# Transfer learning and pretraining enhanced physics-informed machine learning for closed-circuit reverse osmosis modeling

> Research article (Desalination, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4392983360](https://www.wikidata.org/wiki/openalex:W4392983360)  
**Source**: https://4ort.xyz/entity/transfer-learning-and-pretraining-enhanced-physics-informed-machine-learning-for-closed-circuit-reverse-osmosis-modeling