000, Vietnam

Mahdi Ghadiri

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Y.C.: Modelling, formal analysis, writing original draft; A.T.N.: Writing original draft, validation, resources, software, reviewing and editing, data curation; M.G.: Methodology, conceptualization, resources, reviewing and editing, supervision, project administration.

Correspondence to Ali Taghvaie Nakhjiri.

The authors declare no competing interests.

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Cao, Y., Taghvaie Nakhjiri, A. & Ghadiri, M. Computational fluid dynamics comparison of prevalent liquid absorbents for the separation of SO2 acidic pollutant inside a membrane contactor. Sci Rep 13, 1300 (2023). https://doi.org/10.1038/s41598-023-28580-6

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Received: 27 August 2022

Accepted: 20 January 2023

Published: 24 January 2023

DOI: https://doi.org/10.1038/s41598-023-28580-6

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