# High Speed Simulation and Freeform Optimization of Nanophotonic Devices with Physics-Augmented Deep Learning

> Research article (ACS Photonics, 2022) · cited 85× · AI/ML

**Wikidata**: [openalex:W4292664320](https://www.wikidata.org/wiki/openalex:W4292664320)  
**Source**: https://4ort.xyz/entity/high-speed-simulation-and-freeform-optimization-of-nanophotonic-devices-with-physics-augmented-deep-learning