# Simulation-based machine learning for optoelectronic device design: perspectives, problems, and prospects

> Research article (Optical and Quantum Electronics, 2021) · cited 22× · AI/ML

**Wikidata**: [openalex:W4230585738](https://www.wikidata.org/wiki/openalex:W4230585738)  
**Source**: https://4ort.xyz/entity/simulation-based-machine-learning-for-optoelectronic-device-design-perspectives-problems-and-prospects