In the past decade,
isolated single atoms have been successfully
dispersed on various substrates, with their potential applications
being intensively investigated in different reactions. While the essential
target of research in single-atom catalysis is the precise synthesis
of stable single-atom catalysts (SACs) with clear configurations and
impressive catalytic performance, theoretical investigations have
also played important roles in identifying active sites, revealing
catalytic mechanisms, and establishing structure–activity relationships.
Nevertheless, special attention should still be paid in theoretical
works to the particularity of SACs. In this Perspective, we will summarize
the theoretical progress made on the understanding of the rich phenomena
in single-atom catalysis. We focus on the determination of local structures
of SACs via comparison between experiments and simulations, the discovery
of distinctive catalytic mechanisms induced by multiadsorption, synergetic
effects, and dynamic evolutions, to name a few, the proposal of criteria
for theoretically designing SACs, and the extension of original concepts
of single-atom catalysis. We hope that this Perspective will inspire
more in-depth thinking on future theoretical studies of SACs.