# Demonstration of ML-Assisted Soft-Failure Localization Based on Network Digital Twins

> Research article (Journal of Lightwave Technology, 2022) · cited 49× · AI/ML

**Wikidata**: [openalex:W4226504779](https://www.wikidata.org/wiki/openalex:W4226504779)  
**Source**: https://4ort.xyz/entity/demonstration-of-ml-assisted-soft-failure-localization-based-on-network-digital-twins