Deep learning-enhanced, open-source eigenmode expansion

We present an open-source eigenmode expansion (EME) software package entirely implemented in the Python programming language. Eigenmode expansion Python (EMEPy) utilizes artificial neural networks to reproduce electromagnetic eigenmode field profiles to accelerate the EME process by a factor of 3. E...

Full description

Saved in:
Bibliographic Details
Published in:Optics letters 2022-03, Vol.47 (6), p.1383-1386
Main Authors: Hammond, Ian M, Hammond, Alec M, Camacho, Ryan M
Format: Article
Language:English
Subjects:
Artificial neural networks
Deep Learning
Programming Languages
Software
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:We present an open-source eigenmode expansion (EME) software package entirely implemented in the Python programming language. Eigenmode expansion Python (EMEPy) utilizes artificial neural networks to reproduce electromagnetic eigenmode field profiles to accelerate the EME process by a factor of 3. EMEPy provides an intuitive scripting interface, is easily compatible with a number of other Python packages, and is useful for educators and new designers.
ISSN:0146-9592
1539-4794
DOI:10.1364/OL.443664