# Extending conventional surface roughness ISO parameters using topological data analysis for shot peened surfaces

> Research article (Scientific Reports, 2022) · cited 19× · AI/ML

**Wikidata**: [openalex:W4220838433](https://www.wikidata.org/wiki/openalex:W4220838433)  
**Source**: https://4ort.xyz/entity/extending-conventional-surface-roughness-iso-parameters-using-topological-data-analysis-for-shot-peened-surfaces