theoretical and computational aspects of the svm, ebcm, and pmm methods in light scatteringby small...

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Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scattering by small particles V. B. Il’in 1,2,3 V. G. Farafonov 2 A. A. Vinokurov 2,3 1 Saint-Petersburg State University, Russia 2 Saint-Petersburg State University of Aerospace Instrumentation, Russia 3 Pulkovo Observatory, Saint-Petersburg, Russia 12th Electromagnetic & Light Scattering Conference Il’in, Farafonov, Vinokurov (Russia) ELS-XII 1 / 46

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Page 1: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Theoretical and computational aspectsof the SVM, EBCM, and PMM methods

in light scattering by small particles

V. B. Il’in1,2,3 V. G. Farafonov2 A. A. Vinokurov2,3

1Saint-Petersburg State University, Russia2Saint-Petersburg State University of Aerospace Instrumentation, Russia

3Pulkovo Observatory, Saint-Petersburg, Russia

12th Electromagnetic & Light Scattering Conference

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 1 / 46

Page 2: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Wave Equations and Functions

Maxwell equations

Helmholts equations for E(r), H(r)

∆E(r) + k2(r)E(r) = 0,

where k is the wavenumber

Vector wave functions Fν(r)

For time-harmonic fieldsE(r, t) = E(r) exp(−iωt)

Solutions

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 2 / 46

Page 3: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Wave Equations and Functions

Additional condition divE(r) = 0 leads to:

Fν(r) = Maν(r) = rot(a ψν(r)),

Fν(r) = Naν(r) = rot rot(a ψν(r))/k ,

where a is a vector, ψν(r) are solutions to

∆ψν + k2ψν = 0.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 3 / 46

Page 4: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Field/Potential Expansions

It looks natural to search for unknown fields as

E(r) =∑ν

aνFν(r),

or equivalentlyU,V (r) =

∑ν

aνψν(r),

where U,V are scalar potentials, e.g.

E = rot(bU) + rot rot(cV ).

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 4 / 46

Page 5: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Field/Potential Expansions

In all the methods vector/scalar wave functions are represented as:in spherical coordinates (r , θ, ϕ):

ψν(r) = zn(r)Pmn (θ) exp(imϕ),

in spheroidal coordinates (ξ, η, ϕ):

ψν(r) = Rnm(c , ξ)Snm(c , η) exp(imϕ),

where c is a parameter.

So, separation of variables is actually used in all 3 methods.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 5 / 46

Page 6: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Field/Potential Expansions

In all the methods vector/scalar wave functions are represented as:in spherical coordinates (r , θ, ϕ):

ψν(r) = zn(r)Pmn (θ) exp(imϕ),

in spheroidal coordinates (ξ, η, ϕ):

ψν(r) = Rnm(c , ξ)Snm(c , η) exp(imϕ),

where c is a parameter.

So, separation of variables is actually used in all 3 methods.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 5 / 46

Page 7: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Separation of Variables Method (SVM)

Field expansions are substituted in the boudary conditions

(Einc + Esca)× n = Eint × n, r ∈ ∂Γ,

where n is the outer normal to the particle surface ∂Γ.The conditions are mutiplied by the angular parts of ψν with differentindices and then are integrated over ∂Γ. This yelds the followingsystem: (

A BC D

)(xsca

xint

)=

(EF

)xinc,

where xinc, xsca, xint are vectors of expansion coefficients, A, . . .F —matrices of surface integrals.Generalised SVM1

1see (Kahnert, 2003)Il’in, Farafonov, Vinokurov (Russia) ELS-XII 6 / 46

Page 8: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Extended Boundary Condition Method (EBCM)

Field expansions are substituted in the extended boundary condition:

rot∫∂Γ

n(r)× Eint(r)G(r′, r)ds − . . . =

{−Einc(r′), r′ ∈ Γ−,

Esca(r′), r′ ∈ Γ+.

Due to linear independence of wave functions we get(0 QsI Qr

)(xsca

xint

)=

(I0

)xinc,

where Qs , Qr are matrices, whose elements are surface integrals.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 7 / 46

Page 9: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Generalized Point Matching Method (gPMM)

Residual of the standard boundary conditions

δ =M∑

s=1

(∣∣(Einc + Esca − Eint)× n∣∣2 + . . .

), r = rs ∈ ∂Γ.

Minimizing residual in the least squares sense gives(A BC D

)(xsca

xint

)=

(EF

)xinc,

Sum in δ can be replaced with surface integral2

2see (Farafonov & Il’in, 2006)Il’in, Farafonov, Vinokurov (Russia) ELS-XII 8 / 46

Page 10: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Comparison of gPMM and Integral gPMM

1 — PMM, M = N,2 — gPMM, M = 2N,3 — gPMM, M = 4N,5 — iPMM, M = N,6 — iPMM, M = 1.5N.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 9 / 46

Page 11: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Key questions

1 EBCM, SVM, and PMM use the same field expansions. Does it resultin their similar behavior? How close are they?[Yes and Generally close, but in important detail not.]

2 It is well known from numerical experiments that EBCM with aspherical basis [being a widely used approach] gives high accuracyresults for some shapes, while for some others it cannot provide anyreliable results. Why? What can be said about theoretical applicabilityof EBCM?[We have some answers, but not anything is clear.]

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 10 / 46

Page 12: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Key questions

1 EBCM, SVM, and PMM use the same field expansions. Does it resultin their similar behavior? How close are they?[Yes and Generally close, but in important detail not.]

2 It is well known from numerical experiments that EBCM with aspherical basis [being a widely used approach] gives high accuracyresults for some shapes, while for some others it cannot provide anyreliable results. Why? What can be said about theoretical applicabilityof EBCM?[We have some answers, but not anything is clear.]

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 10 / 46

Page 13: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Key questions

1 EBCM, SVM, and PMM use the same field expansions. Does it resultin their similar behavior? How close are they?[Yes and Generally close, but in important detail not.]

2 It is well known from numerical experiments that EBCM with aspherical basis [being a widely used approach] gives high accuracyresults for some shapes, while for some others it cannot provide anyreliable results. Why? What can be said about theoretical applicabilityof EBCM?[We have some answers, but not anything is clear.]

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 10 / 46

Page 14: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Key questions

1 EBCM, SVM, and PMM use the same field expansions. Does it resultin their similar behavior? How close are they?[Yes and Generally close, but in important detail not.]

2 It is well known from numerical experiments that EBCM with aspherical basis [being a widely used approach] gives high accuracyresults for some shapes, while for some others it cannot provide anyreliable results. Why? What can be said about theoretical applicabilityof EBCM?[We have some answers, but not anything is clear.]

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 10 / 46

Page 15: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Singularities of analytic continuations of the fields

Obviously, a plane wave has no such singularities.But a plane wave incident at a scatterer is known to produce scatteredfield outside it and incident field inside it.Generally, analytic continuations of both the scattered field (inside thescatterer) and of the internal field (outside it) may have singularitiesdepending on the scatterer shape.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 11 / 46

Page 16: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Singularities of analytic continuations of the fields

Obviously, a plane wave has no such singularities.But a plane wave incident at a scatterer is known to produce scatteredfield outside it and incident field inside it.Generally, analytic continuations of both the scattered field (inside thescatterer) and of the internal field (outside it) may have singularitiesdepending on the scatterer shape.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 11 / 46

Page 17: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Singularities of analytic continuations of the fields

Obviously, a plane wave has no such singularities.But a plane wave incident at a scatterer is known to produce scatteredfield outside it and incident field inside it.Generally, analytic continuations of both the scattered field (inside thescatterer) and of the internal field (outside it) may have singularitiesdepending on the scatterer shape.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 11 / 46

Page 18: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Singularities for a spheroid and Chebyshev particle

Spheroid

d sca =√

a2 − b2,

d int =∞.

Chebyshev particler(θ, ϕ) = r0(1 + ε cos nθ)

d sca = f (r0, n, ε),

d int = g(r0, n, ε).

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 12 / 46

Page 19: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Near Field

1 In spherical coordinates

ψν(r , θ, ϕ) = zn(r)Pmn (θ) exp(imϕ).

2 For r → 0 or ∞: zn(r) behaves like rk .3 Series U,V (r) =

∑ν aνψν(r) can be transformed into power series.

4 Radius of convergence is determined by the nearest singularity.

For scattered field: r ∈ (max d sca,∞) .

For internal field: r ∈[0,min d int) .

5 In spheroidal coordinates, it is not that simple!

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 13 / 46

Page 20: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Near Field

1 In spherical coordinates

ψν(r , θ, ϕ) = zn(r)Pmn (θ) exp(imϕ).

2 For r → 0 or ∞: zn(r) behaves like rk .3 Series U,V (r) =

∑ν aνψν(r) can be transformed into power series.

4 Radius of convergence is determined by the nearest singularity.

For scattered field: r ∈ (max d sca,∞) .

For internal field: r ∈[0,min d int) .

5 In spheroidal coordinates, it is not that simple!

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 13 / 46

Page 21: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Near Field

1 In spherical coordinates

ψν(r , θ, ϕ) = zn(r)Pmn (θ) exp(imϕ).

2 For r → 0 or ∞: zn(r) behaves like rk .3 Series U,V (r) =

∑ν aνψν(r) can be transformed into power series.

4 Radius of convergence is determined by the nearest singularity.

For scattered field: r ∈ (max d sca,∞) .

For internal field: r ∈[0,min d int) .

5 In spheroidal coordinates, it is not that simple!

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 13 / 46

Page 22: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Near Field

1 In spherical coordinates

ψν(r , θ, ϕ) = zn(r)Pmn (θ) exp(imϕ).

2 For r → 0 or ∞: zn(r) behaves like rk .3 Series U,V (r) =

∑ν aνψν(r) can be transformed into power series.

4 Radius of convergence is determined by the nearest singularity.

For scattered field: r ∈ (max d sca,∞) .

For internal field: r ∈[0,min d int) .

5 In spheroidal coordinates, it is not that simple!

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 13 / 46

Page 23: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Near Field

1 In spherical coordinates

ψν(r , θ, ϕ) = zn(r)Pmn (θ) exp(imϕ).

2 For r → 0 or ∞: zn(r) behaves like rk .3 Series U,V (r) =

∑ν aνψν(r) can be transformed into power series.

4 Radius of convergence is determined by the nearest singularity.

For scattered field: r ∈ (max d sca,∞) .

For internal field: r ∈[0,min d int) .

5 In spheroidal coordinates, it is not that simple!

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 13 / 46

Page 24: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid singularities, a/b = 1.4

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 14 / 46

Page 25: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid singularities, a/b = 2.0

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 15 / 46

Page 26: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid singularities, a/b = 2.5

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 16 / 46

Page 27: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid convergence in the near field, a/b = 1.4

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 17 / 46

Page 28: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid convergence in the near field, a/b = 1.8

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 18 / 46

Page 29: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid convergence in the near field, a/b = 2.5

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 19 / 46

Page 30: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Spheroid convergence in the near field, a/b = 3.5

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 20 / 46

Page 31: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Rayleigh hypothesis

We use a generalized and simplified definition of the term as anassumption that field expansions in terms of wave functionsconverge everywhere up to the scatterer surface.In spherical coordinates and for spherical basis:

max d sca < min r(θ, ϕ) and max r(θ, ϕ) < min d int.

As field expansions are substituted in the boundary conditions,Rayleigh hypothesis seems to be required to be valid.However, we know that the methods provide accurate results whenRayleigh hypothesis is not valid.Do we realy need Rayleigh hypothesis to be valid?

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 21 / 46

Page 32: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Rayleigh hypothesis

We use a generalized and simplified definition of the term as anassumption that field expansions in terms of wave functionsconverge everywhere up to the scatterer surface.In spherical coordinates and for spherical basis:

max d sca < min r(θ, ϕ) and max r(θ, ϕ) < min d int.

As field expansions are substituted in the boundary conditions,Rayleigh hypothesis seems to be required to be valid.However, we know that the methods provide accurate results whenRayleigh hypothesis is not valid.Do we realy need Rayleigh hypothesis to be valid?

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 21 / 46

Page 33: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Rayleigh hypothesis

We use a generalized and simplified definition of the term as anassumption that field expansions in terms of wave functionsconverge everywhere up to the scatterer surface.In spherical coordinates and for spherical basis:

max d sca < min r(θ, ϕ) and max r(θ, ϕ) < min d int.

As field expansions are substituted in the boundary conditions,Rayleigh hypothesis seems to be required to be valid.However, we know that the methods provide accurate results whenRayleigh hypothesis is not valid.Do we realy need Rayleigh hypothesis to be valid?

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 21 / 46

Page 34: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Rayleigh hypothesis

We use a generalized and simplified definition of the term as anassumption that field expansions in terms of wave functionsconverge everywhere up to the scatterer surface.In spherical coordinates and for spherical basis:

max d sca < min r(θ, ϕ) and max r(θ, ϕ) < min d int.

As field expansions are substituted in the boundary conditions,Rayleigh hypothesis seems to be required to be valid.However, we know that the methods provide accurate results whenRayleigh hypothesis is not valid.Do we realy need Rayleigh hypothesis to be valid?

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 21 / 46

Page 35: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Rayleigh hypothesis

We use a generalized and simplified definition of the term as anassumption that field expansions in terms of wave functionsconverge everywhere up to the scatterer surface.In spherical coordinates and for spherical basis:

max d sca < min r(θ, ϕ) and max r(θ, ϕ) < min d int.

As field expansions are substituted in the boundary conditions,Rayleigh hypothesis seems to be required to be valid.However, we know that the methods provide accurate results whenRayleigh hypothesis is not valid.Do we realy need Rayleigh hypothesis to be valid?

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 21 / 46

Page 36: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Infinite linear systems analysis

a11 a12 · · ·a21 a22 · · ·...

.... . .

x1

x2...

=

b1b2...

Kantorovich & Krylov (1958)Regular systems: ρi = 1−

∑∞k=1 |aik | > 0, (i = 1, 2, . . .).

Theorem. If ∃K > 0 : |bi | < Kρi , (i = 1, 2, . . .), thenI regular system is solvable,I it has the only solution,I solutions of truncated systems converge to it.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 22 / 46

Page 37: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Infinite linear systems analysis

a11 a12 · · ·a21 a22 · · ·...

.... . .

x1

x2...

=

b1b2...

Kantorovich & Krylov (1958)Regular systems: ρi = 1−

∑∞k=1 |aik | > 0, (i = 1, 2, . . .).

Theorem. If ∃K > 0 : |bi | < Kρi , (i = 1, 2, . . .), thenI regular system is solvable,I it has the only solution,I solutions of truncated systems converge to it.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 22 / 46

Page 38: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Infinite linear systems analysis

a11 a12 · · ·a21 a22 · · ·...

.... . .

x1

x2...

=

b1b2...

Kantorovich & Krylov (1958)Regular systems: ρi = 1−

∑∞k=1 |aik | > 0, (i = 1, 2, . . .).

Theorem. If ∃K > 0 : |bi | < Kρi , (i = 1, 2, . . .), thenI regular system is solvable,I it has the only solution,I solutions of truncated systems converge to it.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 22 / 46

Page 39: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Analysis of EBCM, gSVM and gPMM systems

gPMMSystem has positively determined matrix and hence has always the onlysolution.

EBCMSystem is regular and satisfies solvability condition if

max d sca < min d int.

gSVMThere is no such condition for SVM.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 23 / 46

Page 40: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Analysis of EBCM, gSVM and gPMM systems

gPMMSystem has positively determined matrix and hence has always the onlysolution.

EBCMSystem is regular and satisfies solvability condition if

max d sca < min d int.

gSVMThere is no such condition for SVM.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 23 / 46

Page 41: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Analysis of EBCM, gSVM and gPMM systems

gPMMSystem has positively determined matrix and hence has always the onlysolution.

EBCMSystem is regular and satisfies solvability condition if

max d sca < min d int.

gSVMThere is no such condition for SVM.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 23 / 46

Page 42: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Chebyshev particle singularities, n = 5, ε = 0.07

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 24 / 46

Page 43: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Chebyshev particle singularities, n = 5, ε = 0.14

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 25 / 46

Page 44: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Chebyshev particle singularities, n = 5, ε = 0.21

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 26 / 46

Page 45: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Solvability condition, EBCM

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 27 / 46

Page 46: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Solvability condition, SVM

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 28 / 46

Page 47: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Convergence of results, Chebyshev particle, n = 5, ε = 0.07

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 29 / 46

Page 48: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Convergence of results, Chebyshev particle, n = 5, ε = 0.14

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 30 / 46

Page 49: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Convergence of results, Chebyshev particle, n = 5, ε = 0.21

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 31 / 46

Page 50: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Paradox of the EBCM

EBCM solutions converge even if field expansions used in theboundary conditions diverge.How is this possible?Let’s consider Pattern Equation Method3.Search for far field pattern in terms of angular parts of ψν (as r →∞)As the patterns are defined only in the far field zone, one does notneed convergence of any expansions at scatterer boundary.We found that the infinite systems arisen in EBCM coincide withthose arisen in the PEM.When Rayleigh hypothesis is not valid, EBCM is notmathematically correct, but its applicability is extended in thefar field due to lucky coincindence with PEM.

3see works by Kyurkchan and SmirnovaIl’in, Farafonov, Vinokurov (Russia) ELS-XII 32 / 46

Page 51: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Paradox of the EBCM

EBCM solutions converge even if field expansions used in theboundary conditions diverge.How is this possible?Let’s consider Pattern Equation Method3.Search for far field pattern in terms of angular parts of ψν (as r →∞)As the patterns are defined only in the far field zone, one does notneed convergence of any expansions at scatterer boundary.We found that the infinite systems arisen in EBCM coincide withthose arisen in the PEM.When Rayleigh hypothesis is not valid, EBCM is notmathematically correct, but its applicability is extended in thefar field due to lucky coincindence with PEM.

3see works by Kyurkchan and SmirnovaIl’in, Farafonov, Vinokurov (Russia) ELS-XII 32 / 46

Page 52: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Paradox of the EBCM

EBCM solutions converge even if field expansions used in theboundary conditions diverge.How is this possible?Let’s consider Pattern Equation Method3.Search for far field pattern in terms of angular parts of ψν (as r →∞)As the patterns are defined only in the far field zone, one does notneed convergence of any expansions at scatterer boundary.We found that the infinite systems arisen in EBCM coincide withthose arisen in the PEM.When Rayleigh hypothesis is not valid, EBCM is notmathematically correct, but its applicability is extended in thefar field due to lucky coincindence with PEM.

3see works by Kyurkchan and SmirnovaIl’in, Farafonov, Vinokurov (Russia) ELS-XII 32 / 46

Page 53: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Paradox of the EBCM

EBCM solutions converge even if field expansions used in theboundary conditions diverge.How is this possible?Let’s consider Pattern Equation Method3.Search for far field pattern in terms of angular parts of ψν (as r →∞)As the patterns are defined only in the far field zone, one does notneed convergence of any expansions at scatterer boundary.We found that the infinite systems arisen in EBCM coincide withthose arisen in the PEM.When Rayleigh hypothesis is not valid, EBCM is notmathematically correct, but its applicability is extended in thefar field due to lucky coincindence with PEM.

3see works by Kyurkchan and SmirnovaIl’in, Farafonov, Vinokurov (Russia) ELS-XII 32 / 46

Page 54: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Paradox of the EBCM

EBCM solutions converge even if field expansions used in theboundary conditions diverge.How is this possible?Let’s consider Pattern Equation Method3.Search for far field pattern in terms of angular parts of ψν (as r →∞)As the patterns are defined only in the far field zone, one does notneed convergence of any expansions at scatterer boundary.We found that the infinite systems arisen in EBCM coincide withthose arisen in the PEM.When Rayleigh hypothesis is not valid, EBCM is notmathematically correct, but its applicability is extended in thefar field due to lucky coincindence with PEM.

3see works by Kyurkchan and SmirnovaIl’in, Farafonov, Vinokurov (Russia) ELS-XII 32 / 46

Page 55: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Equivalence of the EBCM and gSVM systems

It was generally shown earlier (e.g., Schmidt et al., 1998).We have strictly demonstrated that the matrix of EBCM infinitesystem can be transformed into the matrix of gSVM system and viceversa.

Qs = i[CTB− ATD

], Qr = i

[FTB− ETD

],

where A = ASVM , B = BSVM , . . .

If in iPMM residual ∆ = 0, then

APMM = AT∗A + CT∗A, . . .

Hence, iPMM infinite system is also equivalent to gSVM system.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 33 / 46

Page 56: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Equivalence of the EBCM and gSVM systems

It was generally shown earlier (e.g., Schmidt et al., 1998).We have strictly demonstrated that the matrix of EBCM infinitesystem can be transformed into the matrix of gSVM system and viceversa.

Qs = i[CTB− ATD

], Qr = i

[FTB− ETD

],

where A = ASVM , B = BSVM , . . .

If in iPMM residual ∆ = 0, then

APMM = AT∗A + CT∗A, . . .

Hence, iPMM infinite system is also equivalent to gSVM system.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 33 / 46

Page 57: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Equivalence of the EBCM and gSVM systems

It was generally shown earlier (e.g., Schmidt et al., 1998).We have strictly demonstrated that the matrix of EBCM infinitesystem can be transformed into the matrix of gSVM system and viceversa.

Qs = i[CTB− ATD

], Qr = i

[FTB− ETD

],

where A = ASVM , B = BSVM , . . .

If in iPMM residual ∆ = 0, then

APMM = AT∗A + CT∗A, . . .

Hence, iPMM infinite system is also equivalent to gSVM system.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 33 / 46

Page 58: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Equivalence of the EBCM and gSVM systems

It was generally shown earlier (e.g., Schmidt et al., 1998).We have strictly demonstrated that the matrix of EBCM infinitesystem can be transformed into the matrix of gSVM system and viceversa.

Qs = i[CTB− ATD

], Qr = i

[FTB− ETD

],

where A = ASVM , B = BSVM , . . .

If in iPMM residual ∆ = 0, then

APMM = AT∗A + CT∗A, . . .

Hence, iPMM infinite system is also equivalent to gSVM system.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 33 / 46

Page 59: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Truncation of infinite systems

For truncated systems the proof of equivalence is not correct.For EBCM and iPMM we have regular systems.For gSVM we couldn’t prove that systems are regular.Infinite EBCM and gSVM systems are equivalent, buttruncated are not.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 34 / 46

Page 60: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Truncation of infinite systems

For truncated systems the proof of equivalence is not correct.For EBCM and iPMM we have regular systems.For gSVM we couldn’t prove that systems are regular.Infinite EBCM and gSVM systems are equivalent, buttruncated are not.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 34 / 46

Page 61: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Truncation of infinite systems

For truncated systems the proof of equivalence is not correct.For EBCM and iPMM we have regular systems.For gSVM we couldn’t prove that systems are regular.Infinite EBCM and gSVM systems are equivalent, buttruncated are not.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 34 / 46

Page 62: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Truncation of infinite systems

For truncated systems the proof of equivalence is not correct.For EBCM and iPMM we have regular systems.For gSVM we couldn’t prove that systems are regular.Infinite EBCM and gSVM systems are equivalent, buttruncated are not.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 34 / 46

Page 63: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, prolate spheroid, a/b = 1.5

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 35 / 46

Page 64: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, prolate spheroid, a/b = 2.0

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 36 / 46

Page 65: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, prolate spheroid, a/b = 2.5

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 37 / 46

Page 66: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, Chebyshev particle, n = 5, ε = 0.07

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 38 / 46

Page 67: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, Chebyshev particle, n = 5, ε = 0.14

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 39 / 46

Page 68: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Numerical comparison, Chebyshev particle, n = 5, ε = 0.21

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 40 / 46

Page 69: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Condition number for gSVM, EBCM, iPMM systems

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 41 / 46

Page 70: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

System matrix elements, SVM

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 42 / 46

Page 71: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

System matrix elements, EBCM

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 43 / 46

Page 72: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

System matrix elements, PMM

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 44 / 46

Page 73: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Layered scatterers

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 45 / 46

Page 74: Theoretical and computational aspects of the SVM, EBCM, and PMM methods in light scatteringby small particles

Conclusions

1 Methods are very similar, but have key differencies.2 Methods applicability ranges are affected by singularities.3 Rayleigh hypothesis is required for near field computations.4 EBCM has solvability condition for far field.5 Infinite matrices of the methods’ systems are equivalent.6 Truncated matrices are not.7 Different methods are good for different particles.8 Systems are ill-conditioned from the beginning.9 Because of solvability condition EBCM doesn’t provide accurate

results for layered scatterers.

Il’in, Farafonov, Vinokurov (Russia) ELS-XII 46 / 46