# Active Physics-Informed Deep Learning: Surrogate Modeling for Nonplanar Wavefront Excitation of Topological Nanophotonic Devices

> Research article (Nano Letters, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4406065778](https://www.wikidata.org/wiki/openalex:W4406065778)  
**Source**: https://4ort.xyz/entity/active-physics-informed-deep-learning-surrogate-modeling-for-nonplanar-wavefront-excitation-of-topological-nanophotonic-