9 citations · 19 across the 3 of their papers we have counts for
3 papers
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…
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…
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…