8 research outputs found
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AFFCK: Adaptive Force-Field-Assisted <i>ab Initio</i> Coalescence Kick Method for Global Minimum Search
Global optimization techniques for
molecules, solids, and clusters
are numerous and can be algorithmically elegant. Yet many of them
are time-consuming and prone to getting trapped in local minima. Among
the available methods, Coalescence Kick (CK) is attractive: it combines
a nearly insulting simplicity with thoroughness. A new version of
CK is reported here, called Adaptive Force-Field-Assisted Coalescence
Kick (AFFCK). The generation of stationary points on the potential
energy surface is tremendously accelerated as compared to that of
the earlier, pure <i>ab initio</i> CK, through the introduction
of an intermediate step where structures are optimized using a classical
force field (FF). The FF itself is system-specific, developed on-the-fly
within the algorithm. The pre-computed energies resulting from the
FF step are found to be surprisingly indicative of energies in subsequent
Density Functional Theory optimization, which enables AFFCK to effectively
screen thousands of initial CK-generated structures for favorable
starting geometries. Additionally, AFFCK incorporates the use of symmetry
operations in order to enhance the diversity in the search space,
increase the chance for highly symmetric structures to appear, and
speed up convergence of optimizations. A structure-recognition routine
ensures diversity in the search space by preventing multiple copies
of the same starting geometry from being generated and run. The tests
show that AFFCK is much faster than traditional <i>ab initio</i>-only CK. We applied AFFCK to the search for global and low-energy
local minima of gas-phase clusters of boron and platinum. For Pt<sub>8</sub> a new global minimum structure is found, which is significantly
lower in energy than previously reported Pt<sub>8</sub> minima. Although
AFFCK confirms the global minima of B<sub>5</sub><sup>–</sup>, B<sub>8</sub>, and B<sub>9</sub><sup>–</sup>, it proves
to be less efficient for systems with nontrivial bonding
Ethylene Dehydrogenation on Pt<sub>4,7,8</sub> Clusters on Al<sub>2</sub>O<sub>3</sub>: Strong Cluster Size Dependence Linked to Preferred Catalyst Morphologies
Catalytic
dehydrogenation of ethylene on size-selected Pt<sub><i>n</i></sub> (<i>n</i> = 4, 7, 8) clusters deposited
on the surface of Al<sub>2</sub>O<sub>3</sub> was studied experimentally
and theoretically. Clusters were mass-selected, deposited on the alumina
support, and probed by a combination of low energy ion scattering,
temperature-programmed desorption and reaction of C<sub>2</sub>D<sub>4</sub> and D<sub>2</sub>, X-ray photoelectron spectroscopy, density
functional theory, and statistical mechanical theory. Pt<sub>7</sub> is identified as the most catalytically active cluster, while Pt<sub>4</sub> and Pt<sub>8</sub> exhibit comparable activities. The higher
activity can be related to the cluster structure and particularly
to the distribution of cluster morphologies accessible at the temperatures
and coverage with ethylene in catalytic conditions. Specifically,
while Pt<sub>7</sub> and Pt<sub>8</sub> on alumina have very similar
prismatic global minimum geometries, Pt<sub>7</sub> at higher temperatures
also has access to single-layer isomers, which become more and more
predominant in the cluster catalyst ensemble upon increasing ethylene
coverage. Single-layer isomers feature greater charge transfer from
the support and more binding sites that activate ethylene for dehydrogenation
rather than hydrogenation or desorption. Size-dependent susceptibility
to coking and deactivation was also investigated. Our results show
that size-dependent catalytic activity of clusters is not a simple
property of single cluster geometry but the average over a statistical
ensemble at relevant conditions
Boron Switch for Selectivity of Catalytic Dehydrogenation on Size-Selected Pt Clusters on Al<sub>2</sub>O<sub>3</sub>
Size-selected
supported clusters of transition metals can be remarkable
and highly tunable catalysts. A particular example is Pt clusters
deposited on alumina, which have been shown to dehydrogenate hydrocarbons
in a size-specific manner. Pt<sub>7</sub>, of the three sizes studied,
is the most active and, therefore, like many other catalysts, deactivates
by coking during reactions in hydrocarbon-rich environments. Using
a combination of experiment and theory, we show that nanoalloying
Pt<sub>7</sub> with boron modifies the alkene-binding affinity to
reduce coking. From a fundamental perspective, the comparison of experimental
and theoretical results shows the importance of considering not simply
the most stable cluster isomer, but rather the ensemble of accessible
structures as it changes in response to temperature and reagent coverage
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Diborane Interactions with Pt<sub>7</sub>/Alumina: Preparation of Size-Controlled Borated Pt Model Catalysts
Bimetallic
catalysts provide the ability to tune catalytic activity,
selectivity, and stability. Model catalysts with size-selected bimetallic
clusters on well-defined supports offer a useful platform for studying
catalytic mechanisms; however, producing size-selected bimetallic
clusters can be challenging. In this study, we present a way to prepare
bimetallic model (Pt<sub><i>n</i></sub>B<sub><i>m</i></sub>/alumina) cluster catalysts by depositing size-selected Pt<sub>7</sub> clusters on an alumina thin film, then selectively adding
boron by exposure to diborane, and heating. The interactions between
Pt<sub>7</sub>/alumina and diborane were probed using temperature-programmed
desorption/reaction (TPD/R), X-ray photoelectron spectroscopy (XPS),
low-energy ion scattering (ISS), plane wave density functional theory
(PW-DFT), and molecular dynamic (MD) simulations. It was found that
the diborane exposure/heating process does result in preferential
binding of B in association with the Pt clusters. Borated Pt clusters
are of interest because they are known to exhibit reduced affinity
to carbon deposition in catalytic dehydrogenation. At high temperatures,
theory, in agreement with experiment, shows that boron tends to migrate
to sites beneath the Pt clusters, forming Pt–B–O<sub>suf</sub> bonds that anchor the clusters to the alumina support
Microscopic Study of Atomic Layer Deposition of TiO<sub>2</sub> on GaAs and Its Photocatalytic Application
We
report a microscopic study of <i>p</i>-GaAs/TiO<sub>2</sub> heterojunctions using cross-sectional high resolution transmission
electron microscopy (HRTEM). The photocatalytic performance for both
H<sub>2</sub> evolution and CO<sub>2</sub> reduction of these heterostructures
shows a very strong dependence on the thickness of the TiO<sub>2</sub> over the range of 0–15 nm. Thinner films (1–10 nm)
are amorphous and show enhanced catalytic performance with respect
to bare GaAs. HRTEM images and electron energy loss spectroscopy (EELS)
maps show that the native oxide of GaAs is removed by the TiCl<sub>4</sub> atomic layer deposition (ALD) precursor, which is corrosive.
Ti<sup>3+</sup> defect states (i.e., O vacancies) in the TiO<sub>2</sub> film provide catalytically active sites, which improve the photocatalytic
efficiency. Density functional theory (DFT) calculations show that
water molecules and CO<sub>2</sub> molecules bind stably to these
Ti<sup>3+</sup> states. Thicker
TiO<sub>2</sub> films (15 nm) are crystalline and have poor charge
transfer due to their insulating nature, while thinner amorphous TiO<sub>2</sub> films are conducting
Artificial Photosynthesis on TiO<sub>2</sub>‑Passivated InP Nanopillars
Here,
we report photocatalytic CO<sub>2</sub> reduction with water to produce
methanol using TiO<sub>2</sub>-passivated InP nanopillar photocathodes
under 532 nm wavelength illumination. In addition to providing a stable
photocatalytic surface, the TiO<sub>2</sub>-passivation layer provides
substantial enhancement in the photoconversion efficiency through
the introduction of O vacancies associated with the nonstoichiometric
growth of TiO<sub>2</sub> by atomic layer deposition. Plane wave-density
functional theory (PW-DFT) calculations confirm the role of oxygen
vacancies in the TiO<sub>2</sub> surface, which serve as catalytically
active sites in the CO<sub>2</sub> reduction process. PW-DFT shows
that CO<sub>2</sub> binds stably to these oxygen vacancies and CO<sub>2</sub> gains an electron (−0.897e) spontaneously from the
TiO<sub>2</sub> support. This calculation indicates that the O vacancies
provide active sites for CO<sub>2</sub> absorption, and no overpotential
is required to form the CO<sub>2</sub><sup>–</sup> intermediate.
The TiO<sub>2</sub> film increases the Faraday efficiency of methanol
production by 5.7× to 4.79% under an applied potential of −0.6
V vs NHE, which is 1.3 V below the <i>E</i><sup>o</sup>(CO<sub>2</sub>/CO<sub>2</sub><sup>–</sup>) = −1.9 eV standard
redox potential. Copper nanoparticles deposited on the TiO<sub>2</sub> act as a cocatalyst and further improve the selectivity and yield
of methanol production by up to 8-fold with a Faraday efficiency of
8.7%
Artificial Photosynthesis on TiO<sub>2</sub>‑Passivated InP Nanopillars
Here,
we report photocatalytic CO<sub>2</sub> reduction with water to produce
methanol using TiO<sub>2</sub>-passivated InP nanopillar photocathodes
under 532 nm wavelength illumination. In addition to providing a stable
photocatalytic surface, the TiO<sub>2</sub>-passivation layer provides
substantial enhancement in the photoconversion efficiency through
the introduction of O vacancies associated with the nonstoichiometric
growth of TiO<sub>2</sub> by atomic layer deposition. Plane wave-density
functional theory (PW-DFT) calculations confirm the role of oxygen
vacancies in the TiO<sub>2</sub> surface, which serve as catalytically
active sites in the CO<sub>2</sub> reduction process. PW-DFT shows
that CO<sub>2</sub> binds stably to these oxygen vacancies and CO<sub>2</sub> gains an electron (−0.897e) spontaneously from the
TiO<sub>2</sub> support. This calculation indicates that the O vacancies
provide active sites for CO<sub>2</sub> absorption, and no overpotential
is required to form the CO<sub>2</sub><sup>–</sup> intermediate.
The TiO<sub>2</sub> film increases the Faraday efficiency of methanol
production by 5.7× to 4.79% under an applied potential of −0.6
V vs NHE, which is 1.3 V below the <i>E</i><sup>o</sup>(CO<sub>2</sub>/CO<sub>2</sub><sup>–</sup>) = −1.9 eV standard
redox potential. Copper nanoparticles deposited on the TiO<sub>2</sub> act as a cocatalyst and further improve the selectivity and yield
of methanol production by up to 8-fold with a Faraday efficiency of
8.7%
Exceptional Oxygen Reduction Reaction Activity and Durability of Platinum–Nickel Nanowires through Synthesis and Post-Treatment Optimization
For
the first time, extended nanostructured catalysts are demonstrated
with both high specific activity (>6000 μA cm<sub>Pt</sub><sup>–2</sup> at 0.9 V) and high surface areas (>90 m<sup>2</sup> g<sub>Pt</sub><sup>–1</sup>). Platinum–nickel
(Ptî—¸Ni)
nanowires, synthesized by galvanic displacement, have previously produced
surface areas in excess of 90 m<sup>2</sup> g<sub>Pt</sub><sup>–1</sup>, a significant breakthrough in and of itself for extended surface
catalysts. Unfortunately, these materials were limited in terms of
their specific activity and durability upon exposure to relevant electrochemical
test conditions. Through a series of optimized postsynthesis steps,
significant improvements were made to the activity (3-fold increase
in specific activity), durability (21% mass activity loss reduced
to 3%), and Ni leaching (reduced from 7 to 0.3%) of the Ptî—¸Ni
nanowires. These materials show more than a 10-fold improvement in
mass activity compared to that of traditional carbon-supported Pt
nanoparticle catalysts and offer significant promise as a new class
of electrocatalysts in fuel cell applications