Stochastic and multi-objective design of photonic devices with machine learning

P Manfredi, A Waqas, D Melati - Scientific Reports, 2024 - nature.com
Compact and highly performing photonic devices are characterized by non-intuitive
geometries, a large number of parameters, and multiple figures of merit. Optimization and …

Ultrasmall Power Splitters With Triangular Lattice Mosaic Patterns Designed by Bayesian DBS Method

T Fujisawa, T Mitarai, Y Sawada… - IEEE Photonics …, 2023 - ieeexplore.ieee.org
Ultracompact power splitters based on triangular lattice mosaic structure are proposed. By
employing the triangular lattice layout, the area of the mosaic region can be used effectively …

[PDF][PDF] Bayesian Elegance in Resolving Semiconductor Manufacturing Challenges

Z Gao - Presented at Lam Research Webminar, 2024 - zhengqigao.github.io
▪ P (B) is usually not explicitly needed (or sometimes difficult to evaluate)▪ Only P (A) and P
(B| A) are needed, as P (A, B)= P (A) P (B| A) and next integration/summation marginalizes …