# The principal component analysis of the ring deformation in the nonadiabatic surface hopping dynamics

> Research article (Physical Chemistry Chemical Physics, 2022) · cited 11× · AI/ML

**Wikidata**: [openalex:W4297835210](https://www.wikidata.org/wiki/openalex:W4297835210)  
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