# Modelling and optimization of weld bead geometry in robotic gas metal arc-based additive manufacturing using machine learning, finite-element modelling and graph theory and matrix approach

> Research article (Soft Computing, 2022) · cited 44× · AI/ML

**Wikidata**: [openalex:W4206488523](https://www.wikidata.org/wiki/openalex:W4206488523)  
**Source**: https://4ort.xyz/entity/modelling-and-optimization-of-weld-bead-geometry-in-robotic-gas-metal-arc-based-additive-manufacturing-using-machine-lea