TY - JOUR
T1 - Optimization methods for achieving high diffraction efficiency with perfect electric conducting gratings
AU - Aylwin, Rubén
AU - Silva-Oelker, Gerardo
AU - Jerez-Hanckes, Carlos
AU - Fay, Patrick
N1 - Publisher Copyright:
© 2020 Optical Society of America.
PY - 2020/8/1
Y1 - 2020/8/1
N2 - This work presents the implementation, numerical examples, and experimental convergence study of first- and second-order optimization methods applied to one-dimensional periodic gratings. Through boundary integral equations and shape derivatives, the profile of a grating is optimized such that it maximizes the diffraction efficiency for given diffraction modes for transverse electric polarization. We provide a thorough comparison of three different optimization methods: a first-order method (gradient descent); a second-order approach based on a Newton iteration, where the usual Newton step is replaced by taking the absolute value of the eigenvalues given by the spectral decomposition of the Hessian matrix to deal with non-convexity; and theBroyden-Fletcher-Goldfarb-Shanno (BFGS) algorithm, a quasi-Newton method. Numerical examples are provided to validate our claims. Moreover, two grating profiles are designed for high efficiency in the Littrow configuration and then compared to a high efficiency commercial grating. Conclusions and recommendations, derived from the numerical experiments, are provided aswell as future research avenues.
AB - This work presents the implementation, numerical examples, and experimental convergence study of first- and second-order optimization methods applied to one-dimensional periodic gratings. Through boundary integral equations and shape derivatives, the profile of a grating is optimized such that it maximizes the diffraction efficiency for given diffraction modes for transverse electric polarization. We provide a thorough comparison of three different optimization methods: a first-order method (gradient descent); a second-order approach based on a Newton iteration, where the usual Newton step is replaced by taking the absolute value of the eigenvalues given by the spectral decomposition of the Hessian matrix to deal with non-convexity; and theBroyden-Fletcher-Goldfarb-Shanno (BFGS) algorithm, a quasi-Newton method. Numerical examples are provided to validate our claims. Moreover, two grating profiles are designed for high efficiency in the Littrow configuration and then compared to a high efficiency commercial grating. Conclusions and recommendations, derived from the numerical experiments, are provided aswell as future research avenues.
UR - http://www.scopus.com/inward/record.url?scp=85089162554&partnerID=8YFLogxK
U2 - 10.1364/JOSAA.394204
DO - 10.1364/JOSAA.394204
M3 - Article
C2 - 32749266
AN - SCOPUS:85089162554
SN - 0740-3224
VL - 37
SP - 1316
EP - 1326
JO - Journal of the Optical Society of America B: Optical Physics
JF - Journal of the Optical Society of America B: Optical Physics
IS - 8
ER -