# Data-driven femtosecond optical soliton excitations and parameters discovery of the high-order NLSE using the PINN

> Research article (Nonlinear Dynamics, 2021) · cited 215× · AI/ML

**Wikidata**: [openalex:W3168017910](https://www.wikidata.org/wiki/openalex:W3168017910)  
**Source**: https://4ort.xyz/entity/data-driven-femtosecond-optical-soliton-excitations-and-parameters-discovery-of-the-high-order-nlse-using-the-pinn