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A universal principle for a rational design of single-atom electrocatalysts

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TLDR
In this article, a universal design principle was proposed to evaluate the catalytic activity of single-atom catalysts for electrochemical reactions, which is a key to future renewable energy technology.
Abstract
Developing highly active single-atom catalysts for electrochemical reactions is a key to future renewable energy technology. Here we present a universal design principle to evaluate the activity of graphene-based single-atom catalysts towards the oxygen reduction, oxygen evolution and hydrogen evolution reactions. Our results indicate that the catalytic activity of single-atom catalysts is highly correlated with the local environment of the metal centre, namely its coordination number and electronegativity and the electronegativity of the nearest neighbour atoms, validated by available experimental data. More importantly, we reveal that this design principle can be extended to metal–macrocycle complexes. The principle not only offers a strategy to design highly active nonprecious metal single-atom catalysts with specific active centres, for example, Fe-pyridine/pyrrole-N4 for the oxygen reduction reaction; Co-pyrrole-N4 for the oxygen evolution reaction; and Mn-pyrrole-N4 for the hydrogen evolution reaction to replace precious Pt/Ir/Ru-based catalysts, but also suggests that macrocyclic metal complexes could be used as an alternative to graphene-based single-atom catalysts.

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Citations
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Journal ArticleDOI

Atomically Dispersed Mn within Carbon Frameworks as High-Performance Oxygen Reduction Electrocatalysts for Zinc–Air Battery

TL;DR: In this article, a Mn-SA electrocatalyst consisted of atomically dispersed pyridini, which was used for the ORR under alkaline conditions, and was shown to be active for the oxygen reduction reaction (ORR).
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Rational Prediction of Single Metal Atom Supported on Two-Dimensional Metal Diborides for Electrocatalytic N2 Reduction Reaction with Integrated Descriptor.

TL;DR: The electrocatalytic performance of various single-atom doped on two dimensional metal diborides with B vacancy for N2 reduction to ammonia is calculated and predicted, and it is found that Ti@VB2 is the most active catalyst for NRR, and the limiting potential of Ti @VB2 for N RR is -0.61 V.
Journal ArticleDOI

Oxygen defect-stabilized heterogeneous single atom catalysts: preparation, properties and catalytic application

TL;DR: In this article, the authors highlight significant progress made in oxygen defect-stabilized single atomic catalysts with special focus on the effects of the electronic structure of oxygen defects on the stabilization of metal species, and discuss the recent applications of as-prepared SACs with emphasis on the crucial role of strong interactions between single metal atoms and oxygen defects in the improvement of activity in heterogeneous catalysis.
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Bifunctional atomic iron-based catalyst for oxygen electrode reactions

TL;DR: In this paper, an atomic transition metal catalysts for oxygen electrode reactions is presented, with high half-wave potential of 0.90 V vs. RHE for the oxygen reduction reaction in 0.605 V.
Journal ArticleDOI

Targeted design of advanced electrocatalysts by machine learning

TL;DR: In this article , the authors provide an overview of the application of machine learning in electrocatalyst design, including the prediction of structure, thermodynamic properties and kinetic barriers, and discuss the potential of explicit solvent model combined with machine learning molecular dynamics in this field.
References
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Journal ArticleDOI

Generalized Gradient Approximation Made Simple

TL;DR: A simple derivation of a simple GGA is presented, in which all parameters (other than those in LSD) are fundamental constants, and only general features of the detailed construction underlying the Perdew-Wang 1991 (PW91) GGA are invoked.
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TL;DR: An efficient scheme for calculating the Kohn-Sham ground state of metallic systems using pseudopotentials and a plane-wave basis set is presented and the application of Pulay's DIIS method to the iterative diagonalization of large matrices will be discussed.
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From ultrasoft pseudopotentials to the projector augmented-wave method

TL;DR: In this paper, the formal relationship between US Vanderbilt-type pseudopotentials and Blochl's projector augmented wave (PAW) method is derived and the Hamilton operator, the forces, and the stress tensor are derived for this modified PAW functional.
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Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set

TL;DR: A detailed description and comparison of algorithms for performing ab-initio quantum-mechanical calculations using pseudopotentials and a plane-wave basis set is presented in this article. But this is not a comparison of our algorithm with the one presented in this paper.
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Electron-energy-loss spectra and the structural stability of nickel oxide: An LSDA+U study

TL;DR: In this article, the authors improved the description of both electron energy loss spectra and parameters characterizing the structural stability of the material compared with local spin density functional theory by taking better account of electron correlations in the $3d$ shell of metal ions in nickel oxide.
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