TY - GEN
T1 - Photonic Crystal Cavity Optimization Using AI
AU - Dash, Diptimayee
AU - Saini, Jasmine
AU - Goyal, Amit Kumar
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - In this manuscript, photonic crystal cavity optimization using artificial intelligence has been done. The proposed structure is very simple and has high sensitivity. Porosity in the layers has been intentionally added for ease of analyte infiltrate, which will increase the sensitivity of the crystal but reduces the strength of the transmitted signal. The structure is designed considering alternate layers of high and low refractive index material. For this, SiO2 and MgF2 materials are considered. The mean error is minimized by considering optimum value of 'k' as 4. Different algorithms were checked on the dataset and finally the kNN algorithm has been applied on the dataset and F1-score of about 0.97 is obtained.
AB - In this manuscript, photonic crystal cavity optimization using artificial intelligence has been done. The proposed structure is very simple and has high sensitivity. Porosity in the layers has been intentionally added for ease of analyte infiltrate, which will increase the sensitivity of the crystal but reduces the strength of the transmitted signal. The structure is designed considering alternate layers of high and low refractive index material. For this, SiO2 and MgF2 materials are considered. The mean error is minimized by considering optimum value of 'k' as 4. Different algorithms were checked on the dataset and finally the kNN algorithm has been applied on the dataset and F1-score of about 0.97 is obtained.
UR - https://www.scopus.com/pages/publications/85125108463
UR - https://www.scopus.com/pages/publications/85125108463#tab=citedBy
U2 - 10.1109/ICSC53193.2021.9673247
DO - 10.1109/ICSC53193.2021.9673247
M3 - Conference contribution
AN - SCOPUS:85125108463
T3 - 2021 7th International Conference on Signal Processing and Communication, ICSC 2021
SP - 111
EP - 113
BT - 2021 7th International Conference on Signal Processing and Communication, ICSC 2021
A2 - Gupta, Abhinav
A2 - Chaturvedi, Bhartendu
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th International Conference on Signal Processing and Communication, ICSC 2021
Y2 - 25 November 2021 through 27 November 2021
ER -