# Deeppipe: A two-stage physics-informed neural network for predicting mixed oil concentration distribution

> Research article (Energy, 2023) · cited 34× · AI/ML

**Wikidata**: [openalex:W4363652110](https://www.wikidata.org/wiki/openalex:W4363652110)  
**Source**: https://4ort.xyz/entity/deeppipe-a-two-stage-physics-informed-neural-network-for-predicting-mixed-oil-concentration-distribution