# Inverse design of microfluidic concentration gradient generator using deep learning and physics-based component model

> Research article (Microfluidics and Nanofluidics, 2020) · cited 35× · AI/ML

**Wikidata**: [openalex:W3024867841](https://www.wikidata.org/wiki/openalex:W3024867841)  
**Source**: https://4ort.xyz/entity/inverse-design-of-microfluidic-concentration-gradient-generator-using-deep-learning-and-physics-based-component-model