Molecular Simulation of Nanostructured Materials
INTRODUCTION
Nanostructured polymers, which display properties that vary with
length scales comparable to molecular sizes, are increasingly
important in the scientific and industrial world today. The study of
these systems is effectively accomplished via molecular simulations
that probe the behavior of polymers at the sub-micron/nanometer level.
Such investigations are critical in enhancing our understanding of the
influence of nanometer level structural variations on observed
macroscopic properties. Semi-crystalline polymers and polymer
nanocomposites are systems that exhibit intricate structure-property
relationships, since they both include restricted polymer chains whose
motion is hindered by nanoscale structural features. The
macroscopically observed behavior of such materials is thus a
consequence of the characteristic minute length scales of
confinement.
1. SEMICRYSTALLINE POLYMERS
Crystallizable polymers are typically not fully crystalline in the
solid state, even below the melting temperature, due to chain
connectivity and frustration effects. Thus, typical "crystalline"
polymers are comprised of interspersed regions of crystalline and
amorphous material. The behavior of crystalline polymers is
consequently determined by a mixture of characteristic properties
resulting from purely crystalline and amorphous phases and the
interplay between the two phases, separated by an interface (Figure
1). Since it is difficult to decouple experimentally the responses of
the different phases due to their intricate morphological nature, we
use molecular modeling of semicrystalline polymers to provide insight
into the behavior of these materials.
1.1 Molecular Simulation of the intercrystalline region in Isotactic
Polypropylene
Monte Carlo (MC) computer simulations are used to probe the crystal-melt
interlamellar phase in isotactic polypropylene. In conjunction with a
united atom force-field model, the simulation setup mimics the typical
crystal-constrained amorphous structure prevalent in semi-crystalline
polymers. Replica exchange in energy space is employed in addition to local
conformation and topology altering MC moves to speed up effective sampling
of phase space and to elicit results for the thermomechanical properties of
the interlamellar region. Simulations reveal the temperature dependence of
structural features such as mass and energy density profiles as well as
population distributions of tails, loops and bridges associated with the
fold surface. In addition, we compare and contrast with results derived for
a prototypical linear polymer like polyethylene in order to study the
effect of architectural complexity on structure-property relationships in
semi-crystalline polymers. Figure 1 shows a snapshot of the simulation cell
corresponding to a {001} surface, with crystal lamellae sandwitching the
amorphous region.
In figure 2, we show the bond orientation profiles perpendicular to the
crystal surface for isotactic polypropylene. The abscissa shows the
distance from the center of the simulation box, and oridinate indicates
average absolute orientation calculated over all bonds in a slice of width
0.035 nm.
Figure 1:
Snapshot of the crystal/melt interface from a Monte Carlo simulation of
isotactic polypropylene (i-PP). At the top and bottom are helical i-PP
chains in crystalline order in the lamella. In between is the interphase
comprised of tails(red), loops(green) and bridges(blue). Periodic boundary
conditions are used to map all atoms into the primary simulation box.
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Figure 2:
Orientation profiles calculated using the bond
orientation parameter P2 = 3⁄2 cos2(θ) -1⁄2 for 475K,
500K and 525K. Inset shows the bonds along the backbone used for
the calculation of P2.
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1.2 Polyethylene and Freely Rotating Linear chains
Our group first reported Monte
Carlo simulations of the interlamellar domain in 1998 [J. Chem..
Phys., 109, 6523 (1998)], using a united atom model similar to
polyethylene. The lamellar fold surface is the most significant type
of crystal-amorphous interface in polymers. Most recently, we have
focused on the {201}-crystal surface in polyethylene, which is
prominently observed in experiments and independently confirmed by us
to represent a lowest energy state in freely rotating chain models
[Macromolecules 33, 9136 (2000)], in the temperature range 380K to
450K.
Figure 3:
Snapshot of a Monte Carlo simulation of the [201] interphase after
equilibration of a metastable state at 450K, showing fixed, crystalline
layers at the left and right and a noncrystalline domain in between.
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Figure 4:
Density profiles for deformations normal to the [001] interface at
350 K,
ε3 = {- 0.025, -0.013, 0.000, 0.013, 0.025} in order from top curve
(dot-dot-dash) to bottom curve (solid).
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The interface internal energy and the interface stresses are defined
using the concept of the Gibbs dividing surface. We find that the
internal energy of the interface is of the order 0.3-0.35 J/m2
[Polymer 47(2006), 5494]. The interface stresses
are anisotropic for the {201}crystal surface, with values of
approximately -0.27 J/m2 and -0.4 J/m2 for the xx- and yy-components,
respectively. The anisotropy in the interface stresses originates from
the 34deg. tilt angle at which the polymer chains exit the crystal.
Furthermore, we note that the interface is under pressure, rather than
tension, in accord with experiments, where lamellae having a higher
surface to volume ratio exhibit a slight expansion of the crystal
parameters. We also investigated the temperature dependent thermomechanical
properties of the interlamellar phase in semicrystalline PE, using Monte
Carlo molecular simulation [Macromolecules 39(2006), 439] .
2. POLYMER NANOCOMPOSITES -- HYBRID SYSTEMS
2.1 MD of Model Nanocomposites and PE/POSS
Polymer nanocomposites are a class of materials in which polymers
are
mixed with nanometer sized filler particles, including inorganic
aluminosilicates and metal and inorganic oxides. Due to the fine scale
of dispersion of the filler particles, as well as the large surface
area of contact between the two phases, such polymeric nanocomposites
(PNCs) display properties perceptibly different from both virgin
polymers as well as conventional composites.
We are currently engaged in performing molecular dynamics
simulations to investigate the glass transition and the mechanical
properties of ultra-thin model polymer films typically found in intercalated
polymeric nanocomposites. Using the LJ-FENE bead spring model for
oligomeric molecules confined between atomically defined FCC walls at
various separations, we quantify the relaxation behavior of chains in such
extreme confinements.
Composites of Cyclopentyl Polyhedral Oligomeric Silsesquioxane
(CpPOSS) and polyethylene (PE) are particularly interesting because
the length scale of the filler particle is on the order of the monomer
size. POSS is a spherical inorganic silicon-oxygen framework with
pendant organic groups that promote compatibility with the polymer
matrix. We have used atomistic simulations to investigate the
properties of POSS, polymer and the resulting interface between the
organic matrix and inorganic filler. Simulations reveal that the
presence of these nanoscopic filler particles (Figure 5), influences
structural characteristics of the adjacent matrix material [Capaldi et
al, Polymer, in press]. The alignment of polymer chains near the
surface of the particle induces changes in their mobility. In
particular, there seems to be additional mobility of the polymer along
the surface of the filler with decreased mobility normal to the
surface of the particle. Though the resulting interface is on the
order of only a few angstroms thick, the interphase may occupy a large
volume fraction of the matrix if the filler is well dispersed. This
work clearly illustrates that unlike macroscopic composites, the third
phase (the interphase) must be considered to determine the properties
of this nanocomposite.
Figure 5:
Illustration of a CpPOSS/PE composite. Polymer is shown in grey while the CpPOSS particles are shown in orange
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2.2 Calculation of Vibrational Spectra of Clay Platelets
Polymers blended with sub-micron sized aluminosilicate clay platelets
are among the most widely used class of nanocomposites, due to their
enhanced mechanical and barrier properties. We have previously
reported the use of molecular simulations to characterize the
mechanical behavior of individual clay platelets, where traditional
continuum concepts break down, [J. Phys. Chem. B, 108, 1428 (2004)]
and have extended this work to model polymer-clay nanocomposite
mechanics to study properties of clay and PNC systems [Polymer, 45,
487 (2004)]. To understand the molecular details of load transfer
from the polymer matrix to the clay particles, we used molecular
simulations to determine the vibrational density of states of clay and
to calculate spectral shifts with applied strain on the filler
("microstrain") for significant peaks in the clay spectra (Figure 6).
Our results can then be used to rationalize the results reported by
continuum level composite modeling (with relates macrostrain to
microstrrain) and experimental NMR studies (which relate macrostrain
to spectral shifts). By relating spectral shifts to microstrain, we
provide the missing link between these two sets of studies, thereby
obtaining an internally consistent and complete analysis of a PNC in
deformation.
Figure 6:
Vibrational spectra of clay obtained from our molecular simulations in the range of wave numbers of 1000 and 1300 cm-1. The solid line shows the spectra obtained for the unstrained clay and the dotted line shows the shifted spectra due to the uniaxial strain on clay. By measuring such strain versus stress for the model clay in MD simulations, we provide insight into the relationship between macrostrain on the polymer nanocomposite and microstrain on the clay platelets
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