# Strategies for multi-case physics-informed neural networks for tube flows: a study using 2D flow scenarios

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

**Wikidata**: [openalex:W4398169575](https://www.wikidata.org/wiki/openalex:W4398169575)  
**Source**: https://4ort.xyz/entity/strategies-for-multi-case-physics-informed-neural-networks-for-tube-flows-a-study-using-2d-flow-scenarios