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Nanowire design by deep learning for energy efficient photonic technologies

Optics 2025-06-25 v1 Materials Science

Abstract

This work describes our vision and proposal for the design of next generation photonic devices based on custom-designed semiconductor nanowires. The integration of multi-million-atom electronic structure and optical simulations with the supervised machine learning models will pave the way for transformative nanowire-based technologies, offering opportunities for the next generation energy-efficient greener photonics.

Keywords

Cite

@article{arxiv.2501.10911,
  title  = {Nanowire design by deep learning for energy efficient photonic technologies},
  author = {Muhammad Usman},
  journal= {arXiv preprint arXiv:2501.10911},
  year   = {2025}
}

Comments

12 pages, 4 figures;

R2 v1 2026-06-28T21:10:26.171Z