# Soft Failure Identification for Long-haul Optical Communication Systems Based on One-dimensional Convolutional Neural Network

> Research article (Journal of Lightwave Technology, 2020) · cited 49× · AI/ML

**Wikidata**: [openalex:W3019955194](https://www.wikidata.org/wiki/openalex:W3019955194)  
**Source**: https://4ort.xyz/entity/soft-failure-identification-for-long-haul-optical-communication-systems-based-on-one-dimensional-convolutional-neural-ne
