{"title":"Characterization of Morphology Evolution in a Polymer–Clay Nanocomposite Using Multiscale Simulations","authors":"Parvez Khan*, Ankit Patidar and Gaurav Goel*, ","doi":"10.1021/acs.jctc.5c01004","DOIUrl":null,"url":null,"abstract":"<p >Molecular simulations provide an effective route for investigating morphology evolution and the structure–property relationship in polymer–clay nanocomposites (PCNCs) incorporating layered silicates like montmorillonite (MMT), an important class of materials that show a significant enhancement over the constituent polymer for several properties. However, long relaxation times and large system size requirements limit their application to systems of practical interest. In this work, we developed a coarse-grained (CG) model of organically modified MMT (oMMT) compatible with the MARTINI force field, a chemically specific interaction model with high transferability. The dispersive and polar components of cleavage energy, basal spacing, and mechanical properties of MMT with tetramethylammonium (TMA) as intergallery ions were used to obtain a rational estimate for clay particle MARTINI bead types in accordance with the polarity of the functional group. The CG model provided accurate concurrent estimates for the structural, thermodynamic, and dynamical properties of polyethylene (PE) in a PE/TMA-MMT PCNC, with less than a 4% deviation from all atom (AA) simulations. The slow clay-induced redistribution of the polyethylene–polyethylene glycol block copolymer (PE-<i>b</i>-PEG) in the PCNCs was investigated using the developed CG model, with conformational changes occurring over a microsecond time scale. The preferential interaction coefficient and cluster analysis of individual blocks of PE-<i>b</i>-PEG were used to study the effect of clay arrangement (exfoliated vs tactoid) on copolymer reorientation and assembly at the clay surface. We find that the oMMT coated with PE-<i>b</i>-PEG acts as a neutral surface (small difference in polymer–polymer and polymer-oMMT + PE-<i>b</i>-PEG enthalpic interactions), and the primary influence of the nanofiller is a result of confinement and steric effect of the clay sheets on the PE chains. Finally, several different PCNC morphologies obtained from long CG simulations were backmapped to AA resolution for the accurate calculation of mechanical and physical properties. This work offers a computationally efficient multiscale simulation framework for the accurate determination of the morphology and mechanical performance of PCNCs, enabling a rational material design.</p>","PeriodicalId":45,"journal":{"name":"Journal of Chemical Theory and Computation","volume":"21 16","pages":"8151–8167"},"PeriodicalIF":5.5000,"publicationDate":"2025-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Chemical Theory and Computation","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acs.jctc.5c01004","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Molecular simulations provide an effective route for investigating morphology evolution and the structure–property relationship in polymer–clay nanocomposites (PCNCs) incorporating layered silicates like montmorillonite (MMT), an important class of materials that show a significant enhancement over the constituent polymer for several properties. However, long relaxation times and large system size requirements limit their application to systems of practical interest. In this work, we developed a coarse-grained (CG) model of organically modified MMT (oMMT) compatible with the MARTINI force field, a chemically specific interaction model with high transferability. The dispersive and polar components of cleavage energy, basal spacing, and mechanical properties of MMT with tetramethylammonium (TMA) as intergallery ions were used to obtain a rational estimate for clay particle MARTINI bead types in accordance with the polarity of the functional group. The CG model provided accurate concurrent estimates for the structural, thermodynamic, and dynamical properties of polyethylene (PE) in a PE/TMA-MMT PCNC, with less than a 4% deviation from all atom (AA) simulations. The slow clay-induced redistribution of the polyethylene–polyethylene glycol block copolymer (PE-b-PEG) in the PCNCs was investigated using the developed CG model, with conformational changes occurring over a microsecond time scale. The preferential interaction coefficient and cluster analysis of individual blocks of PE-b-PEG were used to study the effect of clay arrangement (exfoliated vs tactoid) on copolymer reorientation and assembly at the clay surface. We find that the oMMT coated with PE-b-PEG acts as a neutral surface (small difference in polymer–polymer and polymer-oMMT + PE-b-PEG enthalpic interactions), and the primary influence of the nanofiller is a result of confinement and steric effect of the clay sheets on the PE chains. Finally, several different PCNC morphologies obtained from long CG simulations were backmapped to AA resolution for the accurate calculation of mechanical and physical properties. This work offers a computationally efficient multiscale simulation framework for the accurate determination of the morphology and mechanical performance of PCNCs, enabling a rational material design.
期刊介绍:
The Journal of Chemical Theory and Computation invites new and original contributions with the understanding that, if accepted, they will not be published elsewhere. Papers reporting new theories, methodology, and/or important applications in quantum electronic structure, molecular dynamics, and statistical mechanics are appropriate for submission to this Journal. Specific topics include advances in or applications of ab initio quantum mechanics, density functional theory, design and properties of new materials, surface science, Monte Carlo simulations, solvation models, QM/MM calculations, biomolecular structure prediction, and molecular dynamics in the broadest sense including gas-phase dynamics, ab initio dynamics, biomolecular dynamics, and protein folding. The Journal does not consider papers that are straightforward applications of known methods including DFT and molecular dynamics. The Journal favors submissions that include advances in theory or methodology with applications to compelling problems.