11 research outputs found
Tuning the MoS<sub>2</sub> Edge-Site Activity for Hydrogen Evolution via Support Interactions
The hydrogen evolution reaction (HER)
on supported MoS<sub>2</sub> catalysts is investigated using periodic
density functional theory,
employing the new BEEF-vdW functional that explicitly takes long-range
van der Waals (vdW) forces into account. We find that the support
interactions involving vdW forces leads to significant changes in
the hydrogen binding energy, resulting in several orders of magnitude
difference in HER activity. It is generally seen for the Mo-edge that
strong adhesion of the catalyst onto the support leads to weakening
in the hydrogen binding. This presents a way to optimally tune the
hydrogen binding on MoS<sub>2</sub> and explains the lower than expected
exchange current densities of supported MoS<sub>2</sub> in electrochemical
H<sub>2</sub> evolution studies
How Doped MoS<sub>2</sub> Breaks Transition-Metal Scaling Relations for CO<sub>2</sub> Electrochemical Reduction
Linear
scaling relationships between the adsorption energies of
CO<sub>2</sub> reduction intermediates pose a fundamental limitation
to the catalytic efficiency of transition-metal catalysts. Significant
improvements in CO<sub>2</sub> reduction activity beyond transition
metals require the stabilization of key intermediates, COOH* and CHO*
or COH*, independent of CO*. Using density functional theory (DFT)
calculations, we show that the doped sulfur edge of MoS<sub>2</sub> satisfies this requirement by binding CO* significantly weaker than
COOH*, CHO*, and COH*, relative to transition-metal surfaces. The
structural basis for the scaling of doped sulfur edge of MoS<sub>2</sub> is due to CO* binding on the metallic site (doping metal) and COOH*,
CHO*, and COH* on the covalent site (sulfur). Linear scaling relations
still exist if all the intermediates bind to the same site, but the
combined effect of the two binding sites results in an overall deviation
from transition-metal scaling lines. This principle can be applied
to other metal/<i>p</i>-block materials. We rationalize
the weak binding of CO* on the sulfur site with distortion/interaction
and charge density difference analyses
Understanding the Reactivity of Layered Transition-Metal Sulfides: A Single Electronic Descriptor for Structure and Adsorption
Density functional theory is used
to investigate the adsorption
and structural properties of layered transition-metal sulfide (TMS)
catalysts. We considered both the (101Ě…0) M-edge and (1Ě…010)
S-edge terminations for a wide range of pure and doped TMSs, determined
their sulfur coverage under realistic operating conditions (i.e, steady-state
structures), and calculated an extensive set of chemisorption energies
for several important reactions. On the basis of these results, we
show that the d-band center, ε<sub>d</sub>, of the edge-most
metal site at 0 ML sulfur coverage is a general electronic descriptor
for both structure and adsorption energies, which are known to describe
catalytic activity. A negative linear correlation between adsorbate–S
binding and S–metal binding allows ε<sub>d</sub> to describe
the adsorption of species on both metal and sulfur sites. Our results
provide a significant simplification in the understanding of structure–activity
relationships in TMSs and provides guidelines for the rational design
and large-scale screening of these catalysts for various processes
Automated Discovery and Construction of Surface Phase Diagrams Using Machine Learning
Surface
phase diagrams are necessary for understanding surface
chemistry in electrochemical catalysis, where a range of adsorbates
and coverages exist at varying applied potentials. These diagrams
are typically constructed using intuition, which risks missing complex
coverages and configurations at potentials of interest. More accurate
cluster expansion methods are often difficult to implement quickly
for new surfaces. We adopt a machine learning approach to rectify
both issues. Using a Gaussian process regression model, the free energy
of all possible adsorbate coverages for surfaces is predicted for
a finite number of adsorption sites. Our result demonstrates a rational,
simple, and systematic approach for generating accurate free-energy
diagrams with reduced computational resources. The Pourbaix diagram
for the IrO<sub>2</sub>(110) surface (with nine coverages from fully
hydrogenated to fully oxygenated surfaces) is reconstructed using
just 20 electronic structure relaxations, compared to approximately
90 using typical search methods. Similar efficiency is demonstrated
for the MoS<sub>2</sub> surface
Predicting Promoter-Induced Bond Activation on Solid Catalysts Using Elementary Bond Orders
In this Letter, we examine bond activation
induced by nonmetal
surface promoters in the context of dehydrogenation reactions. We
use C–H bond activation in methane dehydrogenation on transition
metals as an example to understand the origin of the promoting or
poisoning effect of nonmetals. The electronic structure of the surface
and the bond order of the promoter are found to establish all trends
in bond activation. On the basis of these results, we develop a predictive
model that successfully describes the energetics of C–H, O–H,
and N–H bond activation across a range of reactions. For a
given reaction step, a single data point determines whether a nonmetal
will promote bond activation or poison the surface and by how much.
We show how our model leads to general insights that can be directly
used to predict bond activation energetics on transition metal sulfides
and oxides, which can be perceived as promoted surfaces. These results
can then be directly used in studies on full catalytic pathways
Scaling Relations for Adsorption Energies on Doped Molybdenum Phosphide Surfaces
Molybdenum phosphide
(MoP), a well-documented catalyst for applications
ranging from hydrotreating reactions to electrochemical hydrogen evolution,
has yet to be mapped from a more fundamental perspective, particularly
in the context of transition-metal scaling relations. In this work,
we use periodic density functional theory to extend linear scaling
arguments to doped MoP surfaces and understand the behavior of the
phosphorus active site. The derived linear relationships for hydrogenated
C, N, and O species on a variety of doped surfaces suggest that phosphorus
experiences a shift in preferred bond order depending on the degree
of hydrogen substitution on the adsorbate molecule. This shift in
phosphorus hybridization, dependent on the bond order of the adsorbate
to the surface, can result in selective bond weakening or strengthening
of chemically similar species. We discuss how this behavior deviates
from transition-metal, sulfide, carbide, and nitride scaling relations,
and we discuss potential applications in the context of electrochemical
reduction reactions
Computational Design of Active Site Structures with Improved Transition-State Scaling for Ammonia Synthesis
The
Haber–Bosch process for the reduction of atmospheric
nitrogen to ammonia is one of the most optimized heterogeneous catalytic
reactions, but there are aspects of the industrial process that remain
less than ideal. It has been shown that the activity of metal catalysts
is limited by a Brønsted–Evans–Polanyi (BEP) scaling
relationship between the reaction and transition-state energies for
N<sub>2</sub> dissociation, leading to a negligible production rate
at ambient conditions and a modest rate under harsh conditions. In
this study, we use density functional theory (DFT) calculations in
conjunction with mean-field microkinetic modeling to study the rate
of NH<sub>3</sub> synthesis on model active sites that require the
singly coordinated dissociative adsorption of N atoms onto transition
metal atoms. Our results demonstrate that this ”on-top”
binding of nitrogen exhibits significantly improved scaling behavior,
which can be rationalized in terms of transition-state geometries
and leads to considerably higher predicted activity. While synthesis
of these model systems is likely challenging, the stabilization of
such an active site could enable thermochemical ammonia synthesis
under more benign conditions
Chemical and Phase Evolution of Amorphous Molybdenum Sulfide Catalysts for Electrochemical Hydrogen Production
Amorphous
MoS<sub><i>x</i></sub> is a highly active, earth-abundant
catalyst for the electrochemical hydrogen evolution reaction. Previous
studies have revealed that this material initially has a composition
of MoS<sub>3</sub>, but after electrochemical activation, the surface
is reduced to form an active phase resembling MoS<sub>2</sub> in composition
and chemical state. However, structural changes in the MoS<sub><i>x</i></sub> catalyst and the mechanism of the activation process
remain poorly understood. In this study, we employ transmission electron
microscopy (TEM) to image amorphous MoS<sub><i>x</i></sub> catalysts activated under two hydrogen-rich conditions: <i>ex situ</i> in an electrochemical cell and <i>in situ</i> in an environmental TEM. For the first time, we directly observe
the formation of crystalline domains in the MoS<sub><i>x</i></sub> catalyst after both activation procedures as well as spatially
localized changes in the chemical state detected <i>via</i> electron energy loss spectroscopy. Using density functional theory
calculations, we investigate the mechanisms for this phase transformation
and find that the presence of hydrogen is critical for enabling the
restructuring process. Our results suggest that the surface of the
amorphous MoS<sub><i>x</i></sub> catalyst is dynamic: while
the initial catalyst activation forms the primary active surface of
amorphous MoS<sub>2</sub>, continued transformation to the crystalline
phase during electrochemical operation could contribute to catalyst
deactivation. These results have important implications for the application
of this highly active electrocatalyst for sustainable H<sub>2</sub> generation
Chemical and Phase Evolution of Amorphous Molybdenum Sulfide Catalysts for Electrochemical Hydrogen Production
Amorphous
MoS<sub><i>x</i></sub> is a highly active, earth-abundant
catalyst for the electrochemical hydrogen evolution reaction. Previous
studies have revealed that this material initially has a composition
of MoS<sub>3</sub>, but after electrochemical activation, the surface
is reduced to form an active phase resembling MoS<sub>2</sub> in composition
and chemical state. However, structural changes in the MoS<sub><i>x</i></sub> catalyst and the mechanism of the activation process
remain poorly understood. In this study, we employ transmission electron
microscopy (TEM) to image amorphous MoS<sub><i>x</i></sub> catalysts activated under two hydrogen-rich conditions: <i>ex situ</i> in an electrochemical cell and <i>in situ</i> in an environmental TEM. For the first time, we directly observe
the formation of crystalline domains in the MoS<sub><i>x</i></sub> catalyst after both activation procedures as well as spatially
localized changes in the chemical state detected <i>via</i> electron energy loss spectroscopy. Using density functional theory
calculations, we investigate the mechanisms for this phase transformation
and find that the presence of hydrogen is critical for enabling the
restructuring process. Our results suggest that the surface of the
amorphous MoS<sub><i>x</i></sub> catalyst is dynamic: while
the initial catalyst activation forms the primary active surface of
amorphous MoS<sub>2</sub>, continued transformation to the crystalline
phase during electrochemical operation could contribute to catalyst
deactivation. These results have important implications for the application
of this highly active electrocatalyst for sustainable H<sub>2</sub> generation
The Predominance of Hydrogen Evolution on Transition Metal Sulfides and Phosphides under CO<sub>2</sub> Reduction Conditions: An Experimental and Theoretical Study
A combination
of experiment and theory has been used to understand
the relationship between the hydrogen evolution reaction (HER) and
CO<sub>2</sub> reduction (CO<sub>2</sub>R) on transition metal phosphide
and transition metal sulfide catalysts. Although multifunctional active
sites in these materials could potentially improve their CO<sub>2</sub>R activity relative to pure transition metal electrocatalysts, under
aqueous testing conditions, these materials showed a high selectivity
for the HER relative to CO<sub>2</sub>R. Computational results supported
these findings, indicating that a limitation of the metal phosphide
catalysts is that the HER is favored thermodynamically over CO<sub>2</sub>R. On Ni-MoS<sub>2</sub>, a limitation is the kinetic barrier
for the proton–electron transfer to *CO. These theoretical
and experimental results demonstrate that selective CO<sub>2</sub>R requires electrocatalysts that possess both favorable thermodynamic
pathways and surmountable kinetic barriers