# Model-Based End-to-End Learning for WDM Systems With Transceiver Hardware Impairments

> Research article (IEEE Journal of Selected Topics in Quantum Electronics, 2022) · cited 21× · AI/ML

**Wikidata**: [openalex:W3216028243](https://www.wikidata.org/wiki/openalex:W3216028243)  
**Source**: https://4ort.xyz/entity/model-based-end-to-end-learning-for-wdm-systems-with-transceiver-hardware-impairments