Inverse design in photonics by topology optimization: tutorial
arXiv:2008.11816 · doi:10.1364/JOSAB.406048
Abstract
Topology optimization methods for inverse design of nano-photonic systems have recently become extremely popular and are presented in various forms and under various names. Approaches comprise gradient and non-gradient based algorithms combined with more or less systematic ways to improve convergence, discreteness of solutions and satisfaction of manufacturing constraints. We here provide a tutorial for the systematic and efficient design of nano-photonic structures by Topology Optimization (TopOpt). The implementation is based on the advanced and systematic approaches developed in TopOpt for structural optimization during the last three decades. The tutorial presents a step-by-step guide for deriving the continuous constrained optimization problem forming the foundation of the Topology Optimization method, using a cylindrical metalens design problem as an example. It demonstrates the effect and necessity of applying a number of auxiliary tools in the design process in order to ensure good numerical modelling practice and to achieve physically realisable designs. Application examples also include an optical demultiplexer.
arXiv comment8 figures, 19 pages
References in corpus (14)
- Outlook for inverse design in nanophotonics
- Inverse design and demonstration of a compact and broadband on-chip wavelength demultiplexer
- High-NA Achromatic Metalenses by Inverse Design
- Machine-Learning-Assisted Metasurface Design for High-Efficiency Thermal Emitter Optimization
- Topology optimization of freeform large-area metasurfaces
- Maximizing the quality factor to mode volume ratio for ultra-small photonic crystal cavities
- Overlapping domains for topology optimization of large-area metasurfaces
- Fullwave Maxwell inverse design of axisymmetric, tunable, and multi-scale multi-wavelength metalenses
- Compact 200 line MATLAB code for inverse design in photonics by topology optimization: tutorial
- Upper bounds on absorption and scattering
- Inverse Design of Nanoparticles for Enhanced Raman Scattering
- Global operator bounds on electromagnetic scattering: Upper bounds on far-field cross sections
- Limits to surface-enhanced Raman scattering near arbitrary-shape scatterers
- Strongly enhanced upconversion in trivalent erbium ions by tailored gold nanostructures: toward high-efficient silicon-based photovoltaics
Cited by in corpus (34)
- Nanometer-scale photon confinement in topology-optimized dielectric cavities
- Compact 200 line MATLAB code for inverse design in photonics by topology optimization: tutorial
- Towards 3D-Printed Inverse-Designed Metaoptics
- Inverse design of plasma metamaterial devices for optical computing
- A directional Gaussian smoothing optimization method for computational inverse design in nanophotonics
- Topology Optimization of Surface-enhanced Raman Scattering Substrates
- Trace formulation for photonic inverse design with incoherent sources
- Modal properties of dielectric bowtie cavities with deep sub-wavelength confinement
- Neural Networks for Generating Better Local Optima in Topology Optimization
- Trace Expressions and Associated Limits for Non-Equilibrium Casimir Torque
- Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterization
- Transcending shift-invariance in the paraxial regime via end-to-end inverse design of freeform nanophotonics
- Multiscale Physics-Informed Neural Networks for the Inverse Design of Hyperuniform Optical Materials
- Inverse Design of Nonlinear Metasurfaces for Sum Frequency Generation
- Topology optimization of blazed gratings under conical incidence
- Inverse design and experimental realization of plasma metamaterials
- Seeded Topology Optimization for Commercial Foundry Integrated Photonics
- Inverse design of optical pulse shapes for time-varying photonics
- Inverse design of plasma metamaterial devices with realistic elements
- Can photonic heterostructures provably outperform single-material geometries?
- Fabrication uncertainty guided design optimization of a photonic crystal cavity by using Gaussian processes
- Nonlinear Quantum Electrodynamics of Epsilon-Near-Zero Nanocavities
- Polarization-independent optical spatial differentiation with a doubly-resonant one-dimensional guided-mode grating
- Time-reversal-symmetry bounds on electromagnetic fields
- Fast approximate solvers for metamaterials design in electromagnetism
- Reducing Disorder-Induced Backscattering in Photonic Crystal Waveguides through Inverse Design
- A Memory Efficient Adjoint Method to Enable Billion Parameter Optimization on a Single GPU in Dynamic Problems
- A deterministic approach for integrating an emitter in a nanocavity with subwavelength light confinement
- Physical limits on electromagnetic response
- A Framework for Discovering Optimal Solutions in Photonic Inverse Design
- Inverse design for robust inference in integrated computational spectrometry
- -Operator Limits on Optical Communication: Metaoptics, Computation, and Input-Output Transformations
- Broadband multilayer metasurface absorbers with MXene resonators and topology optimized substrates
- Metacrystals: Inversely-designed 3D-printed intelligent panels for 6G communications