# Mixed bioconvection of nanofluid of oxytactic bacteria through a porous cavity with inlet and outlet under periodic magnetic field using artificial intelligence based on LightGBM algorithm

> Research article (Thermal Science and Engineering Progress, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4395070800](https://www.wikidata.org/wiki/openalex:W4395070800)  
**Source**: https://4ort.xyz/entity/mixed-bioconvection-of-nanofluid-of-oxytactic-bacteria-through-a-porous-cavity-with-inlet-and-outlet-under-periodic-magn