(726f) Development of a Fused-Sphere SAFT-? Mie Force Field for Polymers and Application to Poly(vinyl butyral) Adsorption to Silica
AIChE Annual Meeting
2017
2017 Annual Meeting
Materials Engineering and Sciences Division
Multiscale and Coarse-Grained Modeling of Polymers
Thursday, November 2, 2017 - 2:00pm to 2:15pm
SAFT-γ Mie, a group-contribution equation of state (EoS) rooted in Statistical Associating Fluid Theory1, provides an efficient framework for developing accurate, transferable coarse-grained polymer force fields for molecular dynamics (MD) simulation. Using this EoS, a Mie potential governing intermolecular interactions can be parameterized to reproduce experimental vapor-liquid equilibria (VLE) data of small-molecule analogues over a range of state points. SAFT-γ Mie force fields have been successfully developed for a variety of small molecules modelled as tangentially bound spheres2,3. Here, we address two key issues in extending the approach to polymers: 1) the treatment of chain rigidity neglected by the first-order thermodynamic perturbation theory used to derive SAFT-γ Mie, and 2) the disparity between the structure of linear chains of tangent spheres and the structure of the real polymers.
Modelling
We use a fused-sphere version of SAFT-γ Mie as the basis for nonbonded interactions, and derive effective bond-stretching and angle-bending potentials from all-atom oligomer MD simulations using Boltzmann inversion. The introduction of an additional free energy parameter characterizing the degree of overlap between Mie spheres leads to a degeneracy when fitting to monomer vapor pressure and saturated liquid density, which we resolve by matching polymer density from coarse-grained MD simulation with that from all-atom simulation. The result of our hybrid top-down/bottom-up coarse-graining approach is a chain of monomers rigorously parameterized to experimental VLE data and with structural detail consistent with all-atom simulations.
We apply our coarse-graining methodology to poly(ethylene) and poly(vinyl alcohol), and test its limits on a structurally complex copolymer system, poly[(vinyl butyral)-co-(vinyl alcohol)] (PVB), at an interface with amorphous silica. PVB is of interest industrially as the principal component of the interlayer in laminated safety glass, and to the best of our knowledge this is the first molecular model for it. Interaction forces between the monomers and silica slab are mapped from the Optimized Potentials for Liquid Simulations (OPLS) all-atom force field4,5 to an external potential acting on the coarse-grained beads. The tacticity of the underlying polymer chain structure is preserved by assigning stereo-specific angle potentials to triads of coarse-grained beads, and co-monomer sequence-dependent behavior can be studied, features not achievable with SAFT-γ Mie alone. Coarse-grained bulk polymer melt simulations successfully reproduced experimental density, glass transition temperature, and local structural distributions mapped from the all-atom level. For the PVB-silica interfacial system, we investigate the effects of overall chemical composition and co-monomer sequence distribution on adhesion strength and interfacial structure.
Conclusions
We present a new approach for developing coarse-grained force fields for polymer melts using the fused-sphere SAFT-γ Mie EoS. Nonbonded interactions parameterized to monomer experimental VLE data and bonded potentials derived from all-atom chains result in a model that is capable of accurately reproducing both thermodynamic and structural properties of polymer melts. We demonstrate the utility of our approach for studying complex copolymer systems in which co-monomer sequence and stereochemistry play important roles.
References
1. Dufal, S. et al. J. Chem. Eng. Data 59, 3272â3288 (2014).
2. Lafitte, T. et al. Mol. Phys. 110, 1189â1203 (2012).
3. Avendaño, C. et al. J. Phys. Chem. B 117, 2717â2733 (2013).
4. Jorgensen, W. L., Maxwell, D. S. & Tirado-Rives, J. J. Am. Chem. Soc. 118, 11225â11236 (1996).
5. Black, J. E., Iacovella, C. R., Cummings, P. T. & McCabe, C. Langmuir 31, 3086â3093 (2015).