Manifold learning for knowledge discovery and intelligent inverse design of photonic nanostructures: breaking the geometric complexity

M Zandehshahvar, Y Kiarashinejad, M Zhu… - Acs …, 2022 - ACS Publications
Here, we present a new approach based on manifold learning for knowledge discovery and
inverse design with minimal complexity in photonic nanostructures. Our approach builds on …

[PDF][PDF] A New Paradigm for Knowledge Discovery and Design in Nanophotonics Based on Artificial Intelligence

Y Kiarashinejad - 2021 - core.ac.uk
A NEW PARADIGM FOR KNOWLEDGE DISCOVERY AND DESIGN IN NANOPHOTONICS
BASED ON ARTIFICIAL INTELLIGENCE COPYRIGHT © 2021 BY YASHAR Page 1 A NEW …

[PDF][PDF] Accelerating Inverse Design of Nanostructures Using Manifold Learning

M Zandehshahvar, Y Kiarashi, M Zhu… - … machine learning for …, 2020 - ml4eng.github.io
Deep learning and machine learning have recently attracted remarkable attention in the
inverse design of nanostructures. However, limited works have used these techniques to …