# Experimental investigation of machine-learning-based soft-failure management using the optical spectrum

> Research article (Journal of Optical Communications and Networking, 2023) · cited 17× · AI/ML

**Wikidata**: [openalex:W4389306697](https://www.wikidata.org/wiki/openalex:W4389306697)  
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