An inverse conductivity problem in multifrequency electric impedance tomography
Jin Cheng, Mourad Choulli (UL), Shuai Lu

TL;DR
This paper investigates the inverse problem of identifying an inclusion's shape within a medium using multifrequency electrical impedance tomography, establishing stability and uniqueness results through boundary measurement analysis.
Contribution
It introduces a logarithmic stability estimate for the inverse shape problem and reduces it to boundary determination from a single measurement, advancing theoretical understanding.
Findings
Established a logarithmic stability estimate.
Proved uniqueness of the inclusion shape.
Provided an eigenfunction expansion of the solution.
Abstract
We deal with the problem of determining the shape of an inclusion embedded in a homogenous background medium. The multifre-quency electrical impedance tomography is used to image the inclusion. For different frequencies, a current is injected at the boundary and the resulting potential is measured. It turns out that the potential solves an elliptic equation in divergence form with discontinuous leading coefficient. For this inverse problem we aim to establish a logarithmic type stability estimate. The key point in our analysis consists in reducing the original problem to that of determining an unknown part of the inner boundary from a single boundary measurment. The stability estimate is then used to prove uniqueness results. We also provide an expansion of the solution of the BVP under consideration in the eigenfunction basis of the Neumann-Poincar{\'e} operator associated to the…
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Taxonomy
TopicsNumerical methods in inverse problems · Electrical and Bioimpedance Tomography · Microwave Imaging and Scattering Analysis
\tocauthor
Jin Cheng, Mourad Choulli, and Shuai Lu 11institutetext: Shanghai Key Laboratory for Contemporary Applied Mathematics,
Key Laboratory of Mathematics for Nonlinear Sciences and
School of Mathematical Science, Fudan University, 200433 Shanghai, 11email: [email protected], [email protected] 22institutetext: Université de Lorraine, 34 cours Léopold, 54052 Nancy cedex, France 22email: [email protected]
An inverse conductivity problem in multifrequency electric impedance tomography Dedicated to Masahiro Yamamoto for his sixtieth birthday
Jin Cheng 11
Mourad Choulli 22
Shuai Lu 11
Abstract
We deal with the problem of determining the shape of an inclusion embedded in a homogenous background medium. The multifrequency electrical impedance tomography is used to image the inclusion. For different frequencies, a current is injected at the boundary and the resulting potential is measured. It turns out that the potential solves an elliptic equation in divergence form with discontinuous leading coefficient. For this inverse problem we aim to establish a logarithmic type stability estimate. The key point in our analysis consists in reducing the original problem to that of determining an unknown part of the inner boundary from a single boundary measurment. The stability estimate is then used to prove uniqueness results. We also provide an expansion of the solution of the BVP under consideration in the eigenfunction basis of the Neumann-Poincaré operator associated to the Neumann-Green function.
1 Introduction
We firstly proceed with the mathematical formulation of the problem under consideration. In order to specify the BVP satisfied by the potential, we consider and two Lipschitz domains of , , so that . Fix and define, for , the function on by
[TABLE]
Here is the characteristic function of the inclusion , is the conductivity of the background medium and is the conductivity of the inclusion.
It is well known that in the present context the potential solves the BVP
[TABLE]
where is the derivative along the unit normal vector field on pointing outward .
Let
[TABLE]
Note that is a Hilbert space when it is endowed with the scalar product
[TABLE]
We leave to the reader to check that the norm induced by this scalar product is equivalent to the -norm on .
Pick and . Then it is not hard to see that, according to Lax-Milgram’s lemma, the BVP (1) possesses a unique variational solution . That is is the unique element of satisfying
[TABLE]
Recall that the trace operator is extended to a bounded operator, still denoted by , from into .
Since we will consider conductivities varying with the frequency , we introduce the map . We assume in the sequel the condition
[TABLE]
Let be a given subset of . In the present work, we are mainly interested in determining the unknown subdomain from the boundary measurements
[TABLE]
Prior to state our main result, we introduce some notations and definitions. Let
[TABLE]
Fix . We say that the bounded domain of is of class with parameters and if for any there exists a bijective map , satisfying , and
[TABLE]
so that
[TABLE]
If we substitute in this definition by then we obtain the definition of a Lipschitz domain with parameters and .
Let denote the set of subdomains so that , and is of class with parameters and .
Fix and . Consider then the set of subdomains satisfying , and are domains of class with parameters and ,
[TABLE]
and the following assumption holds
[TABLE]
Henceforward, we make the assumption that , and are chosen in such a way that is nonempty.
Define also as the set of couples so that , , and is a domain of class with parameters and .
Define the geometric distance on a bounded domain of by
[TABLE]
where
[TABLE]
is the length of .
Note that, according to Rademacher’s theorem, any Lipschitz continuous function is almost everywhere differentiable with a.e. , where is the Lipschitz constant of . Therefore, is well defined.
From [14, Lemma 3.3], we know that whenever is of class . Fix then and define as the subset of the couples so that
[TABLE]
Recall that the Hausdorff distance for compact subsets of is given by
[TABLE]
and, following [1], we define the modified distance by
[TABLE]
As it is pointed out in [1], is not a distance. To see it, consider and . In that case simple computations show that
[TABLE]
In this example , but . However, we can enlarge slightly in order to satisfy . Indeed, if then and
[TABLE]
In dimension two, take , . Smoothing the angles of we get a simply connected domain so that, if again ,
[TABLE]
In all these examples a small translation in the direction of one of the coordinates axes for instance enables us to construct examples with , and .
What these examples show is that it is difficult to give sufficient geometric conditions ensuring that the following equality holds
[TABLE]
It is obvious to check that (4) is satisfied whenever and are balls or ellipses, but not only.
The subset of couples satisfying (4) will denoted .
We fix in all of this text non negative and non identically equal to zero.
We aim in this paper to establish the following result.
Theorem 1.1**.**
Let . There exist two constant and so that, for any with and any sequence satisfying , we have
[TABLE]
provided that
[TABLE]
As an immediate consequence of this theorem we have the following corollary.
Corollary 1.2**.**
Let . There exist two constant and so that, for any with and any sequence of frequencies satisfying , we have
[TABLE]
provided that
[TABLE]
The inverse problem we consider in the present paper was already studied, in the case of smooth star-shaped subdomains with respect to some fixed point, by Ammari and Triki [2]. For a similar problem with a single boundary measurement we refer to [9] where a Lipschitz stability estimate was established for a non monotone one-parameter family of unknown subdomains. The literature on the determination of an unknown part of the boundary is rich, but we just quote here [1, 8, 16] (see also the references therein). We note that another multifrequency medium problem considers single observation for varying multiple wavenumbers [4, 6]. To have an overview, we recommend a recent review paper [5] which nicely summarizes the theoretical and numerical results in multifrequency inverse medium and source problems for acoustic Helmholtz equations and Maxwell equations.
The key step in our proof consists in reducing the original inverse problem to the one of determining an unknown part of the inner boundary from a single boundary measurement. For this last problem we provided in Section 2 a logarithmic stability estimate. This intermediate result is then used in Section 3 to prove Theorem 1.1. Section 4 contains uniqueness results obtained from Theorem 1.1.
The idea of reducing the original problem to the one of recovering the shape of an unknown inner part of the boundary was borrowed from the paper by Ammari and Triki [2].
Our analysis combines both ideas from [1, 2] together with some recent results related to quantifying the uniqueness of continuation in various situations [11, 12, 13].
This paper is completed by a last section in which we give an expansion of the solution of the BVP (1) in the eigenfunction basis of the Neumann-Poincaré operator (shortened to NP operator in the rest of this paper) related to the Neumann-Green function.
2 An intermediate estimate
Pick and let satisfying in and it is the variational solution of the BVP
[TABLE]
As by the usual interior regularity of harmonic functions, we can apply, for an arbitrary , , both the Hölder regularity theorem for Dirichlet BVP in ([17, Theorem 6.14 in page 107]) and the Hölder regularity theorem for Neumann BVP in ([17, Theorem 6.31 in page 128]). Therefore .
Also, note that, according to the maximum principle and Hopf’s maximum principle, .
Define then
[TABLE]
Lemma 2.1**.**
Let and set
[TABLE]
If then
[TABLE]
Proof 2.2**.**
As and
[TABLE]
the expected inequality follows easily. ∎
Under the assumptions and notations of Lemma 2.1, we have from (5)
[TABLE]
Let . Then, checking carefully the result in [11, Section 2.4] we find that there exist three constants , and so that, for any and , we have
[TABLE]
Let us note that [11, Proposition 2.30] holds for an arbitrary bounded Lipschitz domain (we refer to [7] or [12] for a detailed proof of this improvement).
Proposition 2.3**.**
Set . There exists so that, for any , we have
[TABLE]
Proof 2.4**.**
Let and denote by the solution of the BVP
[TABLE]
The existence of such function is guaranteed by the usual elliptic regularity for both Dirichlet and Neumann BVP’s for the Laplace operator. Similar argument will be discussed hereafter.
In light of the fact that is harmonic in , on and on and, we find by applying the twice the maximum principle and Hopf’s lemma that in . Whence
[TABLE]
Let and set
[TABLE]
By [10, Lemma 3.11 in page 118], we have
[TABLE]
Let be the solution of the BVP
[TABLE]
and be the solution of the BVP
[TABLE]
A careful examination of the classical Schauder estimates in [17, Chapter 6], for both Dirichlet and Neumann problems, we see that the different constants only depend on parameters of the domain. Therefore
[TABLE]
We put (8) in (9) and (10) in order to get
[TABLE]
The expected inequality follows then by noting that
[TABLE]
The proof is then complete. ∎
Let . We have from the usual interpolation inequalities and trace theorems, with ,
[TABLE]
the constant only depends on .
In light of this inequality, Proposition 2.3 and inequalities (6) and (7), we can state the following result
Theorem 2.5**.**
Set . There exist three constants , and so that, for any and with , we have
[TABLE]
Theorem 2.6**.**
Let . For any sequence in such that , we have
[TABLE]
In particular, .
Proof 2.7**.**
Let
[TABLE]
* is a closed subspace of and the norm is equivalent on to the norm . Moreover, for any , .*
Clearly, is the variational solution of the BVP
[TABLE]
As
[TABLE]
we have .
By Green’s formula, for any , we get
[TABLE]
Take in this identity and make use Cauchy-Schwarz’s identity in order to obtain
[TABLE]
But the trace operator is bounded. Hence there exists a constant , depending on and so that
[TABLE]
Therefore
[TABLE]
This in (12) entails
[TABLE]
Pick a sequence in so that as . Under the temporary notation , we have from (13) and (14) that is bounded in and in when . Subtracting if necessary a subsequence, we may assume that , strongly in and weakly in . In consequence, in .
Define
[TABLE]
An extension by [math] of a function in enables us to consider as a closed subspace of .
It is not hard to see that (11) yields
[TABLE]
Passing to the limit when , we obtain
[TABLE]
Taking in this identity an arbitrary , we find that is harmonic in . Applying then generalized Green’s function to deduce that . On the other hand we know that converges strongly to in (thank to the continuity of the trace operator). Therefore and hence is identically equal to zero, implying in particular that converges strongly to [math] in . ∎
We get by combining Theorems 2.5 and 2.6 the following result.
Theorem 2.8**.**
If , then there exist three constants , and so that, for any and with , and for any sequence in such that , we have
[TABLE]
3 Proof of the main result
If is a bounded domain of , we set
[TABLE]
Define then
[TABLE]
We endow with norm
[TABLE]
where
[TABLE]
For , and , define by
[TABLE]
Denote by the set of bounded domains of that are of class , with parameters , , and satisfy and .
Theorem 3.1**.**
Let .There exist two constants so that, for any , , and , we have
[TABLE]
Proof 3.2**.**
We mimic the proof of [13, Theorem 2.1] in which we substitute the three-ball inequality of by a three-ball inequality for . If one examines carefully the proof of [13, Theorem 2.1], he can see that the different constants do not depend on but only on . We obtain
[TABLE]
This and Caccioppoli’s inequality yield the expected inequality. ∎
Bearing in mind that (3) holds, the following corollary is a consequence of Theorem 3.1 and Proposition 2.3.
Corollary 3.3**.**
Set . Then there exist two constants so that, for any , , we have
[TABLE]
where .
Proof 3.4** (of Theorem 1.1).**
Set , . According to the maximum principle, we have
[TABLE]
Pick so that
[TABLE]
Noting that , we apply Harnack’s inequality (see [17, Proof of Theorem 2.5 in page 16]) in order to get
[TABLE]
Whence
[TABLE]
This and the estimate in Corollary 3.3 yield, by changing if necessary the constant ,
[TABLE]
We have similarly
[TABLE]
where
[TABLE]
In light of (15), (16) and (17) entail
[TABLE]
Here .
Set
[TABLE]
Then estimates in Theorem 2.8 in (18) give
[TABLE]
Since the function is increasing, if then we can take in (19) so that . A straightforward computation shows that . Modifying if necessary in (19), we obtain
[TABLE]
Therefore, if then (20) implies
[TABLE]
The proof is then complete. ∎
4 Uniqueness
We first observe that the following uniqueness result is an immediate consequence of Theorem 1.1.
Corollary 4.1**.**
Assume that is of class . Let of class , , so that and . If for some sequence in with when , then .
It is worth mentioning that this uniqueness result together with the analyticity of the mapping enable us to establish an uniqueness result when varies in a subset of possessing an accumulation point. Prior to that, we prove the following Lemma.
Lemma 4.2**.**
Assume that and are two Lipschitz domains of so that . Then the mapping
[TABLE]
is real analytic.
Proof 4.3**.**
Let and so that . Since is the solution of the variational problem
[TABLE]
we have
[TABLE]
Here denotes the norm of as bounded operator acting from into .
Next, let be the solution of the variational problem
[TABLE]
Then elementary computations show that
[TABLE]
Hence
[TABLE]
But
[TABLE]
This entails
[TABLE]
which, combined with (21), yields
[TABLE]
with .
Putting (23) into (22), we get
[TABLE]
where .
In other words, we proved that the mapping
[TABLE]
is differentiable and its derivative is the solution of the variational problem
[TABLE]
Therefore, we have the a priori estimate
[TABLE]
where we set and .
Now an induction argument in shows that is -times differentiable and is the solution of the variational problem
[TABLE]
In light of this identity and (24) we show, again by using an induction argument in , that
[TABLE]
Consequently, if , the series
[TABLE]
converges and hence, thank to the completeness of , the series
[TABLE]
converges in . That is we proved that is real analytic and, since , we conclude that is also real analytic. ∎
In light of Corollary 4.1 and the fact that a real analytic function cannot vanish in a subset of possessing an accumulation point in without being identically equal to zero, we get the following uniqueness result.
Corollary 4.4**.**
Assume that is of class . Let of class , so that and . If in some subset of having an accumulation point in , then .
The uniqueness results in Corollaries 4.1 and 4.4 are different from those existing in the literature in the case of single measurement (compare with [18, Theorems 4.3.2 and 4.3.5]).
5 Expansion in the eigenfunction basis of the NP operator
We introduce some definitions and results that will be proved in Appendix A.
Let be the Neumann-Green function on . That is obeys to the following properties, where is arbitrary,
[TABLE]
We normalize so that
[TABLE]
Denote by the usual fundamental solution of the Laplacian in the whole space. That is
[TABLE]
Here .
We establish in Appendix A that the Neumann-Green function is symmetric and has the form
[TABLE]
With and , .
Consider the integral operators acting on as follows
[TABLE]
We will see later that is extended to a bounded operator from into the space
[TABLE]
endowed with the norm . Note that according to the usual trace theorems is an element of .
We define the NP operator as the integral operator acting on with weakly singular kernel
[TABLE]
Finally, we establish in Appendix A that defines an isomorphism from onto .
Theorem 5.1**.**
Define successively, as long as the maximum is positive, the energy quotients
[TABLE]
Here the orthogonality is with respect to the scalar product . The maximum is attained at .
Define similarly
[TABLE]
The minimum is attained at .
The potentials together with all , , are mutually orthogonal and complete in .
This eigenvalue variational problem is correlated to the eigenvalue problem of the NP operator . Precisely, we have
Corollary 5.2**.**
The spectrum of consists in the eigenvalues , , multiplicities included, together with possibly the point zero. The extremal functions are exactly the eigenvalues of .
Set , and
[TABLE]
Let , if and if , be an orthonormal basis of . Here is the dimension of .
For simplicity convenience we only treat the case . The results in the case are quite similar.
The preceding theorem says that .
We are now ready to give the expansion of the solution of the BVP (1) in the basis , where we set .
Proposition 5.3**.**
*Let be the solution of the BVP (1).Then
(i) admits the following expansion, where is as in the beginning of Section 2,*
[TABLE]
the coefficients satisfies, for and ,
[TABLE]
where
[TABLE]
(ii) , and , is real analytic. Moreover, for any , there exists so that, for any , and , the series
[TABLE]
converges.
Proof 5.4**.**
(i) Recall that has the following decomposition . Observing that satisfies (as an element of ) and
[TABLE]
we find by using the generalized Green’s formula
[TABLE]
We expand in the basis :
[TABLE]
Taking in (25), we obtain
[TABLE]
for and .
Whence
[TABLE]
for and .
(ii) We know from the preceding section that is real analytic. Then so is and , , .
We get by taking successively the derivative in (26) with respect to
[TABLE]
for , and .
The choice of in (28) entails
[TABLE]
for , and .
We have
[TABLE]
On the other hand, the series
[TABLE]
converges in provided that , for some . Therefore, in light of (29), we can assert that the series
[TABLE]
also converges whenever . The proof is then complete. ∎
Remark 5.5**.**
Unfortunately, computing all the terms seems to be not possible, especially for . Let us compute those equal to zero. As is a solution of a minimisation problem, we obtain in a standard way
[TABLE]
for any .
In particular,
[TABLE]
But
[TABLE]
This and (30) yield
[TABLE]
We have similarly
[TABLE]
for any . Hence
[TABLE]
As before, we deduce from (32)
[TABLE]
Appendix A: Spectral analysis of the NP operator
Prior to proceed to the spectral analysis, we define some integral operator with weakly singular kernels. Let be a bounded domain of , , of class , for some .
Denote by the unit normal outward vector field on . Then a slight modification of the proof of [15, Lemma 3.15, page 124] yields
[TABLE]
Here the constant only depends on . Hence
[TABLE]
Define the integral operator by
[TABLE]
Estimate (34) says that the kernel of is weakly singular and therefore it is compact (see for instance [22, Section 2.5.5, page 128]).
Note that is nothing but the adjoint of the operator given as follows
[TABLE]
As , is also an integral operator with weakly singular kernel and then it is also compact.
Denote by the usual fundamental solution of the Laplacian in the whole space. That is
[TABLE]
Here .
Recall that the single layer potential is the integral operator with kernel :
[TABLE]
Before stating a jump relation satisfied by , we introduce the notations, where and ,
[TABLE]
For any , exists as an element of and the following jump relation holds
[TABLE]
We refer for instance to [3, Theorem 2.4 in page 16] and its comments.
For , consider the following BVP
[TABLE]
As , in light of [19, Theorem 2, page 204 and Remarks (b) page 206], the BVP (36) has a unique solution so that
[TABLE]
where the constant is to be determined hereafter.
Define then by
[TABLE]
The function obeys to the following properties, where is arbitrary,
[TABLE]
We fix in the rest of this text in such a way that
[TABLE]
The function is usually called the Neumann-Green function.
Mimicking the proof of [3, Lemma 2.14, page 30], we get , , . Hence , . By interior regularity for harmonic functions , , belongs to and consequently , is also in implying that .
Consider the integral operators acting on as follows
[TABLE]
Clearly , where is the integral with (smooth) kernel , i.e.
[TABLE]
Using (35) we find that obeys to the following the jump condition:
[TABLE]
Here , where is the integral operator with kernel , which is the dual of the integral operator whose kernel is (thank to the symmetry of ).
We get in particular that is compact. More specifically, is bounded (see for instance [3, Theorem 2.11, page 28]).
We defined in Section 5 that we consider as a bounded operator on and set
[TABLE]
Define on the positive hermitian form
[TABLE]
The corresponding semi-norm is denoted by
[TABLE]
Let and . As and in , we know from the usual trace theorems that . Similarly, we have . Therefore, according to generalized Green’s formula, for any , we have
[TABLE]
The symbol denotes the duality pairing between and its dual , with or .
Taking the sum side by side in inequalities (39) and (40), we find
[TABLE]
where we used that in .
We apply (41) to , with . Taking into account that on , we obtain
[TABLE]
This and the jump condition (38) entail
[TABLE]
Here is the usual scalar product on .
In other words, we proved that is strictly positive operator. Define, as in [20], to be the completion of with respect to the norm . Let , the range of , that can be regarded as the domain of the unbounded operator . We observe that is complete for the norm induced by the form . Therefore can be extended by continuity as an isomorphism, still denoted by , from onto and the pairing
[TABLE]
defines a duality pairing between and , with respect to the pivot space .
Recall that the following closed subspace of was introduced in Section 5.
[TABLE]
Note that we have seen before that is an element of . In that case (41) takes the form
[TABLE]
Lemma 5.6**.**
For any , there exists a unique so that and
[TABLE]
where the constant only depends on and .
Proof 5.7**.**
Take so that and , where and are the respective variational solutions of the BVP’s
[TABLE]
and
[TABLE]
Clearly, and (44) holds. ∎
Lemma 5.8**.**
There holds .
Proof 5.9**.**
Let and . Apply then (43), with and in order to obtain
[TABLE]
Whence
[TABLE]
In other words, the linear form is bounded for the norm . Therefore, according to Riesz’s representation theorem, there exists so that
[TABLE]
Since is arbitrary, we deduce that and hence . That is .
Conversely, as has the form for some , the coupling is well defined. Let be a sequence in converging to in the topology of . We have
[TABLE]
Hence is a Cauchy sequence in which is complete with respect to the norm . The limit of the sequence satisfies by the continuity of the trace map. Whence . ∎
As byproduct of the preceding proof we see that is extended as a bounded operator from onto by setting
[TABLE]
where is an arbitrary sequence in converging to in . Moreover, we have
[TABLE]
Introduce the double layer type operator
[TABLE]
From [3, Theorem 2.4, page 16], we easily obtain, where ,
[TABLE]
As in [20, Lemma 2, page 154], our spectral analysis is based on the Plemelj’s symmetrization principle. We have
Lemma 5.10**.**
For , the following identity holds
[TABLE]
Proof 5.11**.**
For and , we have
[TABLE]
As and are harmonic in , Green’s formula yields
[TABLE]
In light of the jump conditions in (38) and (45) we get
[TABLE]
This and the fact that is dense in yield the expected inequality. ∎
We recall the definition of the Shatten class, sometimes called also Shatten-von Neumann class. To this end, we consider a complex Hilbert space . If is a compact operator and if denotes its adjoint, then is positive and compact and therefore it is diagonalizable. The non-negative sequence of eigenvalues of are usually called the singular values of . For , if
[TABLE]
we say that belongs to the Shatten class . It is worth mentioning that is an ideal of , is known as the trace class and corresponds to the Hilbert-Schmidt class.
Lemma 5.12**.**
We have , for any .
Proof 5.13**.**
We first note that , the kernel of , satisfies
[TABLE]
Let be an open subset of and continuous on and , .
Let . Then elementary computations show that
[TABLE]
From this we get, in light of (46) and using local cards and partition of unity, that . Consequently, according to [21, Theorem 1], belogns to , where is the conjugate exponent of . We complete the proof by noting that the condition on yields . ∎
We remark that [20, Theorem 4.2] is obtained as an immediate consequence of the abstract theorem [20, Theorem 3.1]. Since all the assumptions of [20, Theorem 3.1] hold in our case, we get, similarly to [20, Theorem 4.2], Theorem 5.1.
In Theorem 5.1 we anticipated the regularity of the extremal functions . This result can be proved by following the same arguments as in [20, page 164].
Following [20], , , are called the eigenvalues of the spectral variational Poincaré problem: find those ’s for which there exists , , so that
[TABLE]
As we already mentioned in Section 5, this variational eigenvalue problem is correlated to the eigenvalue problem for the NP operator . To see this, we observe that as straightforward consequence of (39), (40) together with the jump condition (35), we have
[TABLE]
These identities are first established for and then extended by density to . Thus, we have in particular
[TABLE]
with .
These comments enable us to deduce Corollary 5.2 from Theorem 5.1.
Acknowledgments
CJ is supported by NSFC (key projects no.11331004, no.11421110002) and the Programme of Introducing Talents of Discipline to Universities (number B08018). MC is supported by the grant ANR-17-CE40-0029 of the French National Research Agency ANR (project MultiOnde). LS is supported by NSFC (No.91730304), Shanghai Municipal Education Commission (No.16SG01) and Special Funds for Major State Basic Research Projects of China (2015CB856003). This work started during the stay of MC at Fudan University on February 2017. He warmly thanks Fudan University for hospitality.
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