Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Heuristic methods and performance bounds for photonic design

Journal Article · · Optics Express
DOI:https://doi.org/10.1364/OE.415052· OSTI ID:1760056

In the photonic design problem, a scientist or engineer chooses the physical parameters of a device to best match some desired device behavior. Many instances of the photonic design problem can be naturally stated as a mathematical optimization problem that is computationally difficult to solve globally. Because of this, several heuristic methods have been developed to approximately solve such problems. These methods often produce very good designs, and, in many practical applications, easily outperform ‘traditional’ designs that rely on human intuition. Yet, because these heuristic methods do not guarantee that the approximate solution found is globally optimal, the question remains of just how much better a designer might hope to do. This question is addressed by performance bounds or impossibility results, which determine a performance level that no design can achieve. We focus on algorithmic performance bounds, which involve substantial computation to determine. We illustrate a variety of both heuristic methods and performance bounds on two examples. In these examples (and many others not reported here) the performance bounds show that the heuristic designs are nearly optimal, and can be considered globally optimal in practice. This review serves to clearly set up the photonic design problem and unify existing approaches for calculating performance bounds, while also providing some natural generalizations and properties.

Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
Grant/Contract Number:
AR0001212
OSTI ID:
1760056
Journal Information:
Optics Express, Journal Name: Optics Express Journal Issue: 2 Vol. 29; ISSN 1094-4087; ISSN OPEXFF
Publisher:
Optical Society of AmericaCopyright Statement
Country of Publication:
United States
Language:
English

References (83)

Generative Deep Neural Networks for Inverse Materials Design Using Backpropagation and Active Learning journal January 2020
The method of moving asymptotes—a new method for structural optimization journal February 1987
Aerodynamic design via control theory journal September 1988
Optimum Aerodynamic Design Using the Navier-Stokes Equations journal January 1998
Maximizing band gaps in two-dimensional photonic crystals by using level set methods journal July 2005
On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming journal April 2005
Derivative-free optimization: a review of algorithms and comparison of software implementations journal July 2012
Conic Optimization via Operator Splitting and Homogeneous Self-Dual Embedding journal February 2016
Bridge topology optimisation with stress, displacement and frequency constraints journal February 2003
Optimization of thermal design of heat sinks: A review journal March 2018
Topology design of tensegrity structures via mixed integer programming journal March 2010
Limits to the Optical Response of Graphene and Two-Dimensional Materials journal August 2017
Global Optimization of Dielectric Metasurfaces Using a Physics-Driven Neural Network journal July 2019
Inverse Design of Photonic Crystals through Automatic Differentiation journal June 2020
Inverse Design and Demonstration of a Compact on-Chip Narrowband Three-Channel Wavelength Demultiplexer journal November 2017
Optimization of Multilayer Optical Films with a Memetic Algorithm and Mixed Integer Programming journal December 2017
Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures journal January 2018
Adjoint Method and Inverse Design for Nonlinear Nanophotonic Devices journal November 2018
Computational Bounds for Photonic Design journal April 2019
Inverse Designed Metalenses with Extended Depth of Focus journal March 2020
An Introduction to the Adjoint Approach to Design journal December 2000
Inverse design and demonstration of a compact and broadband on-chip wavelength demultiplexer journal May 2015
An integrated-nanophotonics polarization beamsplitter with 2.4 × 2.4 μm2 footprint journal May 2015
Inverse design in nanophotonics journal October 2018
Inverse-designed non-reciprocal pulse router for chip-based LiDAR journal March 2020
Fabrication-constrained nanophotonic inverse design journal May 2017
Analytical level set fabrication constraints for inverse design journal June 2019
Data-driven acceleration of photonic simulations journal December 2019
Physical Limitations of Omni‐Directional Antennas journal December 1948
Integrated optical devices design by genetic algorithm journal May 2004
Inverse-designed stretchable metalens with tunable focal distance journal February 2018
Nanophotonic inverse design with SPINS: Software architecture and practical considerations journal March 2020
Fundamental limit of nanophotonic light trapping in solar cells journal September 2010
A repository of convex quadratic programming problems journal January 1999
A Simplex Method for Function Minimization journal January 1965
Bounds for Scattering from Absorptionless Electromagnetic Structures journal July 2020
Fundamental limits to radiative heat transfer: Theory journal January 2020
Thermodynamic Upper Bound on Broadband Light Coupling with Photonic Structures journal October 2012
Ultimate Absorption in Light Scattering by a Finite Obstacle journal January 2018
T Operator Bounds on Angle-Integrated Absorption and Thermal Radiation for Arbitrary Objects journal December 2019
Global T operator bounds on electromagnetic scattering: Upper bounds on far-field cross sections journal July 2020
Fundamental Limits to Near-Field Optical Response over Any Bandwidth journal March 2019
Comparison between genetic and gradient-based optimization algorithms for solving electromagnetics problems journal May 1995
Design of resonant-cavity-enhanced photodetectors using genetic algorithms journal March 2000
Gradient-based learning applied to document recognition journal January 1998
Light Trapping Textures Designed by Electromagnetic Optimization for Subwavelength Thick Solar Cells journal January 2014
Fundamental Limitations of Small Antennas journal December 1947
Inverse design of photonic crystal devices journal July 2005
Hierarchical Design and Optimization of Silicon Photonics journal March 2020
Optical theorem and beyond journal July 1976
Optimization by Simulated Annealing journal May 1983
On-chip integrated laser-driven particle accelerator journal January 2020
GMRES: A Generalized Minimal Residual Algorithm for Solving Nonsymmetric Linear Systems journal July 1986
A Limited Memory Algorithm for Bound Constrained Optimization journal September 1995
Primal-Dual Decomposition by Operator Splitting and Applications to Image Deblurring journal January 2014
Julia: A Fresh Approach to Numerical Computing journal January 2017
JuMP: A Modeling Language for Mathematical Optimization journal January 2017
Algorithm 887: CHOLMOD, Supernodal Sparse Cholesky Factorization and Update/Downdate journal October 2008
Performance and Scalability of the Block Low-Rank Multifrontal Factorization on Multicore Architectures
  • Amestoy, Patrick R.; Buttari, Alfredo; L'Excellent, Jean-Yves
  • ACM Transactions on Mathematical Software, Vol. 45, Issue 1 https://doi.org/10.1145/3242094
journal March 2019
Computer-Automated Design of Multifont Print Recognition Logic journal January 1963
Sum rules for optical scattering amplitudes journal January 1982
Real-coded genetic algorithm for Bragg grating parameter synthesis journal January 2001
Genetic optimization of photonic bandgap structures journal January 2007
Inverse design of nanophotonic structures using complementary convex optimization journal January 2010
Objective-first design of high-efficiency, small-footprint couplers between arbitrary nanophotonic waveguide modes journal January 2012
Nanophotonic computational design journal January 2013
Adjoint shape optimization applied to electromagnetic design journal January 2013
Robust topology optimization of three-dimensional photonic-crystal band-gap structures journal January 2014
Fundamental limits to optical response in absorptive systems journal January 2016
Adjoint-based optimization of active nanophotonic devices journal January 2018
Topology optimization of freeform large-area metasurfaces journal January 2019
Inverse design of nanoparticles for enhanced Raman scattering journal January 2020
High-NA achromatic metalenses by inverse design journal January 2020
Limits to surface-enhanced Raman scattering near arbitrary-shape scatterers: erratum journal January 2020
Demonstration of systematic photonic crystal device design and optimization by low-rank adjustments: an extremely compact mode separator journal January 2005
Binary particle swarm optimized 2  ×  2 power splitters in a standard foundry silicon photonic platform journal January 2016
Photonic crystal fiber design by means of a genetic algorithm journal January 2004
Deep learning enabled inverse design in nanophotonics journal February 2020
Proximal Algorithms journal January 2014
Chordal Graphs and Semidefinite Optimization journal January 2014
Constrained Multipoint Aerodynamic Shape Optimization Using an Adjoint Formulation and Parallel Computers, Part 2 journal January 1999
Automated Antenna Design with Evolutionary Algorithms conference June 2012
Methods of conjugate gradients for solving linear systems journal December 1952

Similar Records

Optimal and heuristic solutions to the p-median problem
Journal Article · Sun Dec 31 23:00:00 EST 1978 · Geogr. Anal.; (United States) · OSTI ID:6778367

Search and heuristics
Book · Fri Dec 31 23:00:00 EST 1982 · OSTI ID:6676839

Heuristics for PLA folding: an analytical approach
Thesis/Dissertation · Sat Dec 31 23:00:00 EST 1983 · OSTI ID:5732778

Related Subjects