# Distributed Raman Spectrum Data Augmentation System Using Federated Learning with Deep Generative Models

> Research article (Sensors, 2022) · cited 29× · AI/ML

**Wikidata**: [openalex:W4312209914](https://www.wikidata.org/wiki/openalex:W4312209914)  
**Source**: https://4ort.xyz/entity/distributed-raman-spectrum-data-augmentation-system-using-federated-learning-with-deep-generative-models