# Modeling EDFA Gain Ripple and Filter Penalties With Machine Learning for Accurate QoT Estimation

> Research article (Journal of Lightwave Technology, 2020) · cited 71× · AI/ML

**Wikidata**: [openalex:W3008715599](https://www.wikidata.org/wiki/openalex:W3008715599)  
**Source**: https://4ort.xyz/entity/modeling-edfa-gain-ripple-and-filter-penalties-with-machine-learning-for-accurate-qot-estimation
