towards materials which exhibit negative refraction and ... · diaz and sigmund (2009), smo...

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Topology Optimization and its applications to and its applications to mechanics and wave propagation problems Ole Sigmund wave propagation problems Department of Mechanical Engineering Technical University of Denmark Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Towards Systematic Design Systematic Design of Metamaterials Ole Sigmund Metamaterials Department of Mechanical Engineering Technical University of Denmark Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Metamaterials Wikipedia: ”Among electromagnetics researchers, the term is often used, quite narrowly for materials which exhibit negative refractionnarrowly, for materials which exhibit negative refractionTransformation optics, Leonhardt, Pendry a.o. DARPA (2001): DARPA (2001): “Metamaterials are (a new class of) ordered composites that exhibit exceptional properties not readily observed in natureOle Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Design problem Find the periodic microstructure that has extreme or some prescribed properties has extreme or some prescribed properties * ijkl C * * * α κ ij ij Periodic material Base cell * * ε μ Metamaterial design/synthesis Inverse problem Inverse homogenization Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Inverse homogenization Sigmund (1994), IJSS, 31, pp. 2313-2329 The Homogenization Problem Base cell Homogenized elastic properties Periodic material Base cell * 1 kl p ijkl ijkl ijpq Y q w C C C dY Y y = Homogenized elastic properties q 0( ) kl p kl i i w v v C dY C dY V Where is the solution to the equilibrium equation kl p w 0( ) , p kl i i ijpq ijpq pq Y Y q j j C dY C dY v V y y y ε = { } periodic is : = Y v v V Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Solved by Finite Element Analysis The Topology Optimization method Bendsøe and Kikuchi (1988) ? ? Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark Other applications Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark The ”Inverse Homogenization Problem” 0/1 Integer problem • Combinations: N=10, M=5 => 252 N=20, M=10 => 185.000 Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark N=40, M=20 => 1.4·10 9 N=100, M=50 => 10 29 Continuous variables Element stiffness interpolation: interpolation: 1 1 Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

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Page 1: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

Topology Optimization and its applications to and its applications to

mechanics and wave propagation problems

Ole Sigmund

wave propagation problems

g

Department of Mechanical EngineeringTechnical University of Denmark

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Towards Systematic Design Systematic Design

of Metamaterials

Ole Sigmund

Metamaterials

g

Department of Mechanical EngineeringTechnical University of Denmark

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Metamaterials

Wikipedia:”Among electromagnetics researchers, the term is often used, quitenarrowly for materials which exhibit negative refraction”narrowly, for materials which exhibit negative refraction”

Transformation optics,Leonhardt, Pendry a.o.

DARPA (2001):DARPA (2001):“Metamaterials are (a new class of) ordered composites thatexhibit exceptional properties not readily observed in nature”

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Design problem

Find the periodic microstructure that has extreme or some prescribed propertieshas extreme or some prescribed properties

⎪⎧ *

ijklC

⎪⎪⎪

⎨*

*

*

ακ

ij

ij

Periodic material Base cell ⎪⎪⎪

⎩*

*

ε

μ

• Metamaterial design/synthesis

• Inverse problem

• Inverse homogenization

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

• Inverse homogenization

Sigmund (1994), IJSS, 31, pp. 2313-2329

The Homogenization Problem

Base cell

Homogenized elastic properties

Periodic material

Base cell

* 1 klp

ijkl ijkl ijpqYq

wC C C dY

Y y⎛ ⎞∂

= −⎜ ⎟⎜ ⎟∂⎝ ⎠∫

Homogenized elastic properties

qy⎝ ⎠

0( )klp kli iw v vC dY C dY V

∂ ∂ ∂∀∫ ∫

Where is the solution to the equilibrium equation klpw

0( ) ,p kli iijpq ijpq pqY Y

q j j

C dY C dY v Vy y y

ε= ∀ ∈∂ ∂ ∂∫ ∫

{ }periodicis: −= YvvV

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

{ }Solved by Finite Element Analysis

The Topology Optimization methodBendsøe and Kikuchi (1988)

??

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Other applications

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

The ”Inverse Homogenization Problem”

0/1 Integer problem

• Combinations: N=10, M=5 => 252N=20, M=10 => 185.000

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

N=40, M=20 => 1.4·109

N=100, M=50 => 1029

Continuous variables

Element stiffnessinterpolation:interpolation:

11

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Page 2: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

The Topology Optimization process

Initialize FEM

HomogenizationFinite Element Analysis

Sensitivity analysis by adjoint methodSensitivity Analysis

Filtering (mesh-independency)

Optimization (material redistribution)

Mathematical Programming: M th d f M i A t t (MMA)

ρe converged?

yes

no

Method of Moving Asymptotes (MMA), Svanberg (1987)

Plot results

STOP

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

STOP

Material with negative Poisson’s ratio

DTU Nanotech

Halloran UofM

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Halloran, UofM

Bone microstructures

B i t t

Head of Femur (Gibson and Ashby (1988))

Bone microstructure (Fazzalari et al. (1989))

Bone microstructure(Scanned by Odgaard)

( y ( ))

It has been claimed that bone structure is optimized with respect to stiffnessoptimized with respect to stiffness

Is this true?

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Is this true?

Optimized ”Bone” microstructures

Maximize bulk modulus for hydrostatic loadand volume constraint 30%

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Practical observations in bone microstructures

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

All pictures taken from Gibson and Ashby (1988)

A two-physics competition problem

Elasticity problem:

Porous flow:

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Comparison with theoretical boundsHashin Strikhman: k*=0.1294 (density = 0.3)

Cubic symmetry:Closed cell: kH=0.127

Open cell (κH>40%): kH=0.081

Isotropy:Closed cell: kH=0.123

O ll ( H>40%) kH 0 085

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Open cell (κH>40%): kH=0.085

Material with negative thermal expansion

11 =α102 =α 10=α

121 == EE

02.4* −=α

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Sigmund and Torquato, APL, 69, 3203-3205 (1996) Halloran, UofM

Comparisons with bounds for thermal expansionSigmund and Torquato, APL, 69, 3203-3205 (1996)g q , , , ( )

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Page 3: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

Photonic crystal based waveguides

5 μm 430 nm

Yablonovitch John a oYablonovitch, John a.o.

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Borel et al, (2004-2007)Jensen and Sigmund (2004,2005)

What microstructure maximizes the band gap?

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Band gap optimization

k? ? ? ? ?

1k

2kπ

M

? ? ? ? ?? ? ? ? ?? ? ? ? ?? ? ? ? ? 1k

ππ−

π−

XΓ? ? ? ? ?? ? ? ? ?

Γ MX Γ

π

?Maximize relative band gap between bands n and n+1:

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Two-step approach

Make exhaustive search hon coarse mesh

Fine design by gradienth fi happroach on fine mesh

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Coarse discretization

Square cell:10 by 10 elements15 variables215 =33768 combinations6298 combinations after reduction

Rhombic cell:11 b 11 elements11 by 11 elements16 variables216 =65536 combinations15450 combinations after reduction

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Reduction: f<10%, f>90%, isolated elements, translational copies

Composite TE (red) and TM (blue) structures

Band 1-2 Band 2-3 ….

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Band 15-16

Composite TE (red) and TM (blue) structures

Band 1-2 Band 2-3 …

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Band 15-16

Geometrical quality measures

• Mesh quality factor (not too good)Mesh quality factor (not too good)

• Air filling fraction (pretty good but) not good for design

• Perimeter of cell walls (for TE walls, pretty good)

• Packing factors

• Cybulski et al., “Minimization of the Renyi entropy production in the space-partitioning process”, Phys Rev. E, 71, 046130 (2005)

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Conjecture

Optimal photonic band gap structures for gaps between band n and n+1g pcan be found by a purely geometric rule:

TM-polarization:n elliptic rods with centers defined by the generators of the optimal centroidal Voronoi tesselationof the optimal centroidal Voronoi tesselation

TE-polarization:Th ll f b l iThe walls of above tesselation

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Page 4: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

Centroidal Voronoi tesselation

A Voronoi tessellation is called centroidal when the generating point of each Voronoi cell is also its mean (center of mass).

It can be viewed as an optimal partition corresponding to an optimal distribution of generators

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Lloyd’s algorithm

Example: n=10

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Composite TE and TM structures

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Composite TE and TM structures

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

”Geometric properties of optimal photonic band gap structures”

Sigmund & Hougaard, PRL, 2008, 100, 153904

The overall optimal planar photonic band gap structures are:

Sigmund & Hougaard, PRL, 2008, 100, 153904

The overall optimal planar photonic band gap structures are:

TM: 48% TE: 52%

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

TM: 48% TE: 52%

What about 3d?

8.5% (7%)( )

16.6% (13.6%)

By Niels Aage32.2% (31.4%)

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Issues: Discretization, CPU-time, parallellization, symmetries

Electromagnetic metamaterials

Cloaking Super lensing Antennas

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Cloaking Super lensing Antennas

Small antennas for hearing aids

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Electromagnetic metamaterials

Cell size: a<< λCell size: a<< λ

Microwave regime: a ~ 1cm

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Optical regime: a ~ 100nm

Page 5: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

Challenges in EM metamaterial design (I)

• Skin depth issue for FE discretizationp

Skin depth in Copper, δ<1 μmC ll i 1 Cell size ~ 1 cmFE-discretization ~ 20.0003

Skin depth

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Maxwell’s equations

Maxwell’s equation for harmonic waves

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Resolving the skin depth issue

Impedance BC

Cut through square conductor

Conventionaldiscretization

TopOptdiscretization

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Aage, Mortensen and Sigmund (2009), submitted

2D test case, field concentrator

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Aage, Mortensen and Sigmund (2009), submitted

Challenges in EM metamaterial design (II)

• Extracting effective properties

Field averagingSmith and Pendry (2006)

S-parameter extractionSmith et al. (2002) a.o.

Field summationLerat et al. (2006)

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

”Classical” homogenization approaches

Parameter retrieval from S-paramters

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Smith et al. (2005)

Dis-continuous branches

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

2D Electromagnetic Metamaterial design

?dPEC

?

??? ?

air

??????

PEC

??? Governing equation:?? Interpolation:

Objective function:

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Objective function:

Challenges in EM metamaterial design (III)

air

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

μ=0.89+0.00i, |S11|= |S22|= 0.69, |S21|= 0.72

Page 6: Towards materials which exhibit negative refraction and ... · Diaz and Sigmund (2009), SMO accepted Conclusions • Metamaterials in a wide range of physical disciplines can be systematically

Circular inclusion

airair

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

2D design example

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

First 3D design examples

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Diaz and Sigmund (2009), SMO accepted

Conclusions

• Metamaterials in a wide range of physical disciplines can be systematically synthesized using topology can be systematically synthesized using topology optimization

• Our (presently) biggest challenge is to determine effective propeties of electromagnetic metamaterials

i t tlconsistently

• More results on the way• More results on the way

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Future work (”bridging to another scale”)

”The inverse band-structure problem of finding an atomic configurationwith given electronic properties”g p pFranceschetti and Zunger, Nature 402, 60-63, (1999)

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Th k f tt ti !Thank you for your attention!

M i f tMore info atwww.topopt.dtu.dk

d dkwww.topant.dtu.dk

Sponsors:FTP – TopAnt project (Danish Technical Research Agency)FTP TopAnt project (Danish Technical Research Agency)HTF – w. DTI and Widex (Danish Nat. Adv. Tech. Foundation)DCSC – (Danish Center for Scientific Computing)Elite Research Prize (Danish Minister of Science)

Ole Sigmund, Mechanical Engineering, Solid Mechanics Technical University of Denmark

Elite Research Prize (Danish Minister of Science)EURYI (EU)