This review concentrates on the advances of atomistic molecular simulations to design and evaluate amorphous microporous polymeric materials for CO capture and separations. A description of atomistic molecular simulations is provided, including simulation techniques, structural generation approaches, relaxation and equilibration methodologies, and considerations needed for validation of simulated samples. The review provides general guidelines and a comprehensive update of the recent literature (since 2007) to promote the acceleration of the discovery and screening of amorphous microporous polymers for CO capture and separation processes.
Multiple computational and experimental
techniques are used to
understand the nanoscale morphology and water/proton transport properties
in a series of sulfonated Diels–Alder poly(phenylene) (SDAPP)
membranes over a wide range of temperature, hydration, and sulfonation
conditions. New synthetic methods allow us to sulfonate the SDAPP
membranes to much higher ion exchange capacity levels than has been
previously possible. Nanoscale phase separation between the hydrophobic
polymer backbone and the hydrophilic water/sulfonic acid groups was
observed for all membranes studied. We find good agreement between
structure factors calculated from atomistic molecular dynamics (MD)
simulations and those measured by X-ray scattering. With increasing
hydration, the scattering ionomer peak in SDAPP is found to decrease
in intensity. This intensity decrease is shown to be due to a reduction
of scattering contrast between the water and polymer and is not indicative
of any loss of nanoscale phase separation. Both MD simulations and
density functional theory (DFT) calculations show that as hydration
levels are increased, the nanostructure morphology in SDAPP evolves
from isolated ionic domains to fully percolated water networks containing
progressively weaker hydrogen bond strengths. The conductivity of
the membranes is measured by electrical impedance spectroscopy and
the equivalent proton conductivity calculated from pulsed-field-gradient
(PFG) NMR diffusometry measurements of the hydration waters. Comparison
of the measured and calculated conductivity reveals that in SDAPP
the proton conduction mechanism evolves from being dominated by vehicular
transport at low hydration and sulfonation levels to including a significant
contribution from the Grötthuss mechanism (also known as structural
diffusion) at higher hydration and sulfonation levels. The observed
increase in conductivity reflects the impact that changing hydration
and sulfonation have on the morphology and hydrogen bond network and
ultimately on the membrane performance.
We performed atomistic simulations
on a series of sulfonated polyphenylenes
systematically varying the degree of sulfonation and water content
to determine their effect on the nanoscale structure, particularly
for the hydrophilic domains formed by the ionic groups and water molecules.
We found that the local structure around the ionic groups depended
on the sulfonation and hydration levels, with the sulfonate groups
and hydronium ions less strongly coupled at higher water contents.
In addition, we characterized the morphology of the ionic domains
employing two complementary clustering algorithms. At low sulfonation
and hydration levels, clusters were more elongated in shape and poorly
connected throughout the system. As the degree of sulfonation and
water content were increased, the clusters became more spherical,
and a fully percolated ionic domain was formed. These structural details
have important implications for ion transport.
We present atomistic simulations of a single PNIPAM-alkyl copolymer surfactant in aqueous solution at temperatures below and above the LCST of PNIPAM. We compare properties of the surfactant with pure PNIPAM oligomers of similar lengths, such as the radius of gyration and solvent accessible surface area, to determine the differences in their structures and transition behavior. We also explore changes in polymer-polymer and polymer-water interactions, including hydrogen bond formation. The expected behavior is observed in the pure PNIPAM oligomers, where the backbone folds onto itself above the LCST in order to shield the hydrophobic groups from water. The surfactant, on the other hand, does not show much conformational change as a function of temperature, but instead folds to bring the hydrophobic alkyl tail and PNIPAM headgroup together at all temperatures. The atomic detail available from these simulations offers important insight into understanding how the transition behavior is changed in PNIPAM-based systems.
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