# Orientation-based Ant colony algorithm for synthesizing the test scenarios in UML activity diagram

> Research article (Information and Software Technology, 2020) · cited 16× · AI/ML

**Wikidata**: [openalex:W3008701585](https://www.wikidata.org/wiki/openalex:W3008701585)  
**Source**: https://4ort.xyz/entity/orientation-based-ant-colony-algorithm-for-synthesizing-the-test-scenarios-in-uml-activity-diagram