ArticleNature communications2025
The geometric-electronic coupled design of diatomic catalyst towards oxygen reduction reaction.
Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
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Who cites it
10 citing papers in PubMed.
- Escaping the Scaling Relationships in Oxygen Reduction Catalysis: Implications for PEM Fuel Cells.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Synergistic Mechanism of Carbon-Based Dual-Metal-Atom Catalysts: Breakthroughs in Atomic Precision Regulation and Enhanced Electrocatalytic Performance.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Sulfur-Induced Asymmetric Ni-Fe Dual Single-Atom Sites for Decoupling Electrocatalytic Oxygen Activation From Chloride Poisoning in Seawater.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Precise construction of symmetrically coordinated triatomic zirconium catalyst for efficient oxygen reduction.Chemical science · 2026Article
- Decoding the Oxygen Reduction Reaction: Mechanistic Insights from Transition Metal Heterostructures.Nano-micro letters · 2026Review
- Spin effect regulation as a design principle for M-N-C catalysts for oxygen electrocatalysis.Chemical science · 2026Article
- Engineering of Asymmetric Dual-Atom Sites for Effective Oxygen Electrocatalysis.Nano-micro letters · 2026Review
- A Review of CONano-micro letters · 2026Review
- Decoupling of Spin and Non-Spin Effects From Electronic Structure Modulation for Oxygen Electrocatalysis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- The geometric-electronic coupled design of diatomic catalyst towards oxygen reduction reaction.Nature communications · 2025Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Diatomic catalysts are promising candidates for heterogeneous catalysis, whereas the rational design meets the challenges of numerous optional elements and the correlated alternation of parameters that affect the performance. Herein, we demonstrate a geometric-electronic coupled design of diatomic catalysts towards oxygen reduction reaction through machine learning derived catalytic "hot spot map". The hot spot map is constructed with two descriptors as axes, including the geometric distance of the diatom and electronic magnetic moment. The narrow hot region in the map indicates the necessary collaborative regulation of the geometric and electronic effects for catalyst design. As a predicted ideal catalyst for oxygen reduction reaction, the N-bridged Co, Mn diatomic catalyst (Co-N-Mn/NC) is experimentally synthesized with a half-wave potential of 0.90 V, together with the embodied zinc air battery displaying high peak power density of 271 mW cm
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.