# Data-driven soliton solutions and parameter discovery to the fourth-order nonlinear AKNS equation: a hybrid analytical and physics-informed neural network approach

> Research article (Nonlinear Dynamics, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4410726563](https://www.wikidata.org/wiki/openalex:W4410726563)  
**Source**: https://4ort.xyz/entity/data-driven-soliton-solutions-and-parameter-discovery-to-the-fourth-order-nonlinear-akns-equation-a-hybrid-analytical-an