Zeolite Diffusion Mechanisms due to Deterministic Dynamics and Lattice Vibration
Understanding
molecular transport inside zeolite pores is important for optimal designs
of zeolites as sieves, sorbents and catalysts. Diffusion in zeolites has
peculiar dependence on temperature, loading, and molecular structure which
does not appear in more conventional non-equilibrium bulk gas diffusion
and Knudsen diffusion due to collisions and other near-equilibrium
noise-driven activated transport in most condensed media with atomic
scale periodicity. Such differences are due to the lattice medium
around the sorbate molecule, which is periodic over a large scale
but not so locally, and the peculiar interaction between the
two. In contrast to discrete bombardment by a homogeneously distributed
medium in gas diffusion, the sorbate molecule in a zeolite is under
constant influence of its highly anisotropic local lattice medium. Other
than the static lattice/sorbate interaction that defines the potential
landscape the sorbate must traverse, thermal lattice vibration
has also been speculated as the main driving force behind the transport
of a single sorbate molecule in the dilute limit. Due to the
rigidity of the lattice and the elongated geometry of the pore within
relative large crystal structures, this noise field due
to sorbate/lattice interaction is
expected to be spatially inhomogeneous and escapes any mean-field
or periodic coarse field approximation.
In existing theoretical studies, the sorbate and lattice are usually assumed to be near equilibrium such that sorbate inertia (kinetic energy) is negligible and the classical transition state theory (TST) can be used, which yields the Arrhenius scaling of diffusivity with respect to temperature that often disagrees with data. On the other hand, most of molecular dynamics (MD) simulations often either neglect the lattice vibration or model it by one of many thermostating techniques which inevitably introduces a somewhat arbitrary model for the noise. For smaller molecules, our review of the literature has shown that the simulated transport rate is quite often independent of the noise model -- a highly surprising result for a transport process that is thought to be noise-driven [Kopelevich, D.I. and Chang, H.-C., "Nonequilibrium Diffusion in Zeolites due to Deterministic Hamiltonian Chaos", Phys. Rev. Lett., 83, p. 1590 (1999)] Such dilemma attests to our lack of understanding of the basic mechanism behind zeolite transport.
In this study, we
quantitatively estimate lattice - sorbate interaction as a noise
source and scrutinize its role on transport through zeolite. We develop
a model for transport of sorbates in zeolites using linear approximation
for lattice vibration and for the interaction between lattice vibration
and sorbate. This small-amplitude expansion is justified by the rigidity
of the lattice. Our normal mode vibration analysis includes a small
wave number asymptotic expansion of the eigenvalue problem such that
acoustic phonon modes with wavelength longer than the unit
cell can be obtained. The estimated vibration spectra are in agreement
with measured optical mode vibration spectra from infrared and Raman
scattering. We then derive a Langevin equation for this transport and show
that the dominant contribution to the thermal noise is due to long lattice
phonon modes. This noise is not homogeneous and we obtain its explicit
dependence on sorbate position in the potential landscape. We estimate
the magnitude of the noise for different sorbate molecules and find that
it is negligible for small molecules and becomes more important as the
size of molecules increases. This explains the insensitivity to noise
model in the aforementioned molecular dynamics simulations. Therefore,
TST cannot be used for diffusion of small molecules in zeolites.
In such systems, there is no energy
exchange between the sorbate molecule and the thermal bath on a time scale
of diffusion.
The driving mechanism for small molecules must hence have a deterministic origin independent of noise. Our examination of the deterministic Newton's equations for sorbate reveals a new non-equilibrium Arnold diffusion mechanism due to coupling between different degrees of freedom of a sorbate at high inertia. We consider motion of a small spherical molecule in a single pore zeolite. Due to corrugation of the zeolite pore, azimuthal motion of the molecule interacts chaotically with the motion in the longitudinal direction. We use a random-phase approximation for the resulting Arnold diffusion and a boundary-layer analysis of the quasi-steady Fokker-Planck equation, to estimate the effective diffusivity to scale as T^1/2 for an axisymmetric, single-pore zeolite in contrast to the Arrhenius temperature dependence of high-barrier, noise-driven transport of near-equilibrium diffusion. This theoretical finding is in good agreement with our MD simulations for methane in a single-pore zeolite ALPO 4-5.
In the future, we will develop a quantitative criterion distinguishing between Arnold and noise-driven diffusion. The importance of inertia in the former non-equilibrium mechanism is suppressed for long molecules. Averaging of our anisotropic noise field in the direction normal to the steepest descent path along the potential landscape will allow us to formulate a near-equilibrium transport theory for our position-specific noise fields. We will use this approach to study noise-driven diffusion of long-chain alkanes in zeolite silicalite.
We will also tackle
the intriguing problem of transport of bulky molecules through narrow
bottlenecks in zeolite pores (such as benzene in silicalite). In
such cases, the local lattice dynamics are at the same time scale
as the sorbate dynamics and the lattice vibration amplitude is large.
Consequently, the lattice dynamics cannot be delegated as noise and
must be included in parallel to the sorbate dynamics. The resulting
nonlinear interaction can produce nonlinear resonance that may also
explain some peculiar aspects of zeolite transport.
Projection of a methane trajectory
with E= -5.4 kJ/mol in a rigidAlPO4-5 single- pore zeolite in the v-z phaze
space.
Streamlines of the potential Uz for
the uncouplet longitudinal degree of freedom.
Iterations
of Poincare map for the dynamical system.
Probability
distribution calculated from the Poincare map is almost uniform.
We hope to eventually
develop a hybrid MD-continuum scheme for hydrodynamics with significant
molecular contributions - dewetting, jet breakup, polymeric flow etc.
Relevant publications:
[120], [128],[130],[133],[134],[149],[151],[152],[155]