Year: 2025
Type: report
Abstract: This paper presents the integration of ensemble machine learning into a new type of scalable chip-based instrument consisting of thousands of optical micro-resonators for analyzing optical spectra. A whispering gallery model using the LightGBM ensemble, supplemented by augmentation based on a variational autoencoder, provides spectral analysis in the visible range with a relative resolution of up to 10-6.
Language: Russian
Topic: Photonic and Optical Devices
Subfield: Electrical and Electronic Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7119258722