Theoretical calculations showed that decoration of oxygen-containing graphene by single metal atoms induced electron redistribution on the carbon surface. The carbon atoms surrounding the single atoms were electron deficient, which enhanced the electron transfer from Ru nanoparticles to the carbon substrate, and thereby optimized the binding capability of Ru nanoreactor and its HER performance.
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