# Extraction and Early Detection of Anomalies in Lightpath SNR Using Machine Learning Models

> Research article (Journal of Lightwave Technology, 2021) · cited 10× · AI/ML

**Wikidata**: [openalex:W4206373853](https://www.wikidata.org/wiki/openalex:W4206373853)  
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