# Data-driven rogue waves and parameter discovery in the defocusing nonlinear Schrödinger equation with a potential using the PINN deep learning

> Research article (Physics Letters A, 2021) · cited 139× · AI/ML

**Wikidata**: [openalex:W3117301071](https://www.wikidata.org/wiki/openalex:W3117301071)  
**Source**: https://4ort.xyz/entity/data-driven-rogue-waves-and-parameter-discovery-in-the-defocusing-nonlinear-schrodinger-equation-with-a-potential-using-