3 papers
physics.optics2024
Combining Bayesian Optimization, SVD and Machine Learning for Advanced Optical Design
M. R. Mahani, Igor A. Nechepurenko, Thomas Flisgen +1
The design and optimization of optical components, such as Bragg gratings, are critical for applications in telecommunications, sensing, and photonic circuits. To overcome the limi…
physics.optics2024
Mode-Coupling-Driven Frequency Stabilization in Semiconductor Lasers with Bragg Grating Waveguide
M. R. Mahani, Igor A. Nechepurenko, Yasmin Rahimof +1
Precisely stabilizing laser frequency is crucial for advancing laser technology and unlocking the full potential of various quantum technologies. Here, we propose a compact device…
cs.LG2023
Optimal Data Generation in Multi-Dimensional Parameter Spaces, using Bayesian Optimization
M. R. Mahani, Igor A. Nechepurenko, Yasmin Rahimof +1
Acquiring a substantial number of data points for training accurate machine learning (ML) models is a big challenge in scientific fields where data collection is resource-intensive…