Self-consistent adjoint analysis for topology optimization of electromagnetic waves

Abstract In topology optimization of electromagnetic waves, the Gâteaux differentiability of the conjugate operator to the complex field variable results in the complexity of the adjoint sensitivity, which evolves the original real-valued design variable to be complex during the iterative solution procedure. Therefore, the self-inconsistency of the adjoint sensitivity is presented. To enforce the self-consistency, the real part operator has been used to extract the real part of the sensitivity to keep the real-value property of the design variable. However, this enforced self-consistency can cause the problem that the derived structural topology has unreasonable dependence on the phase of the incident wave. To solve this problem, this article focuses on the self-consistent adjoint analysis of the topology optimization problems for electromagnetic waves. This self-consistent adjoint analysis is implemented by splitting the complex variables of the wave equations into the corresponding real parts and imaginary parts, sequentially substituting the split complex variables into the wave equations with deriving the coupled equations equivalent to the original wave equations, where the infinite free space is truncated by the perfectly matched layers. Then, the topology optimization problems of electromagnetic waves are transformed into the forms defined on real functional spaces instead of complex functional spaces; the adjoint analysis of the topology optimization problems is implemented on real functional spaces with removing the variational of the conjugate operator; the self-consistent adjoint sensitivity is derived, and the phase-dependence problem is avoided for the derived structural topology. Several numerical examples are implemented to demonstrate the robustness of the derived self-consistent adjoint analysis.

[1]  J. Nédélec Mixed finite elements in ℝ3 , 1980 .

[2]  Hokyung Shim,et al.  Level Set-Based Topology Optimization for Electromagnetic Systems , 2009, IEEE Transactions on Magnetics.

[3]  Yongmin Liu,et al.  Topology optimization of metal nanostructures for localized surface plasmon resonances , 2016 .

[4]  Qing Li,et al.  A variational level set method for the topology optimization of steady-state Navier-Stokes flow , 2008, J. Comput. Phys..

[5]  Tsuyoshi Nomura,et al.  Structural topology optimization for the design of broadband dielectric resonator antennas using the finite difference time domain technique , 2007 .

[6]  Shanhui Fan,et al.  Choice of the perfectly matched layer boundary condition for frequency-domain Maxwell's equations solvers , 2012, J. Comput. Phys..

[7]  G. Rozvany Aims, scope, methods, history and unified terminology of computer-aided topology optimization in structural mechanics , 2001 .

[8]  James K. Guest,et al.  Achieving minimum length scale in topology optimization using nodal design variables and projection functions , 2004 .

[9]  J. Korvink,et al.  Topology optimization for three-dimensional electromagnetic waves using an edge element-based finite-element method , 2016, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[10]  Tsuyoshi Nomura,et al.  Topology optimization of grating couplers for the efficient excitation of surface plasmons , 2010 .

[11]  M. Moskovits Surface-enhanced spectroscopy , 1985 .

[12]  Takayuki Yamada,et al.  Level set based topology optimization for optical cloaks , 2013 .

[13]  M. Bendsøe,et al.  Topology Optimization: "Theory, Methods, And Applications" , 2011 .

[14]  K. Maute,et al.  An explicit level set approach for generalized shape optimization of fluids with the lattice Boltzmann method , 2011 .

[15]  Peter Monk,et al.  Finite Element Methods for Maxwell's Equations , 2003 .

[16]  Sajid Ali,et al.  Complex Lie Symmetries for Variational Problems , 2008 .

[17]  Jakob S. Jensen,et al.  Topology optimization of photonic crystal structures: a high-bandwidth low-loss T-junction waveguide , 2005 .

[18]  Ole Sigmund,et al.  A topology optimization method for design of negative permeability metamaterials , 2010 .

[19]  Amr M. Baz,et al.  Topology optimization of a plate coupled with acoustic cavity , 2009 .

[20]  L. H. Olesen,et al.  A high‐level programming‐language implementation of topology optimization applied to steady‐state Navier–Stokes flow , 2004, physics/0410086.

[21]  Ole Sigmund,et al.  Topology optimized low-contrast all-dielectric optical cloak , 2011 .

[22]  Jean-Pierre Berenger,et al.  A perfectly matched layer for the absorption of electromagnetic waves , 1994 .

[24]  Kresten Yvind,et al.  Topology optimized mode conversion in a photonic crystal waveguide , 2013, 2013 IEEE Photonics Conference.

[25]  B. Shen,et al.  An integrated-nanophotonics polarization beamsplitter with 2.4 × 2.4 μm2 footprint , 2015, Nature Photonics.

[26]  M. Bendsøe,et al.  Topology optimization of heat conduction problems using the finite volume method , 2006 .

[27]  Ole Sigmund,et al.  Topology Optimization of Sub-Wavelength Antennas , 2011, IEEE Transactions on Antennas and Propagation.

[28]  David R. Smith,et al.  Interparticle Coupling Effects on Plasmon Resonances of Nanogold Particles , 2003 .

[29]  Takayuki Yamada,et al.  A topology optimization method based on the level set method for the design of negative permeability dielectric metamaterials , 2012 .

[30]  Stefan Ulbrich,et al.  Optimization with PDE Constraints , 2008, Mathematical modelling.

[31]  Ole Sigmund,et al.  Towards all-dielectric, polarization-independent optical cloaks , 2012 .

[32]  A. Michell LVIII. The limits of economy of material in frame-structures , 1904 .

[33]  Eddie Wadbro,et al.  Topology Optimization of Metallic Antennas , 2014, IEEE Transactions on Antennas and Propagation.

[34]  K. Svanberg The method of moving asymptotes—a new method for structural optimization , 1987 .

[35]  J. Petersson,et al.  Topology optimization of fluids in Stokes flow , 2003 .

[36]  Zhenyu Liu,et al.  Topology Optimization-Based Computational Design Methodology for Surface Plasmon Polaritons , 2015, Plasmonics.

[37]  Yuhang Chen,et al.  Topology optimization for negative permeability metamaterials using level-set algorithm , 2011 .

[38]  Bert Hecht,et al.  Evolutionary optimization of optical antennas. , 2012, Physical review letters.

[39]  J. Nédélec A new family of mixed finite elements in ℝ3 , 1986 .

[40]  Mitsuru Kitamura,et al.  Cross-Sectional Shape Optimization of Whispering-Gallery Ring Resonators , 2012, Journal of Lightwave Technology.

[41]  Xiaofeng Zhao,et al.  Theoretical analysis and numerical experiments of variational adjoint approach for refractivity estimation , 2011 .

[42]  D. Norris,et al.  Plasmonic Films Can Easily Be Better: Rules and Recipes , 2015, ACS photonics.

[43]  O. Sigmund Morphology-based black and white filters for topology optimization , 2007 .

[44]  Ping Zhang,et al.  Topology optimization of unsteady incompressible Navier-Stokes flows , 2011, J. Comput. Phys..

[45]  Jakob S. Jensen,et al.  Acoustic design by topology optimization , 2008 .

[46]  Qing Li,et al.  A level-set procedure for the design of electromagnetic metamaterials. , 2010, Optics express.

[47]  Zhenyu Liu,et al.  Topology Optimization Theory for Laminar Flow , 2018 .

[48]  Jian-Ming Jin,et al.  The Finite Element Method in Electromagnetics , 1993 .

[49]  Ole Sigmund,et al.  Geometric properties of optimal photonic crystals. , 2008, Physical review letters.

[50]  Ole Sigmund,et al.  On projection methods, convergence and robust formulations in topology optimization , 2011, Structural and Multidisciplinary Optimization.

[51]  Ole Sigmund,et al.  Time domain topology optimization of 3D nanophotonic devices , 2014 .

[52]  D. Sarid,et al.  Modern Introduction to Surface Plasmons: Theory, Mathematica Modeling, and Applications , 2010 .

[53]  O. Sigmund,et al.  Filters in topology optimization based on Helmholtz‐type differential equations , 2011 .

[54]  Wei Li,et al.  Level-set based topology optimization for electromagnetic dipole antenna design , 2010, J. Comput. Phys..

[55]  Alexander Y. Piggott,et al.  Inverse design and demonstration of a compact and broadband on-chip wavelength demultiplexer , 2015, Nature Photonics.

[56]  Toshihiro Okamoto,et al.  Cross-Sectional Optimization of Whispering-Gallery Mode Sensor With High Electric Field Intensity in the Detection Domain , 2014, IEEE Journal of Selected Topics in Quantum Electronics.

[57]  James K. Guest,et al.  Topology optimization of creeping fluid flows using a Darcy–Stokes finite element , 2006 .