Use of Multilayer Perceptron Classifier for Determination of Single Mode Operation in Rib Waveguides

Aditya Aravind; Fahad M Mujawar; Rajat Kumar Sinha; Kaustav Bhowmick

doi:10.1364/FIO.2023.JM7A.16

Frontiers in Optics + Laser Science 2023 (FiO, LS)
Technical Digest Series (Optica Publishing Group, 2023),
paper JM7A.16
•https://doi.org/10.1364/FIO.2023.JM7A.16

Use of Multilayer Perceptron Classifier for Determination of Single Mode Operation in Rib Waveguides

Aditya Aravind, Fahad M Mujawar, Rajat Kumar Sinha, and Kaustav Bhowmick

Frontiers in Optics 2023

Tacoma, Washington United States
9–12 October 2023
ISBN: 978-1-957171-29-6

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A. Aravind, F. M. Mujawar, R. K. Sinha, and K. Bhowmick, "Use of Multilayer Perceptron Classifier for Determination of Single Mode Operation in Rib Waveguides," in Frontiers in Optics + Laser Science 2023 (FiO, LS), Technical Digest Series (Optica Publishing Group, 2023), paper JM7A.16.

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Abstract

The present work reports the performance of a MLP neural network architecture, classifying single-mode operation for Rib waveguides with varying refractive indices, wavelengths, and geometrical parameters, with an accuracy of ~ 90% and faster computation.

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