Unique determination of electromagnetic parameters from partial boundary measurements
Christian Daveau, Abdessatar Khelifi, Houssem Lihiou

TL;DR
This paper proves uniqueness in reconstructing electromagnetic parameters inside a domain using boundary measurements limited to an accessible part, and also identifies small perturbations in the refractive index.
Contribution
It establishes the uniqueness of the inverse boundary value problem for Maxwell's equations with partial boundary data and demonstrates the ability to detect small perturbations in the refractive index.
Findings
Uniqueness of the complex refractive index reconstruction from partial boundary data.
Ability to identify small volume perturbations of the refractive index.
Use of Dirichlet to Neumann and impedance maps for parameter recovery.
Abstract
We consider an inverse boundary value problem for the Maxwell's equations with a given data assumed to be known only in accessible part of the boundary. We aim to prove an uniqueness result using the Dirichlet to Neumann map with measurements limited to an open part of the boundary and we seek to reconstruct the complex refractive index in the interior of a bounded domain Further, using the impedance map restricted to , we may identify locations of small volume fraction perturbations of the refractive index.
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Taxonomy
TopicsNumerical methods in inverse problems · Electromagnetic Simulation and Numerical Methods · Microwave Imaging and Scattering Analysis
Unique determination of electromagnetic parameters from partial boundary measurements
Christian Daveau
Department of Mathematics, CNRS (UMR 8088), University of Cergy-Pontoise, 2 avenue Adolphe Chauvin, 95302 Cergy-Pontoise Cedex, France. (Email: [email protected])
Abdessatar Khelifi
Département de Mathématiques, Université de Carthage, Tunisie. (Email: [email protected])
Houssem Lihiou Department of Mathematics, Faculty of Sciences, 7021 Zarzouna, Bizerte, Tunisia. (Email: [email protected])
Abstract
We consider an inverse boundary value problem for the Maxwell’s equations with a given data assumed to be known only in accessible part of the boundary. We aim to prove an uniqueness result using the Dirichlet to Neumann map with measurements limited to an open part of the boundary and we seek to reconstruct the complex refractive index n in the interior of a bounded domain Further, using the impedance map restricted to , we may identify locations of small volume fraction perturbations of the refractive index.
Key words: Inverse problem, Maxwell’s equations, electromagnetic coefficients, partial data, reconstruction
Mathematics Subject Classifications: (MSC2010) 35Q61, 78M35, 35R30
1 Introduction
In this paper, we consider an inverse boundary value problems for the time-harmonic Maxwell’s equations in a bounded domain, that is, to reconstruct specific electromagnetic parameter: complex refractive index , as function of the spatial variable, from a specified set of partial electromagnetic field measurements taken on the boundary.
For a closely related problem to the one considered here, we refer the readers to the original work of Colton and Pivrinta in [12]. The authors showed that the refractive index (corresponding to e.g., known constant but unknown and ) can be uniquely determined by the far-field patters of scattered electric fields satisfying time-harmonic Maxwell’s equations. Their approach is based on the ideas, developed by Sylvester and Uhlmann in [33], of constructing CGO (Complex Geometric Optic) type of solutions. In this context, the unique recovery of electromagnetic parameters from the scattering amplitude was first proven in [12] under the assumption that the magnetic permeability is a constant. But, the unique recovery of general -electromagnetic parameters and from full boundary data was later proved in [27], and simplified in [29] by introducing the so-called generalized Sommerfeld potentials. Concerning boundary determination results, we may refer to [9, 16, 19, 24, 22, 14] and [34]. For a slightly more general approach and more background information, see also [28].
Inverse problems with partial data for scalar elliptic equations have attracted considerable attention recently. In [7, 18], the authors use Carleman estimates in their approaches. In [3], the authors use the local Dirichlet-to-Newmann map to recover the unknown coefficient by measuring on part of the boundary, but in [15] the author uses reflection arguments.
However, in electromagnetic problems concerned with the partial data problem, namely, to determine the parameters from the impedance map only made on part of the boundary, there are not as many results as in the scalar case. It is shown in [9] that if the measurements is taken only on a nonempty open subset for supported in , where the inaccessible part is part of a plane or a sphere, the electromagnetic parameters can still be uniquely determined. Combined with the augmenting argument in [29], the proof in [9] generalized the reflection technique used in [15]. As for another well-known method in dealing with partial data problems based on the Carleman estimates [7, 18], there are however significant difficulties in generalizing the method to the full system of Maxwell’s equations, e.g., the CGO solutions constructed using Carleman estimates.
The novelty of this paper lies in the use of partial electromagnetic field measurements taken on accessible part to recover a complex refractive index. These partial measurements are traduced by an exhibition of appropriate partial boundary measurements in the form of a restricted boundary mapping , specifically the mapping from the tangential components of the electric field E to the tangential components of curl E on the nonempty part . In this article, we consider the mapping which is closer to a natural generalization of the resistive map considered in impedance imaging applications. Our ideas and our methods differ from the approaches developed by Brown et al. in [5] or by Caro et al. in [9, 10]. Other inverse problems in electromagnetism in settings different to the ones in this paper have been considered in [2, 4, 17, 20, 21, 23, 35, 36, 30, 13, 14].
The outline of the paper is as follows. In the next section we recall some useful notation and function space, and we formulate the underlined problem. In Section , We eliminate the magnetic field and we reduce previous Maxwell’s equations to a system of equations for electric field . The global uniqueness result is provided. In Section , we derive a formula for calculating the unknown refractive index n from the local impedance map , and by the Fourier integral theorem. We conclude our paper in Section by applying the reconstruction procedure described before for identifying the locations of small volume fraction perturbations of the refractive index.
2 Problem formulation
In the present paper, the following notation is used. If is a function space, , , denotes the space of vector-valued functions with each of the components in . The usual -based Sobolev spaces are denoted by , . On the boundary of , the Sobolev spaces of tangential fields are defined as
[TABLE]
Here, is the exterior unit normal vector of the boundary at . We also need spaces of tangential fields having extra regularity. Let ”div” denote the surface divergence on (see, e.g., [11] or [26] for the definition). We define
[TABLE]
Finally, we remind that -spaces arise naturally through the tangential trace mapping acting on functions in the spaces of the type
[TABLE]
Here stands for the vector product. The div-spaces are discussed to some extent in the references [6], [11] and [31].
Throughout this paper, we use ”” to denote the standard scalar product in .
Let be a nonempty, open, and bounded set having a -smooth boundary . The unit normal vector to , which is directed into the exterior of , is denoted by . Moreover, we assume that the exterior domain is connected. Let be a smooth open subset of the boundary and denotes .
Consider first the boundary value problem of finding the electromagnetic fields E and H in a non-magnetic medium of bounded support :
[TABLE]
with the electric boundary condition
[TABLE]
Physically, is the time-harmonic electromagnetic field, is its (fixed) frequency,
[TABLE]
is the refractive index of the medium, denotes the electric permittivity of the conductor , denotes the magnetic permeability of , and denotes its conductivity.
Moreover, we recall that and are respectively the permittivity and the permeability in the vacuum.
We assume the following conditions on the material parameters.
Hypothesis 1
The permittivity , permeability , and conductivity are functions verifying the following properties.
The magnetic permeability is constant in this non-magnetic medium.
- -
For some positive constants , and ,
[TABLE]
- -
The function and the difference are in .
Now, under above properties we can claim that the refractive index n is a complex function satisfying for some , . Moreover, if we denote by the refractive index in , then we have .
It is known [29] that the above boundary value problem (1)-(2) has a unique solution except for a discrete set of electric resonance frequencies when . Assuming that is not a resonance frequency. Then according to [29, 27, 31, 32], and by considering electric field E instead of the magnetic H which considered in the previous references (see for example [29]), we can state that the following map
[TABLE]
called the impedance map is well defined.
Recall that,
[TABLE]
and scaling in (4) by the complex constant . Then, the following map
[TABLE]
which denoted also by and still called the impedance map, is well defined.
It is clear, that if is magnetic medium (), the mapping defined in (6) can not be comparable to those in the literature. This requires more attention and analysis, but we remove this consideration in the present paper.
3 Global uniqueness
We, now, eliminate the magnetic field from the equations (1)-(2) by dividing the first equation in (1) by and taking the curl to obtain the following system of equations for electric field :
[TABLE]
where is the wave number corresponding to the background, n the refractive index defined by (3), and is a given data on .
Introduce the trace space
[TABLE]
Here and in the sequel we identify f defined only on with its extension by [math] to all ().
Remark 1
Let , and suppose that is not an eigenfrequency of the following problem:
[TABLE]
*where was defined by (9). Then, is the local impedance map in this case.
Based on definition (6) and on Remark 1, the inverse boundary value problem is to recover n from the partial boundary measurements encoded as the well-defined local impedance map:
[TABLE]
We will prove the following main result, showing that partially boundary measurements for the Maxwell’s equations uniquely determine the material parameters in a bounded domain.
Theorem 1
Let be the refractive index in such that , for Assume almost everywhere in a neighborhood of the boundary . Suppose that is not a resonant frequency for (7)-(8) associated to . If the local impedance maps coincide,
[TABLE]
then there exists such that
[TABLE]
almost everywhere in whenever
[TABLE]
Before proceeding with the proof of Theorem 1, we remind some well-know and original results.
By referring to the works of Colton and Pivrinta [12], Sun and Uhlmann [32] and to the Calderón problem of electrostatics (see e.g., [8, 25] and [33]), we consider the inverse problem of determining the key electromagnetic parameters from the boundary measurement. Particularly, in this paper we assume that we can measure the values of only on a nonempty open subset , and only for tangential boundary fields f supported in .
The common outline of the proof of Theorem 1 follows approximately the same lines as the proof of the global uniqueness theorem for the inverse conductivity problem given in [33], for an inverse boundary value problem for Maxwell’s equations in [32], for the uniqueness of a solution to an inverse scattering problem for electromagnetic waves in [12] or for proof of the global uniqueness theorem for the Schrdinger equation in [3]. Explicitly, one first proves an identity involving products of solutions of the equation under consideration as will be done in Lemma 1. Next, one proves a density result as in Lemma 2. Then one constructs vector CGO type solutions for the underlined problem (7)-(8) to obtain information, via this identity, of the Fourier transform of the unknown function. There are two main difficulties in carrying out this approach for the problem under consideration here. First, we cannot reduce Maxwell’s equations to a Schrdinger equation to proceed exactly as in [3] (for example). The best we can do is to reduce Maxwell’s equations to a system whose principal part is the Laplacian times the identity operator as done in [12, 32, 29, 27, 28]. We can then construct CGO solutions under appropriate smallness assumptions. Also, in our case we have to construct global solutions in order to guarantee that the solutions constructed satisfy the condition that the electric and magnetic field be divergence-free. In order to determine the unknown n, one has to study the asymptotic expansion of these solutions in a free parameter. The second difficulty is that such CGO solutions for Maxwell’s equations do not have the property that decays like (see e.g., [12, 29, 27, 28]), which was a key ingredient in the proof of the uniqueness in the scalar case. But, this is tackled in [12] by constructing appropriate that decays to zero in certain distinguished directions as tends to infinity. By carefully choice of several directions for , as will be defined in relation (28), such special set of solutions are enough to determine the refractive index.
To prove Theorem 1, we begin by the following lemma. This result generalizes the Alessandrini’s identity [1] for the conductivity equation to Maxwell system.
Lemma 1
Let containing (for ), such that is a bounded domain with boundary. Let satisfying:
[TABLE]
Assume almost everywhere in a neighborhood of the boundary and . Then, and
[TABLE]
Proof. Firstly, to get , one may expand
[TABLE]
and the result follows immediately by recalling that for .
Now, let , be solutions of (11). Then, by using Green’s theorem we have that
[TABLE]
where denotes surface measure.
If , the above relation becomes
[TABLE]
Therefore, by replacing and using Green’s theorem for and respectively, relation (11) gives
[TABLE]
[TABLE]
Recall that , then from (13) we immediately get
[TABLE]
[TABLE]
On the other hand, let be solution of in such that and .
From it follows that
[TABLE]
gives
[TABLE]
Then by Green’s theorem again
[TABLE]
[TABLE]
[TABLE]
The last relation may be deduced by a triple product (e.g., by using the Levi-Civita symbol we write ).
Then from (14), (15), and (16) we deduce the desired identity (12).
The second Lemma states that the set of solutions of the Maxwell’s equations with boundary data [math] on is dense in in the set of all solutions.
Lemma 2
Let . Let be as in Lemma 1 such that is connected. Let us define
[TABLE]
and
[TABLE]
Then is dense in according to norm.
Proof. We first define Green’s function for (7) as a matrix valued function solution of:
[TABLE]
where is the identity matrix. In the above notation the curl operator acts on matrices column by column. The Green function is given by
[TABLE]
where the scalar function means the outgoing fundamental solution for the Helmholtz operator ”” and given by
[TABLE]
As an example, the first column of equals
[TABLE]
Multiplying equation (7) by , integrating by parts in the domain , and using the relation (5) we immediately get a convenable integral representation formula for the electric field called Stratton–Chu formula. For more detail about this representation, one can see Theorem 6.1 in [11].
Subsequently, suppose there exists such that
[TABLE]
Define the vector valued function
[TABLE]
Then, by referring to (17) we find that
[TABLE]
Moreover, by (19) we may write:
[TABLE]
Since for any , (), we have .
On the other hand, for all integration by parts yields
[TABLE]
[TABLE]
Hence, by inserting identity (21) into (18) we immediately get
[TABLE]
which means that
[TABLE]
Now, by the unique continuation principe, it follows that for all , and .
On the other hand, by Green’s formula we get
[TABLE]
[TABLE]
Hence, in . To achieve the proof of our density result, we can apply again the unique continuation principe to V to find that in .
Proof of Theorem 1. Thanks to Sylvester and Uhlmann [33], we can construct complex geometric-optics solution (CGO) for the Maxwell’s equations (7). More precisely, they constructed their CGO solution to Schrdinger’s equation by looking for a solution in the form where satisfying and decays like .
After that, Sun and Uhlman [32] and Colton and Pavairanta [12] proved that the CGO solution of the Maxwell’s equations may be of the form:
[TABLE]
with and as ( is a distinguished direction from ). Here, denotes the the Hilbert space
[TABLE]
and denotes the corresponding Sobolev space. Moreover, and are complex constant vectors satisfying , and .
To explain the distinguished direction, we may refer to [32] to write:
[TABLE]
where , , for such that , and
From previous results (e.g., [32]) and from (23), we can construct CGO solution of (7) in as follows.
Proposition 1
Let be as in (3). Extend in . Let and be as in (24), and let . Then there exist and such that if and
[TABLE]
then there is a unique solution of (7) in of the form
[TABLE]
*for sufficiently large, with and as .
Concerning the proof of Proposition 1, one can follow the proof of Theorem 1.6 in [32] by making the necessary changes that needed in our problem here.
Now, from Proposition 1, we can remark the following.
Remark 2
From (24) and Proposition 1, the vector valued function decays to zero in certain distinguished directions as . In particular as , and this suffices for our purpose to prove our main theorem.
To proceed with the proof, we define
[TABLE]
Then by Proposition 1 for and for , there exist and such that if
[TABLE]
where we can construct solutions of the problem in of the form
[TABLE]
with . Moreover, by Remark 2 decays to zero in certain distinguished directions as . Precisely, as .
On the other hand, from (24) we can expand that . Then, we may define
[TABLE]
where , , , and given as in (24). Consequently, we have .
To complete the proof, we write down,
[TABLE]
Having , we get
[TABLE]
Since , we can apply Lemma 2 to state that for , can be approximated by elements of in in norm.
Therefore,
[TABLE]
may be approximated by
[TABLE]
where solution of
[TABLE]
But, by Lemma 1 we have
[TABLE]
Thus,
[TABLE]
Next, suppose that we have (26). Then taking into account Proposition 1, substituting (27) into (29), using (28), considering Remark 2, and letting . We conclude by the Fourier integral theorem that:
[TABLE]
The hats denoting the Fourier transforms of the corresponding functions. The theorem is now proved.
4 Reconstruction of n
Let be a known function. Assume that almost everywhere in a neighborhood of . Denote , bounded open with -boundary containing . In this section we derive a formula for calculating n from the local impedance map .
Assume that is known, then for any satisfying
[TABLE]
we have
[TABLE]
where denotes the local impedance map associated to the refractive index .
Extend n and by in . Let with . Define to be the solution of
[TABLE]
subject to the radiation condition
[TABLE]
According to Proposition 1 and to Proposition 2.11 in [32], one can easily expand:
[TABLE]
where the scalar functions , , , and the vector functions and satisfy respectively:
[TABLE]
where , is a positive constant independent of and .
Remark 3
To simplify our method, we shall set
[TABLE]
where satisfies a transport equation type, and the remainder satisfies .
Therefore, from (33)-(34) we get:
[TABLE]
and the Jacobi identity immediately gives
[TABLE]
Since
[TABLE]
we obtain that solves the following equation on the open surface :
[TABLE]
where is the operator defined by with is a bounded map on .
Then, the following holds.
Proposition 2
Assume that is not an eigenfrequency of in . Suppose that is a solution of (31)-(32), then solves (35) uniquely.
Now, let with . Let be the solution of (35). Then, according to Section 2, we may have the following representation:
[TABLE]
where
[TABLE]
Moreover, a carefully analysis on properties of operators and immediately gives, by relation (35):
[TABLE]
Hens, we have the following reconstruction formula.
Theorem 2
Let be a given function. Assume that is not an eigenfrequency of in , and almost everywhere in a neighborhood of . Then
[TABLE]
[TABLE]
Proof. An major step of the proof was given in the previous approaches. Now, from (28) we may write
[TABLE]
By applying relation (36), we can pose
[TABLE]
and
[TABLE]
with , to obtain from (30) and (38) that
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Now, by using (28), we immediately get , for if (where given by Proposition 1).
Thus, by (37), Remark 3, the left hand side of relation (39) may be written as:
[TABLE]
[TABLE]
[TABLE]
The theorem now follows by considering the limit of expression (39) as .
5 Application: reconstruction of the
locations of small volume fraction perturbations of the refractive index
The aim of this section is to apply the reconstruction procedure described in Section for identifying the locations of small volume fraction perturbations of the refractive index. Assume that contains a finite number of inhomogeneities, each of the form , where is a bounded, smooth domain containing the origin. The total collection of inhomogeneities is with
[TABLE]
The points which determine the location of the inhomogeneities, are assumed to satisfy the following inequalities:
[TABLE]
where is a positive constant. Assume that , the common order of magnitude of the diameters of the inhomogeneities, is sufficiently small, that these inhomogeneities are disjoint, and that their distance to is larger than . Let be a given open subset of . Let denote the unperturbed refractive index. We assume that is known on a neighborhood of the boundary . Let denote the refractive index of the j-th inhomogeneity, . Introduce the perturbed refractive index
[TABLE]
Let us introduce the (perturbed) Maxwell equations in the presence of the inhomogeneities
[TABLE]
and define the local impedance map associated to by : for all Let E denote the solution to the Maxwell equations with the boundary condition on in the absence of any inhomogeneities and be the local impedance map associated to n.
Hypothesis 2
Throughout this section we suppose that: the constant is such that the natural weak formulation of the problem (42), in the absence of any inhomogeneities, has a unique solution.
The goal in this section is to identify efficiently, by using Theorem 2, the locations of the small inhomogeneities from the knowledge of the difference between the local impedance maps on .
Let V be any function in , where is given by Lemma 2. Then by referring to [4], the following asymptotic formula (we shall not detail the proof, but we refer to the reference so quoted for closely techniques concerning a magnetic field ) can be derived :
Theorem 3
Suppose (40), (41) and Hypothesis 2 are satisfied. There exists such that, given an arbitrary , and any , the boundary value problem (42) has a unique (weak) solution . The constant depends on the domains , , the constants and the number , but is otherwise independent of the points ; . Let E denote the unique (weak) solution to the boundary value problem (42), in the absence of any inhomogeneities. Then, for we have:
[TABLE]
[TABLE]
where is a positive, symmetric, definite matrix (called the (rescaled) polarization tensor of the inhomogeneity set ) and the remainder is independent of the set of points .
Proof. The existence and uniqueness of solution to problem (42) is completely fixed in [4], when the solution is a magnetic field . Concerning our work here, one can use the well-known relation (5) to justify also the existence and uniqueness (weakly) of solution to problem (42) for .
We focus our attention, now, to justify (43). Regarding Theorem 1 in [4], the authors developed an asymptotic formula concerning the perturbation, , in the (tangential) boundary magnetic field, caused by the presence of the inhomogeneities (). Based on (5), we may write
[TABLE]
As we said before that we don’t give a detail to the proof of this theorem. But, we may insert relation (44) into the formula provided by Theorem 1 in [4] p.774, and use as the projection of onto the tangent plane of . Thus, by using a vector triple product and by assumption in this paper that the permeability (fixed), we can rescale the polarization tensor and we may simplify the formula in the reference by using the definitions of both and to get precisely (43).
In order to get simple equations for the unknown parameters, namely, for the points and the values , we may make suitable choices for the test functions V in . Similar idea was used in the literature, and the associated numerical experiments have been successfully conducted in the case of the (piecewise constant) conductivity problem with boundary measurements on all of .
According to Section 3, we may define
[TABLE]
[TABLE]
From Theorem 2 and Sobolev’s embedding theorem we can take
[TABLE]
with and (for ) to obtain from (43) that
[TABLE]
[TABLE]
Then, by neglecting the remainders in (46) we may achieve the proof of the following result.
Corollary 1
Suppose that we have all hypothesis of Theorem 3. Let be defined by (45). Then, the locations are obtained as supports of the inverse Fourier transform of .
Finally, it follows from Corollary 1 that the centers can be recovered easily, and therefore the values (for ) could be obtained by solving a linear system arising from (46). The extension to general geometries, and /or to anisotropic domain, would allow us to deal with real-life applications. This may be considered in further paper.
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