I use FEM-based COMSOL for waveguide analysis, and I am aware that AI is being increasingly utilized for such studies. I am also interested in gaining knowledge in this area to accelerate my research calculations.
Hello Udaya,
Yes, there is a growing body of AI-based research focusing on the design and analysis of photonic crystal waveguides, the most ones I've read so far uses artificial neural networks for predicting the effective and group refractive index. I really enjoyed seeing the evolution when I compare with the FEM and FDTD simulations I used to do a few years ago.
Here I'm attaching the links of some researches about it that I liked:
Article Universal deep learning representation of effective refracti...
Article Prediction of electromagnetic field patterns of optical wave...
Article Leveraging AI in Photonics and Beyond
Please let me know if you need more details.
Best Regards,
Marcos.
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