# Failure prediction using machine learning and time series in optical network

> Research article (Optics Express, 2017) · cited 193× · AI/ML

**Wikidata**: [openalex:W2738710562](https://www.wikidata.org/wiki/openalex:W2738710562)  
**Source**: https://4ort.xyz/entity/failure-prediction-using-machine-learning-and-time-series-in-optical-network