Electrocatalytic sulfur reduction reaction (SRR) is emerging as an effective strategy to combat the polysulfide shuttling effect, which remains a critical factor impeding the practical application of the Li-S battery. Single-atom catalyst (SAC), one of the most studied catalytic materials, has shown considerable potential in addressing the polysulfide shuttling effect in a Li-S battery. However, the role played by transition metal vs coordination mode in electrocatalytic SRR is trial-and-error, and the general understanding that guides the synthesis of the specific SAC with desired property remains elusive. Herein, we use first-principles calculations and machine learning to screen a comprehensive data set of graphene-based SACs with different transition metals, heteroatom doping, and coordination modes. The results reveal that the type of transition metal plays the decisive role in SAC for electrocatalytic SRR, rather than the coordination mode. Specifically, the 3d transition metals exhibit admirable electrocatalytic SRR activity for all of the coordination modes. Compared with the reported N 3 C 1 and N 4 coordinated graphene-based SACs covering 3d, 4d, and 5d transition metals, the proposed para-MnO 2 C 2 and para-FeN 2 C 2 possess significant advantages on the electrocatalytic SRR, including a considerably low overpotential down to 1 mV and reduced Li 2 S decomposition energy barrier, both suggesting an accelerated conversion process among the polysulfides. This study may clarify some understanding of the role played by transition metal vs coordination mode for SAC materials with specific structure and desired catalytic properties toward electrocatalytic SRR and beyond.
Keyphrases
- transition metal
- reduced graphene oxide
- metal organic framework
- gold nanoparticles
- machine learning
- human health
- solid state
- room temperature
- health risk
- ion batteries
- clinical trial
- health risk assessment
- risk assessment
- gene expression
- big data
- single cell
- high throughput
- molecular dynamics simulations
- open label
- phase iii
- density functional theory
- drinking water