TY - GEN
T1 - Generating Quantum Cascade Laser Datasets for Applications in Machine Learning
AU - Hernandez, Andres Correa
AU - Lyu, Ming
AU - Gmachl, Claire F.
N1 - Funding Information:
We gratefully acknowledge financial support from the Schmidt DataX Fund at Princeton University made possible through a major gift from the Schmidt Futures Foundation. This material is based upon work supported by the National Science Foundation under Grant No. DGE-2039656 Fig. 1. Conduction band diagram (blue) of the 8.2 μm QCL with three repetitions of the active region and injector, the electric field is 51 kV/cm; the squared modulus of the eigenfunctions for continuum eigenstates (grey), the bounded eigenstates (black), and three unique eigenstate pairs with the highest FoM (magenta, green, and red) using ErwinJr2. The green pair of eigenstates is chosen as the designated lasing transition.
Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - For the goal of training machine learning algorithms to predict quantum cascade laser designs with high optical gain, a model dataset containing 2600 designs was collected, filtered, and prepared using a representative 8.2 μm laser.
AB - For the goal of training machine learning algorithms to predict quantum cascade laser designs with high optical gain, a model dataset containing 2600 designs was collected, filtered, and prepared using a representative 8.2 μm laser.
KW - Machine Learning
KW - Quantum Cascade Laser
UR - http://www.scopus.com/inward/record.url?scp=85138013356&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85138013356&partnerID=8YFLogxK
U2 - 10.1109/SUM53465.2022.9858281
DO - 10.1109/SUM53465.2022.9858281
M3 - Conference contribution
AN - SCOPUS:85138013356
T3 - 2022 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2022 - Proceedings
BT - 2022 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2022 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2022 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2022
Y2 - 11 July 2022 through 13 July 2022
ER -