17 research outputs found
Robust, Transferable, and Physically Motivated Force Fields for Gas Adsorption in Functionalized Zeolitic Imidazolate Frameworks
We extend our existing methodology for generating physically
motivated,
tailored ab initio force fields via symmetry-adapted perturbation
theory (SAPT). The revised approach naturally yields <i>transferable</i> atomic exchange, charge penetration, and dispersion parameters,
facilitating the creation of versatile, optimized force fields; this
approach is general, applicable to a wide array of potential applications.
We then employ this approach to develop a force field, âZIF
FFâ, which is tailored to accurately model CO<sub>2</sub>/N<sub>2</sub> adsorption in zeolitic imidazolate frameworks (ZIFs). In
conjunction with our previous âSYMâ force field used
to model adsorbateâadsorbate interactions, we compute adsorption
isotherms for both CO<sub>2</sub> and N<sub>2</sub> in nine different
ZIFs, yielding results that are in excellent accord with the corresponding
experimental results. We find that ZIF FF accurately predicts isotherms
for three different topologies of ZIFs (RHO, SOD, GME) and reproduces
gas adsorption trends for varying functionalization across an isoreticular
series of ZIFs of the GME topology. Because ZIF FF is free of empirical
parameters, it presents the opportunity for computationally screening
novel ZIFs that have not yet been synthesized and/or characterized
Microscopic Origins of Enhanced Gas Adsorption and Selectivity in Mixed-Linker MetalâOrganic Frameworks
We use molecular simulations to study
the gas adsorption properties
of metalâorganic framework (MOF) materials composed of mixtures
of linker groups, focusing on the prototypical MTV-MOF-5 systems.
While MOF functionalization is well-known to influence gas uptake,
we show that the absolute gas uptake is frequently not merely a sum
of linear contributions from its constituent functionalities but rather
there exists a synergistic <i>enhancement</i> that arises
due to cooperative adsorbateâlinker interactions involving
multiple functionalities. In certain mixed-linker MOFs, such cooperativity
yields increased gas uptake over any possible corresponding pure âparentâ
compound. Considering a model system based on ZIF-8, we are able to
clearly demonstrate the microscopic origin of this synergy, arising
from the strong, simultaneous interactions of multiple linker groups
with a single adsorbate. We also provide a concrete example of a mixed-linker
MOF that exhibits gas adsorption superior to that of any of its pure
parent compounds. We conclude that such cooperativity should be a
fairly general phenomenon and suggest some design guidelines that
can be exploited to synthesize synergistically enhanced mixed MOFs
Microscopic Origins of Enhanced Gas Adsorption and Selectivity in Mixed-Linker MetalâOrganic Frameworks
We use molecular simulations to study
the gas adsorption properties
of metalâorganic framework (MOF) materials composed of mixtures
of linker groups, focusing on the prototypical MTV-MOF-5 systems.
While MOF functionalization is well-known to influence gas uptake,
we show that the absolute gas uptake is frequently not merely a sum
of linear contributions from its constituent functionalities but rather
there exists a synergistic <i>enhancement</i> that arises
due to cooperative adsorbateâlinker interactions involving
multiple functionalities. In certain mixed-linker MOFs, such cooperativity
yields increased gas uptake over any possible corresponding pure âparentâ
compound. Considering a model system based on ZIF-8, we are able to
clearly demonstrate the microscopic origin of this synergy, arising
from the strong, simultaneous interactions of multiple linker groups
with a single adsorbate. We also provide a concrete example of a mixed-linker
MOF that exhibits gas adsorption superior to that of any of its pure
parent compounds. We conclude that such cooperativity should be a
fairly general phenomenon and suggest some design guidelines that
can be exploited to synthesize synergistically enhanced mixed MOFs
Ab Initio, Physically Motivated Force Fields for CO<sub>2</sub> Adsorption in Zeolitic Imidazolate Frameworks
We present an entirely ab initio methodology, based on symmetry adapted perturbation theory (SAPT), for constructing force-fields to study CO<sub>2</sub> adsorption in nanoporous zeolitic imidazolate frameworks (ZIFs). Our approach utilizes the SAPT energy decomposition to generate physically motivated force fields for the CO<sub>2</sub>-ZIF interaction, with explicit terms representing exchange, electrostatic, induction and dispersion interactions. Each of these terms is fit to the corresponding term in the SAPT energy decomposition, yielding a force field entirely free of empirical parameters. This approach was utilized to construct force fields describing the CO<sub>2</sub> interaction with both ZIF-8 and ZIF-71. In conjunction with our existing CO<sub>2</sub>âCO<sub>2</sub> force field, parametrized in a consistent manner, we validate our force fields using grand canonical Monte Carlo simulations and obtain good agreement with the corresponding experimental CO<sub>2</sub> adsorption isotherms. Furthermore, the explicit correspondence between force field terms and fundamental interaction types (dispersion, electrostatics, and induction) allows for an analysis of the underlying physics controlling ZIF gas adsorption that is far more direct and well-defined than with the generic force fields that had been previously utilized to study these systems. As our force fields are free from empirical parameters, these results demonstrate the potential for computationally screening novel ZIFs for flue gas separation applications with near quantitative accuracy
Mechanistic Insights into Solution-Phase Oxidative Esterification of Primary Alcohols on Pd(111) from First-Principles Microkinetic Modeling
We
present an ab initio microkinetic model for the oxidative esterification
of 1-propanol to methyl propionate over Pd(111). The model fully accounts
for solvation of solution-phase species and added catalytic base and
provides key insights into the factors that limit the activity of
unpromoted Pd aerobic oxidation catalysts. In particular, we find
that the activity is limited by the large steady-state surface H coverage,
which destabilizes other adsorbed intermediates via lateral interactions,
and substantial barriers governing the formation of OâH bonds,
which is required for the reduction of O<sub>2</sub> and removal of
H byproducts from the catalyst surface
First-Principles, Physically Motivated Force Field for the Ionic Liquid [BMIM][BF<sub>4</sub>]
Molecular simulations play an important role in establishing structureâproperty
relations in complex fluids such as room-temperature ionic liquids.
Classical force fields are the starting point when large systems or
long times are of interest. These force fields must be not only accurate
but also transferable. In this work, we report a physically motivated
force field for the ionic liquid 1-butyl-3-methylimidazolium tetrafluoroborate
([BMIM]Â[BF<sub>4</sub>]) based on symmetry-adapted perturbation theory.
The predictions (from molecular dynamics simulations) of the liquid
density, enthalpy of vaporization, diffusion coefficients, viscosity,
and conductivity are in excellent agreement with experiment, with
no adjustable parameters. The explicit energy decomposition inherent
in the force field enables a quantitative analysis of the important
physical interactions in these systems. We find that polarization
is crucial and there is little evidence of charge transfer. We also
argue that the often used procedure of scaling down charges in molecular
simulations of ionic liquids is unphysical for [BMIM]Â[BF<sub>4</sub>]. Because all intermolecular interactions in the force field are
parametrized from first-principles, we anticipate good transferability
to other ionic liquid systems and physical conditions
Computational Characterization of Defects in MetalâOrganic Frameworks: Spontaneous and Water-Induced Point Defects in ZIFâ8
Zeolitic
imidazolate frameworks (ZIFs) are an important class of
porous crystalline metalâorganic framework (MOF) materials
that have attracted widespread attention for applications ranging
from gas adsorption and separation to catalysis. Although the bulk
crystal structures of MOFs are typically well-characterized, comparatively
little is known regarding MOF defect structures. Drawing on analogies
with conventional silicon-based zeolites, we utilize computational
methods to examine the structure and stability of putative point-defect
structures (including vacancies, substitutions, and âdanglingâ
linkers) within the prototypical ZIF-8 structure. Considering both
postsynthetic (gas-phase) and synthetic (solution-phase) conditions,
we find that several of the defect structures lie low in energy relative
to the defect-free parent crystal, with barriers to defect formation
that are large but surmountable under relevant temperatures. These
results are consistent with prior experimental observations of ZIF
stability and reactivity and suggest that defects may play an important
role in influencing the long-term stability of MOFs under conditions
that include exposure to water vapor and trace contaminants such as
acid gases
Insights into the Stability of Zeolitic Imidazolate Frameworks in Humid Acidic Environments from First-Principles Calculations
Understanding
the degradation mechanisms of zeolitic imidazolate
frameworks (ZIFs) is crucial to improve their chemical stability and
realize their potential industrial applications. Here, we conduct
a comprehensive study utilizing dispersion-corrected density functional
theory calculations to investigate the chemical stability of bulk
ZIFs and their external surfaces under conditions of acid-gas exposure.
We examine the influence of steric factors such as topology and ligand
functionalization on the relative chemical stability of prototypical
ZIFs (ZIF-2 and ZIF-8), including their hypothetical polymorphs. We
find that defect formation is more thermodynamically and kinetically
favorable at ZIF external surfaces versus the bulk, and that both
topology and ligand functionalization impact defect formation. In
addition, we provide a detailed mechanism for the reaction of ZIFs
with sulfurous and sulfuric acids, of which the latter serves as a
catalyst in potential degradation reactions of ZIFs. We also provide
information about the adsorption strength of a range of acid gases
to defective ZIF structures, which can inform potential strategies
to regenerate ZIFs and/or achieve defect engineering in these materials
Evaluation of Force Field Performance for High-Throughput Screening of Gas Uptake in MetalâOrganic Frameworks
High-throughput computational screening
is an increasingly useful
approach to identify promising nanoporous materials for gas separation
and adsorption applications. The reliability of the screening hinges
on the accuracy of the underlying force fields, which is often difficult
to access systematically. To probe the accuracy of common force fields
and to assess the sensitivity of the screening results to this accuracy,
we have computed CO<sub>2</sub> and CH<sub>4</sub> gas adsorption
isotherms in 424 metalâorganic frameworks using <i>ab
initio</i> force fields and evaluated the contribution of electrostatic,
van der Waals, and polarization interactions on the predicted gas
uptake and the adsorption site probability distributions. While there
are significant quantitative differences between gas uptake predicted
by standard (generic) force fields (such as UFF) and <i>ab initio</i> force fields, the force fields predict similar ranking of the MOFs,
supporting the further use of generic force fields in high-throughput
screening studies. However, we also find that isotherm predictions
of standard force fields may benefit from significant error cancellation
resulting from overestimation of dispersion and neglect of polarization;
as such, caution is warranted, as this error cancellation may vary
among different classes of materials
Conformational and Dynamic Properties of Poly(ethylene oxide) in an Ionic Liquid: Development and Implementation of a First-Principles Force Field
The
conformational properties of polymers in ionic liquids are
of fundamental interest but not well understood. Atomistic and coarse-grained
molecular models predict qualitatively different results for the scaling
of chain size with molecular weight, and experiments on dilute solutions
are not available. In this work, we develop a first-principles force
field for polyÂ(ethylene oxide) (PEO) in the ionic liquid 1-butyl 3-methylimidazolium
tetrafluoroborate ([BMIM]Â[BF<sub>4</sub>]) using symmetry adapted
perturbation theory (SAPT). At temperatures above 400 K, simulations
employing both the SAPT and OPLS-AA force fields predict that PEO
displays ideal chain behavior, in contrast to previous simulations
at lower temperature. We therefore argue that the system shows a transition
from extended to more compact configurations as the temperature is
increased from room temperature to the experimental lower critical
solution temperature. Although polarization is shown to be important,
its implicit inclusion in the OPLS-AA force is sufficient to describe
the structure and energetics of the mixture. The simulations emphasize
the difference between ionic liquids from typical solvents for polymers