# Prediction of Bead Geometry Using a Two-Stage SVM–ANN Algorithm for Automated Tungsten Inert Gas (TIG) Welds

> Research article (Journal of Manufacturing and Materials Processing, 2019) · cited 18× · AI/ML

**Wikidata**: [openalex:W2946018869](https://www.wikidata.org/wiki/openalex:W2946018869)  
**Source**: https://4ort.xyz/entity/prediction-of-bead-geometry-using-a-two-stage-svmann-algorithm-for-automated-tungsten-inert-gas-tig-welds