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Tang S, Yang X, Wang C, Wang C. Effects of Polyphenols on the Structure, Interfacial Properties, and Emulsion Stability of Pea Protein: Different Polyphenol Structures and Concentrations. Molecules 2025; 30:1674. [PMID: 40333553 PMCID: PMC12029681 DOI: 10.3390/molecules30081674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2025] [Revised: 03/30/2025] [Accepted: 04/03/2025] [Indexed: 05/09/2025] Open
Abstract
While protein-stabilized emulsions have demonstrated potential for various applications in food, their poor lipid oxidation remains a major challenge. The relationship between the architecture of polyphenolic compounds and their capacity to suppress lipid oxidation has not received extensive scrutiny. In this research, pea protein isolate (PPI)-polyphenol complexes were synthesized to examine their capability of maintaining emulsion stability and suppressing lipid oxidation. The collective evidence from fluorescence spectroscopy and molecular dynamics simulations pointed towards non-covalent and self-initiated interactions between the polyphenols and PPI. The presence of additional hydroxyl groups on the polyphenols could significantly boost the extent of these interactions. Specific clusters in PPI and polyphenols which might have formed hydrogen bonds and hydrophobic interactions. Polyphenols also reduced the interfacial tension and increased the surface hydrophobicity of the complex, thus driving more proteins to adsorb at the oil-water interface. The PPI-rosmarinic acid (RA)-stabilized emulsion had a smaller droplet size and higher electrostatic repulsion, enabling it to resist droplet aggregation. This emulsion stood out as having the most robust stability amongst all PPI-polyphenol emulsions and proved highly efficient in preventing lipid oxidation. This study bolsters the viability of employing polyphenol and pea protein-stabilized emulsions in developing new food products.
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Affiliation(s)
| | | | - Chang Wang
- College of Food, Heilongjiang Bayi Agricultural University, Xinfeng Road 5, Daqing 163319, China; (S.T.); (X.Y.)
| | - Changyuan Wang
- College of Food, Heilongjiang Bayi Agricultural University, Xinfeng Road 5, Daqing 163319, China; (S.T.); (X.Y.)
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2
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Beyond particle stabilization of emulsions and foams: Proteins in liquid-liquida and liquid-gas interfaces. Adv Colloid Interface Sci 2022; 308:102743. [DOI: 10.1016/j.cis.2022.102743] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 07/04/2022] [Accepted: 07/15/2022] [Indexed: 01/02/2023]
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3
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Si Y, Li T, Clegg PS. Mixed Aqueous-and-Oil Foams via the Spinning Together of Separate Particle-Stabilized Aqueous and Oil Foams. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:4243-4249. [PMID: 35352955 PMCID: PMC9009175 DOI: 10.1021/acs.langmuir.1c03348] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 03/16/2022] [Indexed: 05/31/2023]
Abstract
We describe an experimental technique for the production of foams comprised of bubbles in a continuous phase of balanced quantities of aqueous and oil phases. Initially, two highly stable foams are fabricated: one typically made from olive oil with bubbles stabilized using partially fluorinated particles and the other made from a mixture of water and propylene glycol with bubbles stabilized using partially hydrophobic particles. After a rough mixture is prepared, the final mixed foam is fabricated via spinning the components together; the spinning leads to the final foam being well-mixed and dry. Here the final mixed foams are presented in thin-film form. We show the locations and roles of the various components.
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Affiliation(s)
- Yuchen Si
- School
of Physics and Astronomy, University of
Edinburgh, Peter Guthrie Tait Road, Edinburgh EH9 3FD, U.K.
- Wenzhou
Institute, University of Chinese Academy
of Sciences, Wenzhou, Zhejiang 325001, P. R. China
| | - Tao Li
- Wenzhou
Institute, University of Chinese Academy
of Sciences, Wenzhou, Zhejiang 325001, P. R. China
| | - Paul S. Clegg
- School
of Physics and Astronomy, University of
Edinburgh, Peter Guthrie Tait Road, Edinburgh EH9 3FD, U.K.
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4
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Bindgen S, Allard J, Koos E. The behavior of capillary suspensions at diverse length scales: From single capillary bridges to bulk. Curr Opin Colloid Interface Sci 2022. [DOI: 10.1016/j.cocis.2021.101557] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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5
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Kazama R, Murakami Y, Shono A. Microstructure and rheological behavior of capillary suspension prepared with plate-shaped particles. Colloids Surf A Physicochem Eng Asp 2022. [DOI: 10.1016/j.colsurfa.2022.128254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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6
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Sheng Y, Lin K, Binks BP, Ngai T. Ultra-stable aqueous foams induced by interfacial co-assembly of highly hydrophobic particles and hydrophilic polymer. J Colloid Interface Sci 2020; 579:628-636. [DOI: 10.1016/j.jcis.2020.06.098] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 05/26/2020] [Accepted: 06/23/2020] [Indexed: 11/28/2022]
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7
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Huerre A, Cacho-Nerin F, Poulichet V, Udoh CE, De Corato M, Garbin V. Dynamic Organization of Ligand-Grafted Nanoparticles during Adsorption and Surface Compression at Fluid-Fluid Interfaces. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2018; 34:1020-1028. [PMID: 29211963 PMCID: PMC5812666 DOI: 10.1021/acs.langmuir.7b02867] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2017] [Revised: 11/06/2017] [Indexed: 05/31/2023]
Abstract
Monolayers of ligand-grafted nanoparticles at fluid interfaces exhibit a complex response to deformation due to an interplay of particle rearrangements within the monolayer, and molecular rearrangements of the ligand brush on the surface of the particles. We use grazing-incidence small-angle X-ray scattering (GISAXS) combined with pendant drop tensiometry to probe in situ the dynamic organization of ligand-grafted nanoparticles upon adsorption at a fluid-fluid interface, and during monolayer compression. Through the simultaneous measurements of interparticle distance, obtained from GISAXS, and of surface pressure, obtained from pendant drop tensiometry, we link the interfacial stress to the monolayer microstructure. The results indicate that, during adsorption, the nanoparticles form rafts that grow while the interparticle distance remains constant. For small-amplitude, slow compression of the monolayer, the evolution of the interparticle distance bears a signature of ligand rearrangements leading to a local decrease in thickness of the ligand brush. For large-amplitude compression, the surface pressure is found to be strongly dependent on the rate of compression. Two-dimensional Brownian dynamics simulations show that the rate-dependent features are not due to jamming of the monolayer, and suggest that they may be due to out-of-plane reorganization of the particles (for instance expulsion or buckling). The corresponding GISAXS patterns are also consistent with out-of-plane reorganization of the nanoparticles.
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Affiliation(s)
- Axel Huerre
- Department
of Chemical Engineering, Imperial College
London, London SW7 2AZ, United Kingdom
| | - Fernando Cacho-Nerin
- Harwell
Science and Innovation Campus, Diamond Light
Source, Didcot OX11 ODE, United Kingdom
| | - Vincent Poulichet
- Department
of Chemical Engineering, Imperial College
London, London SW7 2AZ, United Kingdom
- Complex
Fluids Group, School of Chemical Engineering, UNSW Sydney, Sydney, NSW 2052, Australia
| | - Christiana E. Udoh
- Department
of Chemical Engineering, Imperial College
London, London SW7 2AZ, United Kingdom
| | - Marco De Corato
- Department
of Chemical Engineering, Imperial College
London, London SW7 2AZ, United Kingdom
| | - Valeria Garbin
- Department
of Chemical Engineering, Imperial College
London, London SW7 2AZ, United Kingdom
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8
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Zhang Y, Wang S, Zhou J, Zhao R, Benz G, Tcheimou S, Meredith JC, Behrens SH. Interfacial Activity of Nonamphiphilic Particles in Fluid-Fluid Interfaces. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2017; 33:4511-4519. [PMID: 28422501 DOI: 10.1021/acs.langmuir.7b00599] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Surfactants can adsorb in fluid-fluid interfaces and lower the interfacial tension. Like surfactants, particles with appropriate wettability can also adsorb in fluid-fluid interfaces. Despite many studies of particle adsorption at fluid interfaces, some confusion persists regarding the ability of (simple, nonamphiphilic) particles to reduce the interfacial tension. In the present work, the interfacial activity of silica nanoparticles at air-water and hexadecane-water interfaces and of ethyl cellulose particles at the interface of water with trimethylolpropane trimethacrylate was analyzed through pendant drop tensiometry. Our measurements strongly suggest that the particles do significantly affect the interfacial tension provided that they have a strong affinity to the interface by virtue of their wettability and that no energy barrier to adsorption prevents them from reaching the interface. A simplistic model that does not explicitly account for any particle-particle interactions is found to yield surprisingly good predictions for the effective interfacial tension in the presence of the adsorbed particles. We further propose that interfacial tension measurements, when combined with information about the particles' wetting properties, can provide a convenient way to estimate the packing density of particles in fluid-fluid interfaces. These results may help to understand and control the assembly of nonamphiphilic nanoparticles at fluid-fluid interfaces, which is relevant to applications ranging from surfactant-free formulations and food technology to oil recovery.
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Affiliation(s)
- Yi Zhang
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Songcheng Wang
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Jiarun Zhou
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Ruiyang Zhao
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Gregory Benz
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Stephane Tcheimou
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - J Carson Meredith
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
| | - Sven H Behrens
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
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9
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Poulichet V, Huerre A, Garbin V. Shape oscillations of particle-coated bubbles and directional particle expulsion. SOFT MATTER 2016; 13:125-133. [PMID: 27714376 PMCID: PMC5304335 DOI: 10.1039/c6sm01603k] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Bubbles stabilised by colloidal particles can find applications in advanced materials, catalysis and drug delivery. For applications in controlled release, it is desirable to remove the particles from the interface in a programmable fashion. We have previously shown that ultrasound waves excite volumetric oscillations of particle-coated bubbles, resulting in precisely timed particle expulsion due to interface compression on a ultrafast timescale [Poulichet et al., Proc. Natl. Acad. Sci. U. S. A., 2015, 112, 5932]. We also observed shape oscillations, which were found to drive directional particle expulsion from the antinodes of the non-spherical deformation. In this paper we investigate the mechanisms leading to directional particle expulsion during shape oscillations of particle-coated bubbles driven by ultrasound at 40 kHz. We perform high-speed visualisation of the interface shape and of the particle distribution during ultrafast deformation at a rate of up to 104 s-1. The mode of shape oscillations is found to not depend on the bubble size, in contrast with what has been reported for uncoated bubbles. A decomposition of the non-spherical shape in spatial Fourier modes reveals that the interplay of different modes determines the locations of particle expulsion. The n-fold symmetry of the dominant mode does not always lead to desorption from all 2n antinodes, but only those where there is favourable alignment with the sub-dominant modes. Desorption from the antinodes of the shape oscillations is due to different, concurrent mechanisms. The radial acceleration of the interface at the antinodes can be up to 105-106 ms-2, hence there is a contribution from the inertia of the particles localised at the antinodes. In addition, we found that particles migrate to the antinodes of the shape oscillation, thereby enhancing the contribution from the surface pressure in the monolayer.
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Affiliation(s)
- Vincent Poulichet
- Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
| | - Axel Huerre
- Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
| | - Valeria Garbin
- Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
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10
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Zhang Y, Shitta A, Meredith JC, Behrens SH. Bubble Meets Droplet: Particle-Assisted Reconfiguration of Wetting Morphologies in Colloidal Multiphase Systems. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2016; 12:3309-3319. [PMID: 27167839 DOI: 10.1002/smll.201600799] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Indexed: 06/05/2023]
Abstract
Wetting phenomena are ubiquitous in nature and play key functions in various industrial processes and products. When a gas bubble encounters an oil droplet in an aqueous medium, it can experience either partial wetting or complete engulfment by the oil. Each of these morphologies can have practical benefits, and controlling the morphology is desirable for applications ranging from particle synthesis to oil recovery and gas flotation. It is known that the wetting of two fluids within a fluid medium depends on the balance of interfacial tensions and can thus be modified with surfactant additives. It is reported that colloidal particles, too, can be used to promote both wetting and dewetting in multifluid systems. This study demonstrates the surfactant-free tuning and dynamic reconfiguration of bubble-droplet morphologies with the help of cellulosic particles. It further shows that the effect can be attributed to particle adsorption at the fluid interfaces, which can be probed by interfacial tensiometry, making particle-induced transitions in the wetting morphology predictable. Finally, particle adsorption at different rates to air-water and oil-water interfaces can even lead to slow, reentrant wetting behavior not familiar from particle-free systems.
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Affiliation(s)
- Yi Zhang
- School of Chemical & Biomoelcular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332-0100, USA
| | - Abiola Shitta
- School of Chemical & Biomoelcular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332-0100, USA
| | - J Carson Meredith
- School of Chemical & Biomoelcular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332-0100, USA
| | - Sven H Behrens
- School of Chemical & Biomoelcular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332-0100, USA
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11
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Influence of particle shape on the rheological behavior of three-phase non-brownian suspensions. Colloids Surf A Physicochem Eng Asp 2016. [DOI: 10.1016/j.colsurfa.2016.03.006] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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12
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Dittmann J, Maurath J, Bitsch B, Willenbacher N. Highly Porous Materials with Unique Mechanical Properties from Smart Capillary Suspensions. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2016; 28:1689-96. [PMID: 26677099 DOI: 10.1002/adma.201504910] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Revised: 11/16/2015] [Indexed: 05/26/2023]
Abstract
Smart capillary suspensions are used to fabricate macroporous solids with unique features regarding porosity and mechanical strength from a wide range of materials, including carbon layers and polyethylene membranes, even if sintering or high-temperature treatment is not feasible. High-strength porous ceramics are obtained, tailoring neck and pore shape via controlled deposition of fine particles at the sintering necks.
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Affiliation(s)
- Jens Dittmann
- Karlsruhe Institute of Technology, Institute for Mechanical Process Engineering and Mechanics, Gotthard-Franz-Strasse 3, 76131, Karlsruhe, Germany
| | - Johannes Maurath
- Karlsruhe Institute of Technology, Institute for Mechanical Process Engineering and Mechanics, Gotthard-Franz-Strasse 3, 76131, Karlsruhe, Germany
| | - Boris Bitsch
- Karlsruhe Institute of Technology, Institute for Mechanical Process Engineering and Mechanics, Gotthard-Franz-Strasse 3, 76131, Karlsruhe, Germany
| | - Norbert Willenbacher
- Karlsruhe Institute of Technology, Institute for Mechanical Process Engineering and Mechanics, Gotthard-Franz-Strasse 3, 76131, Karlsruhe, Germany
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13
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Bitsch B, Braunschweig B, Willenbacher N. Interaction between Polymeric Additives and Secondary Fluids in Capillary Suspensions. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2016; 32:1440-1449. [PMID: 26807658 DOI: 10.1021/acs.langmuir.5b03861] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Capillary suspensions are ternary systems including a solid and two liquid phases representing a novel formulation platform for pastes with unique processing and end-use properties. Here we have investigated aqueous suspensions of non-Brownian graphite particles including different polymers commonly used as thickening agents or binders in paste formulations. We have studied the interaction between these additives and organic solvents in order to elucidate its effect on the characteristic formation of a particle network structure in corresponding ternary capillary suspension systems. Organic solvents with different polarity have been employed, and in the presence of nonadsorbing poly(ethylene oxide), all of them, whether they preferentially wet the graphite surface or not, induce the formation of a network structure within the suspension as indicated by a strong change in rheological properties. However, when the adsorbing polymers carboxymethylcellulose and poly(vinylpyrrolidone) are included, the drastic change in rheological behavior occurs only when polar organic solvents are used as secondary liquids. Obviously, these solvents can form pendular bridges, finally resulting in a sample-spanning particle network. Vibrational sum frequency spectroscopy provides evidence that these polar liquids remove the adsorbed polymer from the graphite particles. In contrast, nonpolar and nonwetting solvents do not force polymer desorption. In these cases, the formation of a percolating network structure within the suspensions is presumably prevented by the strong steric repulsion among graphite particles, not allowing for the formation of particle clusters encapsulating the secondary liquid. Accordingly, polymeric additives and secondary fluids have to be carefully selected in capillary suspension formulations, then offering a new pathway to customize paste formulations. The polymer may serve to adjust an appropriate viscosity level, and the capillary bridging induces the desired degree of shear thinning. Alternatively, the polymer may be selected with respect to its binding properties in the final dry product, and capillary bridging may be used to control the flow and processing behavior of the wet paste.
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Affiliation(s)
- Boris Bitsch
- Institute of Mechanical Engineering and Mechanics, Karlsruhe Institute of Technology (KIT) , Gotthard-Franz-Strasse 3, 76131 Karlsruhe, Germany
| | - Björn Braunschweig
- Institute of Particle Technology (LFG), Friedrich-Alexander University Erlangen-Nürnberg (FAU) , Cauerstrasse 4, 91058 Erlangen, Germany
| | - Norbert Willenbacher
- Institute of Mechanical Engineering and Mechanics, Karlsruhe Institute of Technology (KIT) , Gotthard-Franz-Strasse 3, 76131 Karlsruhe, Germany
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14
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Poulichet V, Garbin V. Cooling Particle-Coated Bubbles: Destabilization beyond Dissolution Arrest. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2015; 31:12035-12042. [PMID: 26488259 DOI: 10.1021/acs.langmuir.5b03480] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Emulsions and foams that remain stable under varying environmental conditions are central in the food, personal care, and other formulated products industries. Foams stabilized by solid particles can provide longer-term stability than surfactant-stabilized foams. This stability is partly ascribed to the observation that solid particles can arrest bubble dissolution, which is driven by the Laplace pressure across the curved gas-liquid interface. We studied experimentally the effect of changes in temperature on the lifetime of particle-coated air microbubbles in water. We found that a decrease in temperature destabilizes particle-coated microbubbles beyond dissolution arrest. A quasi-steady model describing the effect of the change in temperature on mass transfer suggests that the dominant mechanism of destabilization is the increased solubility of the gas in the liquid, leading to a condition of undersaturation. Experiments at constant temperature confirmed that undersaturation alone can drive destabilization of particle-coated bubbles, even for vanishing Laplace pressure. We also found that dissolution of a particle-coated bubble can lead either to buckling of the coating or to gradual expulsion of particles, depending on the particle-to-bubble size ratio, with potential implications for controlled release.
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Affiliation(s)
- Vincent Poulichet
- Department of Chemical Engineering, Imperial College London , London SW7 2AZ, United Kingdom
| | - Valeria Garbin
- Department of Chemical Engineering, Imperial College London , London SW7 2AZ, United Kingdom
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15
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Zhang Y, Allen MC, Zhao R, Deheyn DD, Behrens SH, Meredith JC. Capillary foams: stabilization and functionalization of porous liquids and solids. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2015; 31:2669-2676. [PMID: 25689577 DOI: 10.1021/la504784h] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Liquid foams are two-phase systems in which a large volume of gas is dispersed as bubbles in a continuous liquid phase. These foams are ubiquitous in nature. In addition, they are found in industrial applications, such as pharmaceutical formulation, food processing, wastewater treatment, construction, and cosmetics. Recently, we reported a new type of foam material, capillary foam, which is stabilized by the synergistic action of particles and a small amount of an immiscible secondary liquid. In this study, we explore in more detail the foam preparation routes. To illustrate some of the potential applications, we create vividly colored wet and dried foams, which are difficult to prepare using traditional methods, and load-bearing porous solids. The combined action of particles and immiscible secondary fluid confers exceptional stability to capillary foams and many options for functionalization, suggesting a wide range of possible applications.
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Affiliation(s)
- Yi Zhang
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology , Atlanta, Georgia 30332-0100, United States
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