Inverse design of large-area metasurfaces
arXiv:1808.04215 · doi:10.1364/OE.26.033732
Abstract
We present a computational framework for efficient optimization-based "inverse design" of large-area "metasurfaces" (subwavelength-patterned surfaces) for applications such as multi-wavelength and multi-angle optimizations, and demultiplexers. To optimize surfaces that can be thousands of wavelengths in diameter, with thousands (or millions) of parameters, the key is a fast approximate solver for the scattered field. We employ a "locally periodic" approximation in which the scattering problem is approximated by a composition of periodic scattering problems from each unit cell of the surface, and validate it against brute-force Maxwell solutions. This is an extension of ideas in previous metasurface designs, but with greatly increased flexibility, e.g. to automatically balance tradeoffs between multiple frequencies, or to optimize a photonic device given only partial information about the desired field. Our approach even extends beyond the metasurface regime to non-subwavelength structures where additional diffracted orders must be included (but the period is not large enough to apply scalar diffraction theory).
arXiv comment18 pages, 8 figures
References in corpus (15)
- Aberration-free ultra-thin flat lenses and axicons at telecom wavelengths based on plasmonic metasurfaces
- Training deep neural networks for the inverse design of nanophotonic structures
- Inverse design and demonstration of a compact and broadband on-chip wavelength demultiplexer
- Multiwavelength Achromatic Metasurfaces by Dispersive Phase Compensation
- Achromatic Metalens in the Visible and Metalens with Reverse Chromatic Dispersion
- General Metasurface Synthesis Based on Susceptibility Tensors
- Controlling the sign of chromatic dispersion in diffractive optics with dielectric metasurfaces
- Designing Perturbative Metamaterials from Discrete Models: From Veselago lenses to topological insulators
- Topology Optimized Multi-layered Meta-optics
- Passive Lossless Huygens Metasurfaces for Conversion of Arbitrary Source Field to Directive Radiation
- Freeform metagratings based on complex light scattering dynamics for extreme, high efficiency beam steering
- Near-Perfect Conversion of a Propagating Plane Wave into a Surface Wave Using Metasurfaces
- Inverse design of optical elements based on arrays of dielectric spheres
- Windowed Green Function method for the Helmholtz equation in presence of multiply layered media
- Windowed Green Function Method for Nonuniform Open-Waveguide Problems
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