# Efficient pneumatic actuation modeling using hybrid physics-based and data-driven framework

> Research article (Cell Reports Physical Science, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4226308878](https://www.wikidata.org/wiki/openalex:W4226308878)  
**Source**: https://4ort.xyz/entity/efficient-pneumatic-actuation-modeling-using-hybrid-physics-based-and-data-driven-framework