# Anomaly detection using machine learning and adopted digital twin concepts in radio environments

> Research article (Scientific Reports, 2025) · cited 19× · AI/ML

**Wikidata**: [openalex:W4410748085](https://www.wikidata.org/wiki/openalex:W4410748085)  
**Source**: https://4ort.xyz/entity/anomaly-detection-using-machine-learning-and-adopted-digital-twin-concepts-in-radio-environments