Nanowire design by deep learning for energy efficient photonic technologies

Muhammad Usman

doi:10.1088/2399-1984/ade4a6

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arXiv · 2501.10911

Nanowire design by deep learning for energy efficient photonic technologies

Muhammad Usman

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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.

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Muhammad Usman. 2025-01-19. Nanowire design by deep learning for energy efficient photonic technologies. https://doi.org/10.1088/2399-1984%2Fade4a6

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