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Ren H, Zhang B, Li H, Zhang Q. Quantitative investigation of surfactant monolayer bending tendency at an oil-polar solvent interface using DPD modeling and artificial neural networks. SOFT MATTER 2023; 19:7815-7827. [PMID: 37796103 DOI: 10.1039/d3sm00825h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/06/2023]
Abstract
The bending tendency of a surfactant monolayer at an interface is critical in determining the type of emulsion formed and the proximity of the emulsion system to its equilibrium state. Despite its importance, the influence of interaction and surfactant structure on the bending tendency has not been quantitatively investigated. In this study, we develop and validate an artificial neural network (ANN) model based on the torque densities from dissipative particle dynamics (DPD) simulations to address this gap. With the validated ANN model, the relationship between surfactant monolayer bending tendency and all the interaction parameters, oil size, and surfactant structure (size and tail branching) was derived, from which the significance of each factor was ranked. With this ANN model, both the relationship and factor analysis can be instantly investigated without further DPD modeling. Furthermore, we expand the study to surfactant-oil-polar solvent (SOP) systems by varying the interaction parameters between polar solvents (PP). Our finding indicates that the interaction between polar solvents plays an important role in determining the bending tendency of surfactant monolayers; weaker intermolecular attraction between polar solvents makes surfactants tend to bend toward the oil phase (tend to form oil in polar solvent emulsion). Factor analysis reveals that increasing the repulsion between head-head (HH) or head-oil (HO) makes the model surfactants more polar-solvophilic, while increasing the repulsion between polar solvent-head (PH), tail-tail (TT) or oil-oil (OO) makes the model surfactants more lipophilic. The ANN model effectively reproduces the dependence of surfactant monolayer bending tendency on oil size, consistent with experimental observations, the larger the oil size, the higher the bending tendency toward the oil phase. The most intriguing insight derived from the ANN model here is that the effect of branching in the lipophilic tail will be enhanced by factors that make surfactants behave more lipophilic in a surfactant-oil-polar solvent (SOP) system, for rather polar-solvophilic surfactants, the effect of tail branching is negligible.
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Affiliation(s)
- Hua Ren
- School of Chemistry and Chemical Engineering, Northwestern Polytechnical University, 127 West Youyi Road, 710072 Xi'an, Shaanxi, China.
| | - Baoliang Zhang
- School of Chemistry and Chemical Engineering, Northwestern Polytechnical University, 127 West Youyi Road, 710072 Xi'an, Shaanxi, China.
| | - Haonan Li
- School of Chemistry and Chemical Engineering, Northwestern Polytechnical University, 127 West Youyi Road, 710072 Xi'an, Shaanxi, China.
| | - Qiuyu Zhang
- School of Chemistry and Chemical Engineering, Northwestern Polytechnical University, 127 West Youyi Road, 710072 Xi'an, Shaanxi, China.
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Liang C, Liu X, Jiang H, Xu Y, Jia Y. Dissipative Particle Dynamics-Based Simulation of the Effect of Asphaltene Structure on Oil-Water Interface Properties. ACS OMEGA 2023; 8:33083-33097. [PMID: 37720765 PMCID: PMC10501109 DOI: 10.1021/acsomega.3c05486] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 08/14/2023] [Indexed: 09/19/2023]
Abstract
Asphaltenes are the main substances that stabilize emulsions during the production, processing, and transport of crude oil. The purpose of this research is to investigate the process of asphaltenes forming interfacial films at the oil-water interface by means of dissipative particle dynamics (DPD) and the effect of asphaltenes of different structures on the oil-water interface during the formation of interfacial film. It is demonstrated that the thickness of the interfacial film formed at the oil-water interface gradually increases as the asphaltene concentration rises and the amount of asphaltene adsorbed at the oil-water interface gradually multiplies. Both the number and type of heteroatoms in asphaltenes affect the interfacial behavior of asphaltenes. The interface activity of asphaltenes can be enhanced by increasing the number of heteroatoms in the asphaltene, and the type of heteroatom affects as well the interfacial activity of the asphaltene as it affects the aggregation behavior of the asphaltene in the system. As the number of asphaltene aromatic rings increases, the oil-water interfacial tension (IFT) trends down gradually, while the effect of alkyl side chains on the reduction of IFT of asphaltenes is different, and asphaltenes with medium length alkyl side chains can reduce IFT more efficiently.
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Affiliation(s)
- Chonghao Liang
- School
of Mechanical Science and Engineering, Northeast
Petroleum University, Daqing 163318, China
| | - Xiaoyan Liu
- School
of Mechanical Science and Engineering, Northeast
Petroleum University, Daqing 163318, China
| | - Hui Jiang
- School
of Civil Architecture and Engineering, Northeast
Petroleum University, Daqing 163318, China
| | - Ying Xu
- School
of Mechanical Science and Engineering, Northeast
Petroleum University, Daqing 163318, China
| | - Yongying Jia
- School
of Mechanical Science and Engineering, Northeast
Petroleum University, Daqing 163318, China
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Anderson RL, Gunn DSD, Taddese T, Lavagnini E, Warren PB, Bray DJ. Phase Behavior of Alkyl Ethoxylate Surfactants in a Dissipative Particle Dynamics Model. J Phys Chem B 2023; 127:1674-1687. [PMID: 36786752 PMCID: PMC9969514 DOI: 10.1021/acs.jpcb.2c08834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023]
Abstract
We present a dissipative particle dynamics (DPD) model capable of capturing the liquid state phase behavior of nonionic surfactants from the alkyl ethoxylate (CnEm) family. The model is based upon our recent work [Anderson et al. J. Chem. Phys. 2017, 147, 094503] but adopts tighter control of the molecular structure by setting the bond angles with guidance from molecular dynamics simulations. Changes to the geometry of the surfactants were shown to have little effect on the predicted micelle properties of sampled surfactants, or the water-octanol partition coefficients of small molecules, when compared to the original work. With these modifications the model is capable of reproducing the binary water-surfactant phase behavior of nine surfactants (C8E4, C8E5, C8E6, C10E4, C10E6, C10E8, C12E6, C12E8, and C12E12) with a good degree of accuracy.
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Comprehensive review of the interfacial behavior of water/oil/surfactant systems using dissipative particle dynamics simulation. Adv Colloid Interface Sci 2022; 309:102774. [PMID: 36152373 DOI: 10.1016/j.cis.2022.102774] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 09/07/2022] [Accepted: 09/10/2022] [Indexed: 11/23/2022]
Abstract
A comprehensive understanding of interfacial behavior in water/oil/surfactant systems is critical to evaluating the performance of emulsions in various industries, specifically in the oil and gas industry. To gain fundamental knowledge regarding this interfacial behavior, atomistic methods, e.g., molecular dynamics (MD) simulation, can be employed; however, MD simulation cannot handle phenomena that require more than a million atoms. The coarse-grained mesoscale methods were introduced to resolve this issue. One of the most effective mesoscale coarse-grained approaches for simulating colloidal systems is dissipative particle dynamics (DPD), which bridges the gap between macroscopic time and length scales and molecular-scale simulation. This work reviews the fundamentals of DPD simulation and its progress on colloids and interface systems, especially surfactant/water/oil mixtures. The effects of temperature, salt content, a water/oil ratio, a shear rate, and a type of surfactant on the interfacial behavior in water/oil/surfactant systems using DPD simulation are evaluated. In addition, the obtained results are also investigated through the lens of the chemistry of surfactants and emulsions. The outcome of this comprehensive review demonstrates the importance of DPD simulation in various processes with a focus on the colloidal and interfacial behavior of surfactants at water-oil interfaces.
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Zhou G, Gao M, Deng X, Ma Y, Mao C, Li G, Chen C, Sun X, Khalid S, Lu G. A mesoscopic DPD simulation study on long chain quaternary ammonium gemini surfactant solution. J DISPER SCI TECHNOL 2020. [DOI: 10.1080/01932691.2019.1661852] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Guanggang Zhou
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Meng Gao
- Department of Physics, Faculty of Science & Arts, China University of Petroleum-Beijing at Karamay , Karamay, China
| | - Xuejian Deng
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Yue Ma
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Caiju Mao
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Gang Li
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Chaoran Chen
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Xiaoliang Sun
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Shah Khalid
- College of Science, China University of Petroleum (Beijing) , Beijing , China
| | - Guiwu Lu
- College of Science, China University of Petroleum (Beijing) , Beijing , China
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Ma L, Bao L, Hu D, Zhao L, Liu T. Effect of interfacial properties on the stability of ultra-dry CO2-in-water (C/W) foams stabilized with zwitterionic surfactants and nonionic/anionic polymers: Experimental and DPD simulation. J Supercrit Fluids 2020. [DOI: 10.1016/j.supflu.2019.104722] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Goodarzi F, Zendehboudi S. Effects of Salt and Surfactant on Interfacial Characteristics of Water/Oil Systems: Molecular Dynamic Simulations and Dissipative Particle Dynamics. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b00504] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Affiliation(s)
- Fatemeh Goodarzi
- Faculty of Engineering and Applied Science, Memorial University, St. John’s, NL A1B 3X5, Canada
| | - Sohrab Zendehboudi
- Faculty of Engineering and Applied Science, Memorial University, St. John’s, NL A1B 3X5, Canada
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