# Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

> Research article (Scientific Reports, 2019) · cited 36× · AI/ML

**Wikidata**: [openalex:W2936103618](https://www.wikidata.org/wiki/openalex:W2936103618)  
**Source**: https://4ort.xyz/entity/highly-parallel-simulation-and-optimization-of-photonic-circuits-in-time-and-frequency-domain-based-on-the-deep-learning