most citedMachine Learning enables Ultra-Compact Integrated Photonics through Silicon-Nanopattern Digital Metamaterials

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physics.optics2020★ 1 cited

Machine Learning enables Ultra-Compact Integrated Photonics through Silicon-Nanopattern Digital Metamaterials

Sourangsu Banerji, Apratim Majumder, Alex Hamrick +2

In this work, we demonstrate three ultra-compact integrated-photonics devices, which are designed via a machine-learning algorithm coupled with finite-difference time-domain (FDTD)…

physics.app-ph2020

Machine Learning enables Design of On-chip Integrated Silicon T-junctions with footprint of 1.2 m x 1.2 m

Sourangsu Banerji, Apratim Majumder, Alex Hamrick +2

To date, various optimization algorithms have been employed to design and improve the performance of nanophotonic structures. Here, we propose to utilize a machine-learning algorit…