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Bodkin LN, Krajnak ZA, Dong R, Osuji CO, Gin DL. Cross-linkable, phosphobetaine-based, zwitterionic amphiphiles that form lyotropic bicontinuous cubic phases. SOFT MATTER 2023; 19:3768-3772. [PMID: 37191297 DOI: 10.1039/d3sm00269a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
The design, synthesis, and lyotropic liquid crystal phase behaviour of six cross-linkable, phosphobetaine-based, zwitterionic amphiphiles are described. Two form a QII phase with aq. NH4Cl solution, giving 3D-nanoporous membrane materials that can be used for water desalination and are not susceptible to ion exchange like traditional ionic analogues.
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Affiliation(s)
- Lauren N Bodkin
- Department of Chemistry, University of Colorado, Boulder, CO 80309, USA.
| | - Zachary A Krajnak
- Department of Chemistry, University of Colorado, Boulder, CO 80309, USA.
| | - Ruiqi Dong
- Department of Chemical and Biomolecular Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Chinedum O Osuji
- Department of Chemical and Biomolecular Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Douglas L Gin
- Department of Chemistry, University of Colorado, Boulder, CO 80309, USA.
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2
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Sebastián N, Zupančič B, Zalar B, López DO, Salud J, de Rioja VL, Levit R, Robles-Hernández B, de la Fuente MR, Gimeno N, Ros MB, Diez-Berart S. DNMR measurements of an asymmetric odd liquid crystal dimer: determination of the intramolecular angle and the degree of order of the two rigid cores. Phys Chem Chem Phys 2023; 25:2486-2497. [PMID: 36602075 DOI: 10.1039/d2cp02696a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
In this work, we present a Deuteron Nuclear Magnetic Resonance (DNMR) study of the non-symmetric odd liquid crystal dimer α-(4-cyanobiphenyl-4'-yloxy)-ω-(1-pyrenimine-benzylidene-4'-oxy) heptane (CBO7O.Py), formed by a pro-mesogenic cyanobiphenyl unit and a bulky pyrene-containing unit, linked via alkoxy flexible chain. We have synthesized two partially deuterated samples: one with the deuterium atoms in the cyanobiphenyl moiety (dCBO7O.Py) and the other one with the deuterium atoms in the pyrenimine-benzylidene unit (CBO7O.dPy). We have performed angular distribution analysis in the SmA glassy state, obtaining the degree of order of both rigid cores and an estimation of the internal molecular angle between both structures. With the results from the angular study, we have been able to determine the degree of order of both rigid units in either the N phase and the SmA phase, far enough from the glass transition. Both rigid cores have the same degree of order close to the nematic-isotropic phase transition, but as the compound is cooled down, the degree of order of the cyanobiphenyl moiety is clearly higher than that of the pyrene-containing unit. The critical behaviour of the order parameter of the pyrene-containing moiety is consistent with the fact that, for CBO7O.Py, the N-I phase transition is tricritical, which seems to indicate that the uniaxial order parameter of the dimer is dominated by the degree of order of the pyrene-containing core.
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Affiliation(s)
- Nerea Sebastián
- Jožef Stefan Institute, Jamova cesta 39, SI-1000 Ljubljana, Slovenia.
| | - Blaz Zupančič
- Jožef Stefan Institute, Jamova cesta 39, SI-1000 Ljubljana, Slovenia.
| | - Boštjan Zalar
- Jožef Stefan Institute, Jamova cesta 39, SI-1000 Ljubljana, Slovenia.
| | - David O López
- Grup de Propietas Físiques dels Materials (GRPFM), Departament de Física, E.T.S.E.I.B. Universitat Politècnica de Catalunya, Diagonal 647, 08028 Barcelona, Spain
| | - Josep Salud
- Grup de Propietas Físiques dels Materials (GRPFM), Departament de Física, E.T.S.E.I.B. Universitat Politècnica de Catalunya, Diagonal 647, 08028 Barcelona, Spain
| | - Victor López de Rioja
- Grup de Propietas Físiques dels Materials (GRPFM), Departament de Física, E.T.S.E.I.B. Universitat Politècnica de Catalunya, Diagonal 647, 08028 Barcelona, Spain
| | - Rafael Levit
- Caracterització Elèctrica de Materials i Dispositius (CEMAD), Departament de Física, E.T.S.E.I.B. Universitat Politècnica de Catalunya, Diagonal 647, 08028 Barcelona, Spain
| | - Beatriz Robles-Hernández
- Departamento de Física Aplicada II, Facultad de Ciencia y Tecnología, Universidad del País Vasco (UPV-EHU), Apartado 644, E-48080 Bilbao, Spain.,Donostia International Physics Center, Manuel de Lardizabal Ibilbidea 4, 20018 Donostia, Spain
| | - María Rosario de la Fuente
- Departamento de Física Aplicada II, Facultad de Ciencia y Tecnología, Universidad del País Vasco (UPV-EHU), Apartado 644, E-48080 Bilbao, Spain
| | - Nélida Gimeno
- Donostia International Physics Center, Manuel de Lardizabal Ibilbidea 4, 20018 Donostia, Spain
| | - María Blanca Ros
- Instituto de Nanociencia de Materiales de Aragón (INMA), Departamento de Química Orgánica-Facultad de Ciencias, Universidad de Zaragoza-CSIC, 50009 Zaragoza, Spain
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3
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Marin San Roman P, Nijmeijer K, Sijbesma RP. Sulfonated polymerized liquid crystal nanoporous membranes for water purification. J Memb Sci 2022. [DOI: 10.1016/j.memsci.2021.120097] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
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4
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Khorsand Kheirabad A, Saeedi Garakani S, Tan L, Yuan J. Ferrocene-Containing Porous Poly(Ionic Liquid) Membranes: Synthesis and Application as Sacrificial Template for Porous Iron Oxide Films. Macromol Rapid Commun 2021; 42:e2100077. [PMID: 34061421 DOI: 10.1002/marc.202100077] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 04/21/2021] [Indexed: 11/08/2022]
Abstract
Herein, the fabrication of iron-containing porous polyelectrolyte membranes (PPMs) via ionic complexation between an imidazolium-based poly(ionic liquid) (PIL) and 1,1-ferrocenedicarboxylic acid is reported. The key parameters to control the microstructure of porous hybrid membranes are investigated in detail. Further aerobic pyrolysis of such porous hybrid membranes at 900 °C can transfer the ferrocene-containing PPMs into freestanding porous iron oxide films. This process points out a sacrificial template function of porous poly(ionic liquid) membranes in the fabrication of porous metal oxide films.
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Affiliation(s)
- Atefeh Khorsand Kheirabad
- Department of Materials and Environmental Chemistry (MMK), Stockholm University, Stockholm, 10691, Sweden
| | - Sadaf Saeedi Garakani
- Department of Materials and Environmental Chemistry (MMK), Stockholm University, Stockholm, 10691, Sweden
| | - Liangxiao Tan
- Department of Materials and Environmental Chemistry (MMK), Stockholm University, Stockholm, 10691, Sweden
| | - Jiayin Yuan
- Department of Materials and Environmental Chemistry (MMK), Stockholm University, Stockholm, 10691, Sweden
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5
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Kloos J, Joosten N, Schenning A, Nijmeijer K. Self-assembling liquid crystals as building blocks to design nanoporous membranes suitable for molecular separations. J Memb Sci 2021. [DOI: 10.1016/j.memsci.2020.118849] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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6
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Watanabe R, Sakamoto T, Yamazoe K, Miyawaki J, Kato T, Harada Y. Ion Selectivity of Water Molecules in Subnanoporous Liquid-Crystalline Water-Treatment Membranes: A Structural Study of Hydrogen Bonding. Angew Chem Int Ed Engl 2020; 59:23461-23465. [PMID: 33073915 PMCID: PMC7756590 DOI: 10.1002/anie.202008148] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Indexed: 11/30/2022]
Abstract
We demonstrate hydrogen-bonded structures of water in self-organized subnanoporous water treatment membranes obtained using synchrotron-based high-resolution soft X-ray emission spectroscopy. The ion selectivity of these water treatment membranes is usually understood by the size compatibility of nanochannels in the membrane with the Stokes radius of hydrated ions, or by electrostatic interaction between charges inside the nanochannels and such ions. However, based on a comparison between the hydrogen-bonded structures of water molecules in the nanochannels of the water treatment membrane and those surrounding the ions, we propose a definite contribution of structural consistency among the associated hydrogen-bonded water molecules to the ion selectivity. Our observation delivers a novel concept to the design of water treatment membranes where water molecules in the nanochannel can be regarded as a part of the material that controls the ion selectivity.
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Affiliation(s)
- Ryusuke Watanabe
- Department of Advanced Materials ScienceGraduate School of Frontier SciencesThe University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8561Japan
| | - Takeshi Sakamoto
- Department of Chemistry and BiotechnologySchool of EngineeringThe University of Tokyo7-3-1, Hongo, Bunkyo-kuTokyo113-8656Japan
| | - Kosuke Yamazoe
- Institute for Solid State Physics (ISSP)The University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8581Japan
| | - Jun Miyawaki
- Department of Advanced Materials ScienceGraduate School of Frontier SciencesThe University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8561Japan
- Institute for Solid State Physics (ISSP)The University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8581Japan
| | - Takashi Kato
- Department of Chemistry and BiotechnologySchool of EngineeringThe University of Tokyo7-3-1, Hongo, Bunkyo-kuTokyo113-8656Japan
| | - Yoshihisa Harada
- Department of Advanced Materials ScienceGraduate School of Frontier SciencesThe University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8561Japan
- Institute for Solid State Physics (ISSP)The University of Tokyo5-1-5, Kashiwanoha, KashiwaChiba277-8581Japan
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7
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Watanabe R, Sakamoto T, Yamazoe K, Miyawaki J, Kato T, Harada Y. Ion Selectivity of Water Molecules in Subnanoporous Liquid‐Crystalline Water‐Treatment Membranes: A Structural Study of Hydrogen Bonding. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.202008148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Ryusuke Watanabe
- Department of Advanced Materials Science Graduate School of Frontier Sciences The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8561 Japan
| | - Takeshi Sakamoto
- Department of Chemistry and Biotechnology School of Engineering The University of Tokyo 7-3-1, Hongo, Bunkyo-ku Tokyo 113-8656 Japan
| | - Kosuke Yamazoe
- Institute for Solid State Physics (ISSP) The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8581 Japan
| | - Jun Miyawaki
- Department of Advanced Materials Science Graduate School of Frontier Sciences The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8561 Japan
- Institute for Solid State Physics (ISSP) The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8581 Japan
| | - Takashi Kato
- Department of Chemistry and Biotechnology School of Engineering The University of Tokyo 7-3-1, Hongo, Bunkyo-ku Tokyo 113-8656 Japan
| | - Yoshihisa Harada
- Department of Advanced Materials Science Graduate School of Frontier Sciences The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8561 Japan
- Institute for Solid State Physics (ISSP) The University of Tokyo 5-1-5, Kashiwanoha, Kashiwa Chiba 277-8581 Japan
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8
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Coscia BJ, Shirts MR. Capturing Subdiffusive Solute Dynamics and Predicting Selectivity in Nanoscale Pores with Time Series Modeling. J Chem Theory Comput 2020; 16:5456-5473. [PMID: 32786916 DOI: 10.1021/acs.jctc.0c00445] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Fitting mathematical models with a direct connection to experimental observables to the outputs of molecular simulations can be a powerful tool for extracting important physical information from them. In this study, we present two new approaches that use stochastic time series modeling to predict long-time-scale behavior and macroscopic properties from molecular simulation, which can be generalized to other molecular systems where complex diffusion occurs. In our previous work, we studied long molecular dynamics (MD) simulation trajectories of a cross-linked HII phase lyotropic liquid crystal (LLC) membrane, where we observed subdiffusive solute transport behavior characterized by intermittent hops separated by periods of entrapment. In this work, we use our models to parameterize the behavior of the same systems, so we can generate characteristic trajectory realizations that can be used to predict solute mean-squared displacements (MSDs), solute flux, and solute selectivity in macroscopic length pores. First, using anomalous diffusion theory, we show how solute dynamics can be modeled as a fractional diffusion process subordinate to a continuous time random walk. From the MD simulations, we parameterize the distribution of dwell times, hop lengths between dwells, and correlation between hops. We explore two variations of the anomalous diffusion modeling approach. The first variation applies a single set of parameters to the solute displacements and the second applies two sets of parameters based on the solute's radial distance from the closest pore center. Next, we present an approach that generalizes Markov state models, treating the configurational states of the system as a Markov process where each state has distinct transport properties. For each state and transition between states, we parameterize the distribution and temporal correlation structure of positional fluctuations as a means of characterization and to allow us to predict solute MSDs. We show that both stochastic models reasonably reproduce the MSDs calculated from MD simulations. However, qualitative differences between MD and Markov state-dependent model-generated trajectories may in some cases limit their usefulness. With these parameterized stochastic models, we demonstrate how one can estimate the flux of a solute across a macroscopic length pore and, based on these quantities, the membrane's selectivity toward each solute. This work therefore helps to connect microscopic, chemically dependent solute motions that do not follow simple diffusive behavior with long-time-scale behavior, in an approach generalizable to many types of molecular systems with complex dynamics.
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Affiliation(s)
- Benjamin J Coscia
- Department of Chemical and Biological Engineering, University of Colorado, Boulder, Boulder, Colorado 80309, United States
| | - Michael R Shirts
- Department of Chemical and Biological Engineering, University of Colorado, Boulder, Boulder, Colorado 80309, United States
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9
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Suzuki Y, Sakamoto T, Yoshio M, Kato T. Development of functional nanoporous membranes based on photocleavable columnar liquid crystals – Selective adsorption of ionic dyes. Eur Polym J 2020. [DOI: 10.1016/j.eurpolymj.2020.109859] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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10
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Dischinger SM, Rosenblum J, Noble RD, Gin DL. Evaluation of a nanoporous lyotropic liquid crystal polymer membrane for the treatment of hydraulic fracturing produced water via cross-flow filtration. J Memb Sci 2019. [DOI: 10.1016/j.memsci.2019.117313] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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11
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McGrath MJ, Patterson N, Manubay BC, Hardy SH, Malecha JJ, Shi Z, Yue X, Xing X, Funke HH, Gin DL, Liu P, Noble RD. 110th Anniversary: The Dehydration and Loss of Ionic Conductivity in Anion Exchange Membranes Due to FeCl 4– Ion Exchange and the Role of Membrane Microstructure. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04592] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Michael J. McGrath
- Department of Chemical & Biological Engineering, University of Colorado, Boulder, Colorado 80309, United States
| | - Nicholas Patterson
- Department of Nanoengineering, University of California—San Diego, San Diego, California 92093, United States
| | - Bryce C. Manubay
- Department of Chemical & Biological Engineering, University of Colorado, Boulder, Colorado 80309, United States
| | - Samantha H. Hardy
- Department of Chemical & Biological Engineering, University of Colorado, Boulder, Colorado 80309, United States
| | - John J. Malecha
- Department of Chemistry, University of Colorado, Boulder, Colorado 80309, United States
| | - Zhangxing Shi
- Department of Chemistry, University of Colorado, Boulder, Colorado 80309, United States
| | - Xiujun Yue
- Department of Nanoengineering, University of California—San Diego, San Diego, California 92093, United States
| | - Xing Xing
- Department of Nanoengineering, University of California—San Diego, San Diego, California 92093, United States
| | - Hans H. Funke
- Department of Chemical & Biological Engineering, University of Colorado, Boulder, Colorado 80309, United States
| | - Douglas L. Gin
- Department of Chemistry, University of Colorado, Boulder, Colorado 80309, United States
| | - Ping Liu
- Department of Nanoengineering, University of California—San Diego, San Diego, California 92093, United States
| | - Richard D. Noble
- Department of Chemical & Biological Engineering, University of Colorado, Boulder, Colorado 80309, United States
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12
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Coscia BJ, Shirts MR. Chemically Selective Transport in a Cross-Linked H II Phase Lyotropic Liquid Crystal Membrane. J Phys Chem B 2019; 123:6314-6330. [PMID: 31247136 DOI: 10.1021/acs.jpcb.9b04472] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The uniform size and complex chemical topology of the pores formed by self-assembled amphiphilic molecules such as liquid crystals make them promising candidates for selective separations. In this work, we observe the transport of water, sodium ions, and 20 small polar solutes within the pores of a lyotropic liquid crystal (LLC) membrane using atomistic molecular simulations. We find that the transport of a species is dependent not only on molecular size but also on chemical functionality. The membrane's inhomogeneous composition gives rise to radially dependent transport mechanisms with respect to the pore centers. We observe that all solutes perform intermittent hops between lengthy periods of entrapment. Three different trapping mechanisms are responsible for this behavior. First, solutes that drift out of the pore can become entangled among the dense monomer tails. Second, solutes can donate hydrogen bonds to the monomer head groups. Third, solutes can coordinate with sodium counterions. The degree to which a solute is affected by each mechanism is dependent on the chemical functionality of the solute. Using the insights developed in this study, we can begin to think about how to redesign existing LLC membranes to perform solute-specific separations.
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Affiliation(s)
- Benjamin J Coscia
- Department of Chemical and Biological Engineering , University of Colorado Boulder , Boulder , Colorado 80309 , United States
| | - Michael R Shirts
- Department of Chemical and Biological Engineering , University of Colorado Boulder , Boulder , Colorado 80309 , United States
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13
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Bolisetty S, Peydayesh M, Mezzenga R. Sustainable technologies for water purification from heavy metals: review and analysis. Chem Soc Rev 2019; 48:463-487. [DOI: 10.1039/c8cs00493e] [Citation(s) in RCA: 651] [Impact Index Per Article: 108.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
We review and analyze current water purification technologies in the context of sustainability, and we introduce the Ranking Efficiency Product (REP) index, to evaluate their efficiency and implementation in this broader perspective.
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Affiliation(s)
- Sreenath Bolisetty
- Department of Health Science & Technology
- ETH Zürich
- 8092 Zürich
- Switzerland
| | - Mohammad Peydayesh
- Department of Health Science & Technology
- ETH Zürich
- 8092 Zürich
- Switzerland
| | - Raffaele Mezzenga
- Department of Health Science & Technology
- ETH Zürich
- 8092 Zürich
- Switzerland
- Department of Materials
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14
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Coscia BJ, Yelk J, Glaser MA, Gin DL, Feng X, Shirts MR. Understanding the Nanoscale Structure of Inverted Hexagonal Phase Lyotropic Liquid Crystal Polymer Membranes. J Phys Chem B 2018; 123:289-309. [PMID: 30521339 DOI: 10.1021/acs.jpcb.8b09944] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Periodic, nanostructured porous polymer membranes made from the cross-linked inverted hexagonal phase of self-assembled lyotropic liquid crystals (LLCs) are a promising class of materials for selective separations. In this work, we investigate an experimentally characterized LLC polymer membrane using atomistic molecular modeling. In particular, we compare simulated X-ray diffraction (XRD) patterns with experimental XRD data to quantify and understand the differences between simulation and experiment. We find that the nanopores are likely composed of five columns of stacked LLC monomers which surround each hydrophilic core. Evidence suggests that these columns likely move independently of each other over longer time scales than accessible via atomistic simulation. We also find that wide-angle X-ray scattering structural features previously attributed to monomer tail tilt are likely instead due to ordered tail packing. Although this system has been reported as dry, we show that small amounts of water are necessary to reproduce all features from the experimental XRD pattern because of asymmetries introduced by hydrogen bonds between the monomer head groups and water molecules. Finally, we explore the composition and structure of the nanopores and reveal that there exists a composition gradient rather than an abrupt partition between the hydrophilic and hydrophobic regions. A caveat is that the time scales of the dynamics are extremely long for this system, resulting in simulated structures that appear too ordered, thus requiring careful examination of the metastable states observed in order to draw any conclusions. The clear picture of the nanoscopic structure of these membranes provided in this study will enable a better understanding of the mechanisms of small-molecule transport within these nanopores.
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Affiliation(s)
| | | | | | | | - Xunda Feng
- Department of Chemical and Environmental Engineering , Yale University , New Haven , Connecticut 06511 , United States
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15
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Stevens DM, Shu JY, Reichert M, Roy A. Next-Generation Nanoporous Materials: Progress and Prospects for Reverse Osmosis and Nanofiltration. Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.7b02411] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Derek M. Stevens
- Dow Water and Process Solutions, 7600 Metro Boulevard, Edina, Minnesota 55439, United States
| | - Jessica Y. Shu
- Dow Water and Process Solutions, 7600 Metro Boulevard, Edina, Minnesota 55439, United States
| | - Matthew Reichert
- Dow Water and Process Solutions, 7600 Metro Boulevard, Edina, Minnesota 55439, United States
| | - Abhishek Roy
- Dow Water and Process Solutions, 7600 Metro Boulevard, Edina, Minnesota 55439, United States
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