# An on-the-fly deep neural network for simulating time-resolved spectroscopy: predicting the ultrafast ring opening dynamics of 1,2-dithiane

> Research article (Physical Chemistry Chemical Physics, 2023) · cited 11× · AI/ML

**Wikidata**: [openalex:W4366956768](https://www.wikidata.org/wiki/openalex:W4366956768)  
**Source**: https://4ort.xyz/entity/an-on-the-fly-deep-neural-network-for-simulating-time-resolved-spectroscopy-predicting-the-ultrafast-ring-opening-dynami