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Analysis of a multiscale method for highly hetero-geneous Helmholtz problemsWorkshop “Waves in periodic media and metamaterials”, Cargèse 2016
M. Ohlberger B. Verfürth November 23-25, 2016living knowledgeWWU Münster
WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 2 /28
Motivation/Goal
DFG-project: Wave propagation in periodic structures andnegative refraction mechanisms
I Veselago 1968: negativerefractive index possible inmaterials with negative " and µ
I Since 2000, experimentaldesign of such metamaterials,mostly relying on periodicstructures Figure: Negative refraction1
We study artificial magnetism, i.e. occurrence of µeff 6= 1 innon-magnetic composites
1from Wikimedia Commons
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 3 /28
OverviewHeterogeneous Problem
Two-scale equation Homogenized eq.
Homogenization
Discrete two-scale eq. HMM
Discretization
Two-scale LOD
Reduction of pollution effect
Barbara Verfürth ([email protected])
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ledge
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 3 /28
OverviewHeterogeneous Problem
Two-scale equation Homogenized eq.
Homogenization
Discrete two-scale eq. HMM
Discretization
Two-scale LOD
Reduction of pollution effect
Barbara Verfürth ([email protected])
livingknow
ledge
WWUMünster
WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 3 /28
OverviewHeterogeneous Problem
Two-scale equation Homogenized eq.
Homogenization
Discrete two-scale eq. HMM
Discretization
Two-scale LOD
Reduction of pollution effect
Barbara Verfürth ([email protected])
livingknow
ledge
WWUMünster
WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 4 /28
Problem setting
Homogenization
Heterogeneous Multiscale Method
Numerical experiment
Localized Orthogonal Decomposition
Barbara Verfürth ([email protected])
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ledge
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 5 /28
Heterogeneous ProblemI two-dimensional geometry, magnetic field H = (0,0, u) fulfills
Helmholtz equation
�r · ("�1r ru)� k2u = 0
I scattering problem: scatterer ⌦ surrounded by vacuum ("�1r = 1
outside) and illuminated by incoming wave uiI boundary condition: G �� ⌦ sufficiently large and
ru · n� iku = g := rui · n� ikuiI �-periodic structure with high contrast inside ⌦
⌦
G
D
�2"�1i
Y⇤
"�1e
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 5 /28
Heterogeneous ProblemI two-dimensional geometry, magnetic field H = (0,0, u) fulfills
Helmholtz equation
�r · ("�1r ru)� k2u = 0
I scattering problem: scatterer ⌦ surrounded by vacuum ("�1r = 1
outside) and illuminated by incoming wave ui
I boundary condition: G �� ⌦ sufficiently large andru · n� iku = g := rui · n� ikui
I �-periodic structure with high contrast inside ⌦
⌦
G
D
�2"�1i
Y⇤
"�1e
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 5 /28
Heterogeneous ProblemI two-dimensional geometry, magnetic field H = (0,0, u) fulfills
Helmholtz equation
�r · ("�1r ru)� k2u = 0
I scattering problem: scatterer ⌦ surrounded by vacuum ("�1r = 1
outside) and illuminated by incoming wave uiI boundary condition: G �� ⌦ sufficiently large and
ru · n� iku = g := rui · n� ikui
I �-periodic structure with high contrast inside ⌦
⌦
G
D
�2"�1i
Y⇤
"�1e
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 5 /28
Heterogeneous ProblemI two-dimensional geometry, magnetic field H = (0,0, u) fulfills
Helmholtz equation
�r · ("�1r ru)� k2u = 0
I scattering problem: scatterer ⌦ surrounded by vacuum ("�1r = 1
outside) and illuminated by incoming wave uiI boundary condition: G �� ⌦ sufficiently large and
ru · n� iku = g := rui · n� ikuiI �-periodic structure with high contrast inside ⌦
⌦
G
D
�2"�1i
Y⇤
"�1e
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 5 /28
Heterogeneous ProblemFind u� 2 H1(G) such that
(a�ru�,r )G � k2(u�, )G � ik(u�, )@G = (g, )@G 8 2 H1(G)
periodic inclusions with high permittivity
I [Bouchitté, Felbacq 2004]
I [Bourel, Bouchitté, Felbacq 2009/2015], [Cherednichenko, Cooper 2015]
I Bouchitté, Lamacz, Schweizer 2010–2016
⌦
G
D
�2"�1i
Y⇤
"�1e
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 6 /28
Problem setting
Homogenization
Heterogeneous Multiscale Method
Numerical experiment
Localized Orthogonal Decomposition
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 7 /28
Two-scale equation
Theorem (cf. [Allaire 1992])
For � ! 0, (two-scale) limits of u� andp|a�|ru� characterized by triple
u := (u, u1, u2) 2 H := H1(G)⇥ L2(⌦;H1],0(Y
⇤))⇥ L2(⌦;H10(D)),
theunique solution to the two-scale equation
B(u, ) = (g, )@G 8 2 H
with two-scale sesquilinear form
B(v, ) := ("�1e (rv +ryv1),r +ry 1)⌦⇥Y⇤ + ("�1
i ryv2,ry 2)⌦⇥D
� k2(v + �Dv2, + �D 2)⌦⇥Y
+ (rv,r )G\⌦ � k2(v, )G\⌦ � ik(v, )@G
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 7 /28
Two-scale equation
Theorem (cf. [Allaire 1992])
For � ! 0, (two-scale) limits of u� andp|a�|ru� characterized by triple
u := (u, u1, u2) 2 H := H1(G)⇥ L2(⌦;H1],0(Y
⇤))⇥ L2(⌦;H10(D)), the
unique solution to the two-scale equation
B(u, ) = (g, )@G 8 2 H
with two-scale sesquilinear form
B(v, ) := ("�1e (rv +ryv1),r +ry 1)⌦⇥Y⇤ + ("�1
i ryv2,ry 2)⌦⇥D
� k2(v + �Dv2, + �D 2)⌦⇥Y
+ (rv,r )G\⌦ � k2(v, )G\⌦ � ik(v, )@G
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 8 /28
Homogenized equation
Theorem (cf. [Bouchitté, Felbacq 2004])
u from the two-scale limit is the unique solution of
Beff(u, ) = (g, )@G 8 2 H1(G),
Beff(u, ) := (aeffru,r )G � k2(µeff u, )G � ik(u, )@G
with effective parameters aeff and µeff computed from cell problems.
I aeff classical elliptic effective matrix (on Y⇤)I µeff :=
RY 1+ k2�Dw dy,
I where w 2 H10(D) solves
("�1i ryw,ry 2)D � k2(w, 2)D = (1, 2)D 8 2 2 H1
0(D)
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 8 /28
Homogenized equation
Theorem (cf. [Bouchitté, Felbacq 2004])
u from the two-scale limit is the unique solution of
Beff(u, ) = (g, )@G 8 2 H1(G),
Beff(u, ) := (aeffru,r )G � k2(µeff u, )G � ik(u, )@G
with effective parameters aeff and µeff computed from cell problems.
I aeff classical elliptic effective matrix (on Y⇤)I µeff :=
RY 1+ k2�Dw dy,
I where w 2 H10(D) solves
("�1i ryw,ry 2)D � k2(w, 2)D = (1, 2)D 8 2 2 H1
0(D)
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 9 /28
Effective permeability
µeff – variant I
µeff :=RY 1+ k2�Dw dy
µeff – variant II (cf. [Bouchitté, Felbacq])µeff = 1+
Pn
k2"i�n�k2"i
�RD �n
�2
with (�n,�n) eigenpair of Dirichlet Laplacian on D
I µeff k-dependent, real part can have positive or negative sign!I upper bound |µeff| CI lower bound Im(µeff) � Ck�2
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 9 /28
Effective permeability
µeff – variant I
µeff :=RY 1+ k2�Dw dy
µeff – variant II (cf. [Bouchitté, Felbacq])µeff = 1+
Pn
k2"i�n�k2"i
�RD �n
�2
with (�n,�n) eigenpair of Dirichlet Laplacian on D
I µeff k-dependent, real part can have positive or negative sign!I upper bound |µeff| CI lower bound Im(µeff) � Ck�2
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 9 /28
Effective permeability
20 30 40 50 60
�20
�10
0
10
20
Wavenumber k
Realandimaginarypartof
µeff
Re(µeff)Im(µeff)
I µeff k-dependent, real part can have positive or negative sign!I upper bound |µeff| CI lower bound Im(µeff) � Ck�2
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 10 /28
Stability of the effective equation
Theorem ([Ohlberger, V. 2016])
If G, ⌦ are star-shaped w.r.t. a ball and aeff|G\⌦ � aeff|⌦ neg. semi-definite,we have
krukG + kkukG . k3kfkG + k3/2kgkH1/2(@G).
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 10 /28
Stability of the effective equation
Theorem ([Ohlberger, V. 2016])
If G, ⌦ are star-shaped w.r.t. a ball and aeff|G\⌦ � aeff|⌦ neg. semi-definite,we have
krukG + kkukG . k3kfkG + k3/2kgkH1/2(@G).
I with Im(µeff ) � C independent of k: stability
krukG + kkukG . kkfkG + k1/2kgkH1/2(@G).
I inf-sup constant for B and Beff like k�4
I higher regularity u 2 H1+spw (G) for s > 1/2 with
kukH1+spw
C(kkuk1,k + kfkG + kgkH1/2(@G))
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 10 /28
Stability of the effective equation
Theorem ([Ohlberger, V. 2016])
If G, ⌦ are star-shaped w.r.t. a ball and aeff|G\⌦ � aeff|⌦ neg. semi-definite,we have
krukG + kkukG . k3kfkG + k3/2kgkH1/2(@G).
Idea of proofI stability for smooth a
I imaginary part of Beff(u, u): estimate for kuk⌦, kuk@GI real part of Beff(u, u): estimate for krukGI real part of Beff(u, x ·ru) (Rellich-type estimates): estimate for kukG\⌦
I smoothing of aeff: higher regularity of u needed
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 11 /28
Problem setting
Homogenization
Heterogeneous Multiscale Method
Numerical experiment
Localized Orthogonal Decomposition
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 12 /28
Numerical solution of multiscale problems
Direct solution infeasible) need for multiscale methods!
Examples:I Multiscale Finite Element Method (Efendiev, Hou)I Variational Multiscale Method (Hughes et.al., Larson, Målqvist)I Localized Orthogonal Decomposition (Målqvist, Peterseim)I Heterogeneous Multiscale Method
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 13 /28
Idea of the HMM
I FE method on coarse domain ⌦ withmacroscopic sesquilinear form
I local cell problems around eachquadrature point (localreconstructions)
I HMM also direct discretization withquadrature of the two-scale equation
TjY�l
xl
I related approaches: Engquist, E, Abdulle, Gloria, Grote, Stohrer, Ciarlet,Rungborg, Holst, Ming, Zhang, . . .
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 14 /28
Discretization of the two-scale equation
I triangulations TH of G and Th of YI discrete triple space VH,h ⇢ H consisting of linear Lagrange
elements: V1H ⇢ H1(G), eV1
h(Y⇤) ⇢ H1
],0(Y⇤) and V1
h(D) ⇢ H10(D)
I uH,h := (uH, uh,1, uh,2) 2 VH,h discrete two-scale solution to
B(uH,h, H,h) = (g, H)@G 8 H,h = ( H, h,1, h,2) 2 VH,h
I uh,1 = Kh,1(uH) and uh,2 = Kh,2(uH), where correctors Kh,1 and Kh,2solve discretized cell problems
I cell problems can be transformed back to �-scaled unit squaresaround macroscopic quadrature points) formulation in fashion ofthe Heterogeneous Multiscale Method
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 14 /28
Discretization of the two-scale equation
I triangulations TH of G and Th of YI discrete triple space VH,h ⇢ H consisting of linear Lagrange
elements: V1H ⇢ H1(G), eV1
h(Y⇤) ⇢ H1
],0(Y⇤) and V1
h(D) ⇢ H10(D)
I uH,h := (uH, uh,1, uh,2) 2 VH,h discrete two-scale solution to
B(uH,h, H,h) = (g, H)@G 8 H,h = ( H, h,1, h,2) 2 VH,h
I uh,1 = Kh,1(uH) and uh,2 = Kh,2(uH), where correctors Kh,1 and Kh,2solve discretized cell problems
I cell problems can be transformed back to �-scaled unit squaresaround macroscopic quadrature points) formulation in fashion ofthe Heterogeneous Multiscale Method
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 14 /28
Discretization of the two-scale equation
I triangulations TH of G and Th of YI discrete triple space VH,h ⇢ H consisting of linear Lagrange
elements: V1H ⇢ H1(G), eV1
h(Y⇤) ⇢ H1
],0(Y⇤) and V1
h(D) ⇢ H10(D)
I uH,h := (uH, uh,1, uh,2) 2 VH,h discrete two-scale solution to
B(uH,h, H,h) = (g, H)@G 8 H,h = ( H, h,1, h,2) 2 VH,h
I uh,1 = Kh,1(uH) and uh,2 = Kh,2(uH), where correctors Kh,1 and Kh,2solve discretized cell problems
I cell problems can be transformed back to �-scaled unit squaresaround macroscopic quadrature points) formulation in fashion ofthe Heterogeneous Multiscale Method
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 15 /28
Numerical analysis
Theorem ([Ohlberger, V. 2016])
Assuming sufficient regularity of the analytical two-scale solution, it holds:If k and H, h are coupled by
k5(H+ h) . 1,
then the discretization is stable
infvH,h2VH,h
sup H,h2VH,h
ReB(vH,h, H,h)
kvH,hke k H,hke& k�4
and quasi-optimal
ku� uH,hke . infvH,h2VH,h
ku� vH,hke . k4(H+ h)kgkH1/2(@G).
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 16 /28
Problem setting
Homogenization
Heterogeneous Multiscale Method
Numerical experiment
Localized Orthogonal Decomposition
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 17 /28
Setting for the numerical experiment
I scatterer ⌦ = (0.375,0.625)2
I artificial domain G = (0.25,0.75)2
I incoming wave exp(�ikx1) from theright
I inclusion D = (0.25,0.75)2 in theunit square
I "�1e = 10, "�1
i = 10� 0.01iI two situations: k = 38 “normal”
transmission; k = 29 “forbidden”frequency with Re(µeff) < 0
102 103 104
100
101
�0.64
k = 38k = 29
Figure: Energy error between HMMand (homogenized) referencesolution vs. number of grid entities
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 18 /28
k = 38
Figure: real part HMM solution Figure: line plot y = 0.545
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 18 /28
k = 38
Figure: real part “reconstruction” Figure: line plot y = 0.545
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 19 /28
k = 29
Figure: real part HMM solutionFigure: line plot y = 0.545
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 19 /28
k = 29
Figure: real part “reconstruction”Figure: line plot y = 0.545
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 20 /28
Problem setting
Homogenization
Heterogeneous Multiscale Method
Numerical experiment
Localized Orthogonal Decomposition
Barbara Verfürth ([email protected])
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 21 /28
Two-scale Localized Orthogonal DecompositionLOD for Helmholtz: Brown, Gallistl, Peterseim; LOD in general: Målqvist, Peterseim, Henning,Hellman, Morgenstern, Elfverson, Abdulle,. . .
I coarse discretization scales Hc > H and hc > h and stablequasi-interpolation operator (projection) IHc,hc : VH,h ! VHc,hc
I splitting VH,h = VHc,hc �WH,h withWH,h := ker IHc,hc
I subscale correction operator Q1 : VHc,hc ! WH,h defined via
B(w,Q1(vHc,hc)) = B(w, vHc,hc) 8w 2 WH,h.
I modified coarse scale space VHc,hc,1 := (1� Q1)VHc,hcI Find uHc,hc 2 VHc,hc such that
B(uHc,hc , Hc,hc) = (g, Hc)@G 8 Hc,hc 2 VHc,hc,1.
I exponential decay of correctors) truncation of corrector problemsto patches with sizemHc andmhc
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 21 /28
Two-scale Localized Orthogonal DecompositionLOD for Helmholtz: Brown, Gallistl, Peterseim; LOD in general: Målqvist, Peterseim, Henning,Hellman, Morgenstern, Elfverson, Abdulle,. . .
I coarse discretization scales Hc > H and hc > h and stablequasi-interpolation operator (projection) IHc,hc : VH,h ! VHc,hc
I splitting VH,h = VHc,hc �WH,h withWH,h := ker IHc,hcI subscale correction operator Q1 : VHc,hc ! WH,h defined via
B(w,Q1(vHc,hc)) = B(w, vHc,hc) 8w 2 WH,h.
I modified coarse scale space VHc,hc,1 := (1� Q1)VHc,hc
I Find uHc,hc 2 VHc,hc such that
B(uHc,hc , Hc,hc) = (g, Hc)@G 8 Hc,hc 2 VHc,hc,1.
I exponential decay of correctors) truncation of corrector problemsto patches with sizemHc andmhc
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 21 /28
Two-scale Localized Orthogonal DecompositionLOD for Helmholtz: Brown, Gallistl, Peterseim; LOD in general: Målqvist, Peterseim, Henning,Hellman, Morgenstern, Elfverson, Abdulle,. . .
I coarse discretization scales Hc > H and hc > h and stablequasi-interpolation operator (projection) IHc,hc : VH,h ! VHc,hc
I splitting VH,h = VHc,hc �WH,h withWH,h := ker IHc,hcI subscale correction operator Q1 : VHc,hc ! WH,h defined via
B(w,Q1(vHc,hc)) = B(w, vHc,hc) 8w 2 WH,h.
I modified coarse scale space VHc,hc,1 := (1� Q1)VHc,hcI Find uHc,hc 2 VHc,hc such that
B(uHc,hc , Hc,hc) = (g, Hc)@G 8 Hc,hc 2 VHc,hc,1.
I exponential decay of correctors) truncation of corrector problemsto patches with sizemHc andmhc
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 22 /28
Numerical Analysis
Theorem ([Ohlberger, V. 2016])
Under the assumption of a faithful reference solution uH,h 2 VH,h, it holds:If k and Hc, hc, and m are coupled by
k(Hc + hc) . 1, m ⇡ log(k),
the two-scale LOD is stable
infvHc,hc2VHc,hc
sup Hc,hc2VHc,hc,m
B(vHc,hc , Hc,hc)
kvHc,hcke k Hc,hcke& k�4
and quasi-optimal
kuH,h � uHc,hcke . infvHc,hc2VHc,hc
kuH,h � vHc,hcke.
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 23 /28
Summary and OutlookSummary
I homogenization for a Helmholtz problem with highly heterogeneousparameter
I stability of two-scale solution with factor k3
I Heterogeneous Multiscale Method is quasi-optimal if k5(H+ h) smallI Two-scale Localized Orthogonal Decomposition can be used to
reduce the pollution effect) k(Hc + hc) small andm ⇡ log(k)sufficient for quasi-optimality
OutlookI numerically investigate the resolution conditionI 3d case: highly heterogeneous bulk inclusions for a curl-curl-problemI highly heterogeneous parameter and more challenging topologies
(Helmholtz resonators, split rings, wires, etc.)
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WESTFÄLISCHEWILHELMS-UNIVERSITÄTMÜNSTER Multiscale method for Helmholtz problems 24 /28
ReferencesM. Ohlberger, B. VerfürthAnalysis of multiscale methods for the two-dimensional Helmholtzequation with highly heterogeneous coefficient. Part I.Homogenization and the Heterogeneous Multiscale MethodarXiv num. 1605.03400 arXiv Preprint
M. Ohlberger, B. VerfürthAnalysis of multiscale methods for the two-dimensional Helmholtzequation with highly heterogeneous coefficient. Part II. Two-scaleLocalized Orthogonal DecompositionarXiv num. 1605.03410 arXiv Preprint
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Barbara Verfürth ([email protected])