# A generalized machine learning-assisted phase-equilibrium calculation model for shale reservoirs

> Research article (Fluid Phase Equilibria, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4214945263](https://www.wikidata.org/wiki/openalex:W4214945263)  
**Source**: https://4ort.xyz/entity/a-generalized-machine-learning-assisted-phase-equilibrium-calculation-model-for-shale-reservoirs