# Accelerating and stabilizing the vapor-liquid equilibrium (VLE) calculation in compositional simulation of unconventional reservoirs using deep learning based flash calculation

> Research article (Fuel, 2019) · cited 55× · AI/ML

**Wikidata**: [openalex:W2944211585](https://www.wikidata.org/wiki/openalex:W2944211585)  
**Source**: https://4ort.xyz/entity/accelerating-and-stabilizing-the-vapor-liquid-equilibrium-vle-calculation-in-compositional-simulation-of-unconventional-