# A hybrid WPD–SSA machine learning transformer for modeling nonlinear dynamics of flow systems

> Research article (Journal of Water Process Engineering, 2026) · cited 43× · AI/ML

**Wikidata**: [openalex:W7123364470](https://www.wikidata.org/wiki/openalex:W7123364470)  
**Source**: https://4ort.xyz/entity/a-hybrid-wpdssa-machine-learning-transformer-for-modeling-nonlinear-dynamics-of-flow-systems