Alikhan Aitbayev

Designing photonic waveguides for Optimal power transfer using ML

The application of photonic crystals is a progressive field with various applications for today’s applied physics and engineering. To contribute progress to the field requires knowing several physical disciplines such as Electromagnetic theory, Quantum mechanics, photonics and optoelectronics with solid-state physics. As you may see, our research topic narrows down to studying PDW (Periodic Dielectric Waveguides). Our goal is to prepare such design that would carry the light (Gaussian beam) with as less losses and leakages as possible. Although only raw version of the structure was selected, further in the research we plan to add ML (Machine learning) techniques with regard to the shape and local changes of the structure for its improvement