@article{8ffedf9f1181439eb2fcffaa25aa940a,
title = "Review of numerical optimization techniques for meta-device design [Invited]",
abstract = "Optimization techniques have been indispensable for designing high-performance meta-devices targeted to a wide range of applications. In fact, today optimization is no longer an afterthought and is a fundamental tool for many optical and RF designers. Still, many devices presented in recent literature do not take advantage of optimization techniques. This paper seeks to address this by presenting both an introduction to and a review of several of the most popular techniques currently used for meta-device design. Additionally, emerging techniques like topology optimization and multi-objective optimization and their context to device design are thoroughly discussed. Moreover, attention is given to future directions in meta-device optimization such as surrogate-modeling and deep learning which have the potential to disrupt the fields of optical and radio frequency (RF) inverse-design. Finally, many design examples from the literature are presented and a flow-chart that provides guidance on how best to apply these optimization algorithms to a given problem is provided for the reader.",
author = "Campbell, {Sawyer D.} and David Sell and Jenkins, {Ronald P.} and Whiting, {Eric B.} and Fan, {Jonathan A.} and Werner, {Douglas H.}",
note = "Funding Information: SDC, EBW, RPJ, and DHW were supported in part by Defense Advanced Research Projects Agency (DARPA) under award number HR00111720032. JAF was supported by the U.S. Air Force under Award Number FA9550-18-1-0070 and the Office of Naval Research under Award Number N00014-16-1-2630. DS was supported by the National Science Foundation (NSF) through the NSF Graduate Research Fellowship. Defense Advanced Research Projects Agency (DARPA) (HR00111720032); U.S. Air Force (FA9550-18-1-0070); Office of Naval Research (N00014-16-1-2630); National Science Foundation (NSF). Funding Information: Defense Advanced Research Projects Agency (DARPA) (HR00111720032); U.S. Air Force (FA9550-18-1-0070); Office of Naval Research (N00014-16-1-2630); National Science Foundation (NSF). Funding Information: SDC, EBW, RPJ, and DHW were supported in part by Defense Advanced Research Projects Agency (DARPA) under award number HR00111720032. JAF was supported by the U.S. Air Force under Award Number FA9550-18-1-0070 and the Office of Naval Research under Award Number N00014-16-1-2630. DS was supported by the National Science Foundation (NSF) through the NSF Graduate Research Fellowship. Publisher Copyright: {\textcopyright} 2019 Optical Society of America.",
year = "2019",
month = apr,
day = "1",
doi = "10.1364/OME.9.001842",
language = "English (US)",
volume = "9",
journal = "Optical Materials Express",
issn = "2159-3930",
publisher = "The Optical Society",
number = "4",
}