An inverse problem for a semi-linear elliptic equation in Riemannian geometries
Ali Feizmohammadi, Lauri Oksanen

TL;DR
This paper investigates the inverse problem of uniquely recovering a complex-valued scalar function on a Riemannian manifold from boundary measurements for a semi-linear elliptic equation, using a constructive approach based on linearization and geodesic transforms.
Contribution
It introduces a novel method combining multiple linearizations and the Jacobi weighted ray transform to prove uniqueness for a broad class of nonlinearities in inverse problems on Riemannian manifolds.
Findings
Proved uniqueness of the scalar function under certain geometric conditions.
Developed a constructive proof using complex geometric optics solutions.
Connected nonlinear interactions to a weighted geodesic transform.
Abstract
We study the inverse problem of unique recovery of a complex-valued scalar function , defined over a smooth compact Riemannian manifold with smooth boundary, given the Dirichlet to Neumann map, in a suitable sense, for the elliptic semi-linear equation . We show that under some geometrical assumptions uniqueness can be proved for a large class of non-linearities. The proof is constructive and is based on a multiple-fold linearization of the semi-linear equation near complex geometric optic solutions for the linearized operator and the resulting non-linear interactions. These non-linear interactions result in the study of a weighted transform along geodesics, that we call the Jacobi weighted ray transform.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
An inverse problem for a semi-linear Elliptic Equation in Riemannian Geometries
Ali Feizmohammadi
Department of Mathematics, University College London, London, UK-WC1E 6BT, United Kingdom
and
Lauri Oksanen
Department of Mathematics, University College London, London, UK-WC1E 6BT, United Kingdom
Abstract.
We study the inverse problem of unique recovery of a complex-valued scalar function , defined over a smooth compact Riemannian manifold with smooth boundary, given the Dirichlet-to-Neumann map, in a suitable sense, for the elliptic semi-linear equation . We show that uniqueness holds for a large class of non-linearities when the manifold is conformally transversally anisotropic. The proof is constructive and is based on a multiple-fold linearization of the semi-linear equation near complex geometric optic solutions for the linearized operator and the resulting non-linear interactions. These interactions result in the study of a weighted integral transform along geodesics, that we call the Jacobi weighted ray transform.
Contents
-
3.1 Inversion of Jacobi weighted ray transform of the first kind
-
3.2 Inversion of Jacobi weighted ray transform of the second kind
1. Introduction
Let be a smooth compact Riemannian manifold with a smooth boundary and . Let and consider an a priori unknown function . We make the following standing assumptions.
- (i)
,
- (ii)
,
- (iii)
is analytic with respect to in the topology,
where is the space of Hölder continuous complex-valued functions with exponent . By analyticity with respect to we mean that the following limit exists in the topology,
[TABLE]
As a result of analyticity, the function admits a power series representation in the topology given by the expression
[TABLE]
where . We additionally impose the following conditions on the set of admissible functions :
- (iv)
[math] is not a Dirichlet eigenvalue for the operator on .
Here, denotes the Laplace-Beltrami operator on given in local coordinates by the expression
In this paper, we consider the semi-linear elliptic equation
[TABLE]
where . In Section 2.1, we show that, given fixed sufficiently small, equation (2) admits a unique solution . Moreover, there exists a constant depending only on such that
[TABLE]
We subsequently define the Dirichlet-to-Neumann (DN) map, , for equation (2) through the expression
[TABLE]
where denotes the unit outward normal vector field on . This paper is concerned with the following question.
Question 1**.**
Given the map , can one uniquely determine the function ?
We will briefly review the history related to inverse problems for non-linear elliptic equations in Section 1.2. For now, let us recall some facts about the case where . In this case, the problem reduces to a version of the Calderón conjecture [2]. This formulation of the conjecture has been extensively studied but remains open in general geometries with dimension . Uniqueness of the coefficient has been proved for analytic metrics with an analytic function [30], the Euclidean metric [34, 43] and the hyperbolic metric [20]. Beyond these cases, the most general uniqueness result is obtained in the so-called conformally transversally anisotropic (CTA) geometries defined as follows.
Definition 1**.**
Let be a compact oriented smooth Riemannian manifold with smooth boundary and dimension . We say that is conformally transversally anisotropic, if and the following embedding holds:
[TABLE]
where is a finite interval, is a smooth function and is a smooth compact orientable manifold of dimension with a smooth boundary .
In [7] it was proved that in the linear case , the Dirichlet-to-Neumann map uniquely determines a bounded function , under the strong assumption that the transversal manifold is simple, that is to say has a strictly convex boundary and given any two points in there exists a unique geodesic connecting them. This result was subsequently strengthened in [9] where the authors showed that uniquely determines , if the geodesic ray transform is injective on the transversal manifold. The inversion of the geodesic ray transform is open in general, and has only been proved under certain geometrical assumptions, see for example the discussion in [9, Section 1]. For a broad review of the Calderón conjecture, and alternative formulations with the presence of non-linear coefficients, we refer the reader to survey articles [44, 45].
1.1. Main results
Let us return to Question 1. We will consider only the case where is a CTA manifold. Before stating our results let us briefly review some notations for geodesic dynamics on . Let denote the unit sphere bundle on and be the unit speed geodesic with initial data . For all , we define the exit times
[TABLE]
and subsequently call a geodesic to be maximal, if and only if . Next, we define an admissibility condition on the transversal manifold as follows.
Definition 2**.**
Let be a smooth compact Riemannian manifold with boundary. We say that is admissible if there exists a dense set of points such that given any point there exists a non-self-intersecting maximal geodesic through that contains no conjugate points to .
The first result in this paper can now be stated as follows.
Theorem 1**.**
Let be a CTA manifold such that the transversal manifold is admissible. Suppose that satisfies conditions (i)–(iv), that is smooth and that are a priori known. Then, the Dirchlet-to-Neumann map uniquely determines the function .
The proof of this theorem relies on a multiple-fold linearization of (2) that results in the interaction of the so called complex geometric optic solutions for the corresponding linearized equation. Since is assumed to be known, the complex geometric optic solutions will be known as well. The smoothness assumption on is imposed in order to make these solutions smooth and also to simplify the task of proving suitable decay rates (see Proposition 5). Under the assumption that is assumed to be known, the non-linear interaction of the complex geometric optic solutions will result in a weighted ray transform along geodesics on the transversal manifold . This weighted transform will be shown to be invertible along a single geodesic (see Proposition 4).
Our second main result is concerned with the recovery of the function without imposing the assumption that the coefficient is known, in the cases where the manifold is three or four dimensional.
Theorem 2**.**
Let be a three or four dimensional CTA manifold such that given any point on the transversal manifold there exists a maximal non-self-intersecting geodesic without conjugate points through that point. Suppose that satisfies conditions (i)-(iv) and that is a priori known and smooth. Then the Dirichlet-to-Neumann map uniquely determines the function .
The proof of this theorem mostly follows the same technique as the previous theorem. However, due to the weaker assumption on the coefficient , namely that is unknown, the non-linear interaction of the complex geometric optic solutions results in a different ray transform along geodesics on the transversal manifold . The inversion of this transform along a single geodesic is proved when the transversal manifold is two or three dimensional and left open in higher dimensions (see Proposition 3). We also refer the reader to Remark 1 in Section 3 where the restriction to three and four dimensions is discussed further.
1.2. Previous literature
The study of non-linear partial differential equations is an interesting topic in its own right, due to the complexity of the subject matter and as such, the corresponding inverse problems also carry significant mathematical interest. However, let us point out that there are applications for these inverse problems outside the realm of mathematics as well. Indeed, a large class of inverse problems for elliptic nonlinear equations can be seen as the study of stationary solutions to nonlinear equations describing physical phenomena. For example, we mention the nonlinear Schrödinger equation that arises as nonlinear variations of the classical field equations and has applications in the study of nonlinear optical fibers, planar wave guides and Bose Einstein condensates [31]. Other examples include nonlinear Klein-Gordon or Sine-Gordon equations with applications to the study of general relativity [35] and relativistic super-fluidity [47] respectively.
The majority of the literature dealing with inverse problems for non-linear elliptic equations is in the Euclidean geometry. The first uniqueness result was obtained by Isakov and Sylvester in [19] where the authors considered a Euclidean domain of dimension greater than or equal to three with non linear functions that satisfy the homogeneity property (ii), and showed that under a monotonicity condition for and suitable bounds on , and , the non-linearity can be uniquely recovered on a specific subset of . There, it was also proved that under a stronger bound on , it could be recovered everywhere. Removing the homogeneity property (ii) introduces a natural gauge for the uniqueness of the non-linearity. This was studied by Sun in [42] under similar smoothness and monotonicity assumptions. There, a similar uniqueness result as in [19] was proved (up to the natural gauge), under the additional assumption that a common solution exists.
In dimension two, the problem was first solved by Sylvester and Nachman in [18], where the authors considered a domain in two-dimensional Euclidean space with a Carathéodory type non-linearity that has a continuous bounded -valued derivative in the variable and proved unique recovery of the non-linearity. In [33] uniqueness is proved for yet another family of admissible non-linearities in two dimensional Euclidean domains. There, a connection is also made between the theoretical study of these types of semi-linear inverse problems and the physical study of semi-conductor devices and ion channels. We also mention the work of Imanuvilov and Yamamoto in [14] where the authors considered the partial data problem for the operator on arbitrary open subsets of the boundary in two dimensions. There it was shown that if , it is possible to uniquely recover everywhere and also that it is possible to recover in certain subsets of the domain, under suitable bounds on the non-linear function .
Aside from the study of inverse problems for semi-linear equations in Euclidean geometries, let us also mention that there are several works related to inverse problems for quasi-linear elliptic equations (see for example [3, 10, 17, 32, 39, 40, 41]). It should be emphasized that the key idea in all of these results has been a linearization technique introduced by Isakov in [15] in the context of semi-linear parabolic equations and developed further in [16, 18, 19, 39, 40]. This linearization technique together with the uniqueness results for the Calderón conjecture in Euclidean domains leads to the unique recovery of the non-linear terms.
The main novelty of this paper is to extend uniqueness results for non-linear elliptic equations to a wider class of Riemannian manifolds, known as conformally transversally anisotropic manifolds (see Definition 1). We consider local solutions about the trivial solution, but our proof is based on a multiple-fold linearization technique that differs from most of the previously mentioned works. As already discussed, the results in the Euclidean setting rely on the fact that uniqueness holds for the linearized inverse problem. This is no longer the case when is assumed to be conformally transversally anisotropic. Indeed, uniqueness results for the linearized problem rely on injectivity of the geodesic ray transform on that is known to be true under strong geometric assumptions such as simplicity of the transversal manifold or existence of a strictly convex foliation [46]. The strength of our results lies in removing such strong geometric assumptions. On the other hand, contrary to the Euclidean cases, the results here assume analyticity of with respect to .
The multiple-fold linearization technique in this paper is inspired by the study of similar types of non-linear problems for hyperbolic equations that was developed by Kurylev, Lassas and Uhlmann in [25, 26] in the context of Einstein scalar field equations and used in subsequent works in the context of semi-linear wave equations (see for example [4, 12, 28, 29, 48]). However, these works are based on the study of propagation of singularities for linear wave equations and the non-linear interactions of these singularities, making it difficult to apply them to an elliptic problem. Another key difference with all previous works in the hyperbolic setting is that we study non-linear interaction of localized solutions that correspond to a single geodesic. This will lead us to the study of a weighted transform along geodesics that we call the Jacobi ray transforms of the first and second kind. We show that it is possible to invert these transforms along a single geodesic (see Propositions 3–4).
We conclude this introductory section by remarking that while writing this paper we became aware of an upcoming preprint by Matti Lassas, Tony Liimatainen, Yi-Hsuan Lin and Mikko Salo, which simultaneously and independently proves a similar result. We agreed to post our respective preprints to arXiv at the same time. See [27] for their preprint.
1.3. Outline
This paper is organized as follows. Section 2 is concerned with some preliminary discussions. We show that the Dirichlet-to-Neumann map (see (4)) is well-defined. We also discuss the linearization method for solutions to equation (2) near the trivial solution, in particular showing the appearance of what we call a nonlinear interaction. The rest of Section 2 is concerned with some lemmas and notations that will be needed throughout the paper. In Section 3 we define the Jacobi weighted transform of the first and second kind along a fixed geodesic, and subsequently prove injectivity results for these two transforms, see Propositions 3–4. Section 4 starts with a review of the well-known Gaussian quasi modes for the linearized operator following [9]. In the remainder of this section we use this construction, together with a Carleman estimate to produce a family of complex geometric optic solutions for the linearized operator. In Section 5, we use an induction argument, based on the application of our linearization technique near the complex geometric optic solutions, to complete the proof of Theorem 1. Section 6 is concerned with the proof of Theorem 2.
2. Preliminaries
2.1. Direct problem
In this section we prove the following proposition for the direct problem (2).
Proposition 1**.**
* depending on , such that equation (2) admits a unique solution . Moreover, there holds*
[TABLE]
for some constant that depends on , and .
Let us define the Schrödinger operator , and consider the linear equation
[TABLE]
where . We introduce the solution operators so that the function is the unique solution to (6) subject to and is the unique solution to (6) subject to . There is a constant (see for example [13, Chapter 4.4]) such that
[TABLE]
Let us now define the function . We have the following lemma.
Lemma 1**.**
Let . Given any , the following estimates hold.
- (i)
,
- (ii)
,
where is independent of .
Proof.
First, observe that is closed under multiplication and that there exists a constant , depending on , such that for any there holds
[TABLE]
Now, using the fact that we write
[TABLE]
where is a path connecting [math] to and the integral is in the sense of the norm limits of the Riemann partial sums. Applying the norm we deduce that
[TABLE]
Similarly we have,
[TABLE]
for some . Finally, using smoothness of with respect to , we deduce that
[TABLE]
for some constant independent of , since . The claim follows immediately by combining the preceding three bounds. ∎
Proof of Proposition 1.
We start by fixing
[TABLE]
First we show existence of a solution . Write and observe that there exists a one to one correspondence between solutions to equation (2) and solutions to the integral equation
[TABLE]
Next noting that , we may apply Lemma 1, and this together with the bound (7) yields
[TABLE]
Applying (7) again and noting that , we deduce that maps the closed set to itself. Additionally, one can verify in the same way that is a contraction mapping on . The Banach fixed point theorem applies and we conclude that there exists a solution to equation (8). Observe subsequently that defined above solves (2). Applying (9) we have
[TABLE]
Thus yielding the continuity estimate This latter estimate also shows that .
Next we show uniqueness. Suppose for contrary that with solving equation (2). Define for as above and note that . Since , Lemma 1 applies to obtain
[TABLE]
where . Finally, since , we can apply Lemma 1 again to deduce that is a contraction mapping on the set . Therefore
[TABLE]
which is a contradiction. ∎
2.2. Multiple-fold linearization method
We have established that the forward problem (2) is well-posed, and therefore also the DN map (4) is well-defined. In order to prove Theorems 1–2, we will work with families of Dirichlet datum that will be arbitrarily small with respect to the norm, and are therefore only interested in the behavior of near . To set this idea in motion, let and consider a parameter and a family of Dirichlet datum
[TABLE]
where are fixed. Clearly, for all sufficiently small, there exists a unique solution to equation (2) subject to Dirichlet data .
2.2.1. Analytic dependence on
Next, we prove that is analytic in a neighborhood of , that is to say admits a power series representation with respect to the parameter in the topology. It suffices to show that is analytic with respect to each for (see for example [38, Theorem 1.2.25]). To this end we prove that given a fixed family and any fixed in a sufficiently small neighborhood of the origin in , the limit
[TABLE]
exists in the sense, where and denotes the unit vector in with .
As a first step, we proceed to prove that for all small enough and all there holds
[TABLE]
where is independent of and . We begin by observing that for small and all , we can apply Proposition 1 to obtain the estimate
[TABLE]
for some constant independent of and . Next, we use equation (8) to write
[TABLE]
Subtracting these two equations and applying (ii) in Lemma 1 together with (13), it follows that
[TABLE]
where is independent of and . Finally, the bound (12) follows from this estimate for sufficiently small.
Next, we proceed to show the main claim that the limit in (11) exists. Since [math] is not a Dirichlet eigenvalue for , it follows that the same is true for the operator , given that is sufficiently small. We subsequently define and analogously to and , corresponding to equation (6) with potential in place of . We write
[TABLE]
The function satisfies the equation
[TABLE]
where
[TABLE]
Using the smoothness of with respect to and analogously to Lemma 1 we deduce that there exists such that
[TABLE]
Thus, for sufficiently small, by using the bounds (7), (12) and (14), we obtain
[TABLE]
for some independent of . Hence,
[TABLE]
holds in the sense, proving that depends analytically in each of its parameters in a neighborhood of in .
2.2.2. Non-linear interaction of linearized solutions
Let us now use this linearization technique to first show that determines the Dirichlet to Neumann map associated to the linear operator . Of course this is a somewhat redundant argument as will be assumed to be known for us, but nevertheless this simple case will shed some light on the higher order linearization arguments. Let so that and write for some . By (15) there holds . Moreover, since and since is determined through the map , we can simply write
[TABLE]
which shows that .
We can also use this linearization technique to identify interactions for solutions to the linearized equation . Indeed, let us consider with and . Since solves equation (2) with Dirichlet data given by (10) and since the dependence on is analytic, it follows that given any multi-index with , the function solves
[TABLE]
with homogeneous Dirichlet boundary conditions, where depends on and with . Using a simple induction argument it follows that only depends on and .
We now consider a particular term in the power series expansion of near associated to the multi-index and define
[TABLE]
It follows that the function satisfies the equation
[TABLE]
where is a function that only depends on and with . Using the argument in the previous paragraph, it follows that only depends on and . In the particular case , we have . Finally, let us emphasize that since the Dirichlet-to-Neumann map, , determines , it will also uniquely determine the values .
2.3. Reduction to the case
This subsection is concerned with showing that one can without any loss in generality consider the case where on . Let us define so that . Using the transformation law of the Laplace-Beltrami operator under conformal rescalings of the metric, we write
[TABLE]
where and . It can be easily checked that conditions (i)(iv) also hold for the function . Moreover, if is smooth then so is the function .
Let and consider solutions to equation
[TABLE]
It can be easily verified that for small depending on and , equation (18) has a unique solution given by where is the unique solution to equation (2) subject to Dirichlet data . We can therefore uniquely determine the DN map for equation (18) from the DN map for equation (2) and henceforth consider the problem of determining from . Finally note that once uniqueness is proved for , we can immediately deduce uniqueness for . Thus, without loss of generality we will make the standing assumption throughout the rest of the paper that .
2.4. A Carleman estimate
This section is concerned with providing a right inverse for the following differential operator
[TABLE]
where and is sufficiently large, with suitable continuity estimates in norm for any fixed (see Proposition 2).
We start by introducing some notation. Choose an arbitrarily small auxiliary extension of the manifold into a smooth closed manifold without boundary, and smoothly extend the metric to . We also extend smoothly to so that . Here, is the interval in Definition 1. Next, for any , let be a bounded linear Sobolev extension operator and denote by , the set of orthonormal eigenfunctions for the Laplace operator on , so that with denoting the eigenvalues.
We have the following proposition.
Proposition 2**.**
Let and suppose that is a CTA manifold as above and that . Then there exists , depending on , and , such that for all with , the equation
[TABLE]
admits some solution , satisfying the estimate
[TABLE]
where the constant is independent of .
Let us remark that in the case , this is well-known, see for instance [7, Proposition 4.4] and [37, Theorem 4.1]. We will present the proof here, as we need existence results with control on the norm with large. The proof here will be based on first extending to the infinite cylinder and then applying Fourier mode analysis with respect to the tranversal manifold . This is similar to the case as presented in [37, Chapter 4]. Let us remark that it is also possible to use the Carleman estimates for the adjoint operator shifted to negative Sobolev spaces (see for example [7, Lemma 4.3] and [24, Section 4]) and a standard duality argument to obtain similar right inverses. However, the estimates obtained using this approach will be in semi-classical norms. The estimates that we obtain by using the Fourier analysis approach are slightly stronger due to the fact that the operator has constant coefficients with respect to the variable.
Proof of Proposition 2.
We only provide the proof for the case . For the case that is smoothly supported in , the proof here together with the exact arguments as in [37, Theorem 4.1] yields the result. We begin by introducing an operator defined for any non-zero , and any , as follows.
[TABLE]
where denotes the Fourier transform on . Using similar arguments as in [37, Proposition 4.4], we have that for all and all :
[TABLE]
with independent of the parameter and .
Let with compactly supported in . We begin by writing in terms of the eigenfunctions of as follows
[TABLE]
In [37, Proposition 4.6], it was proved that the function
[TABLE]
with
[TABLE]
solves the equation (19) on the larger set and satisfies the estimate
[TABLE]
where we are using the notation
[TABLE]
Now defining , with denoting the characteristic function of , it is clear that solves equation (19) on .
Let us proceed to prove the claimed bound in the statement of the proposition. We start by noting that given any and , there holds
[TABLE]
where in the last step, we have used the bound (20), the fact that and that is compactly supported in . Observing that
[TABLE]
together with the fact that is closed, we deduce that
[TABLE]
To complete the proof, we write
[TABLE]
∎
3. The Jacobi weighted ray transform
This section is concerned with the introduction of a geometrical data related to the transversal manifold that will appear later in the proof of Theorem 1–2. Before proceeding, let us introduce some notation, following [5, Section 1.2]. Given a maximal unit speed geodesic with , we define the orthogonal complement, , at the point as the set
[TABLE]
We also define the -tensor to be the projection from onto . Finally, we say that a -tensor along is transversal if . Transversal -tensors can be viewed as linear maps from to itself. Now, given such a tensor , we consider the complex Jacobi equation
[TABLE]
with the initial condition
[TABLE]
Here,
[TABLE]
where denotes the Ricci tensor. We recall from [5] that if a complex -tensor solves the complex Jacobi equation and are transversal, then is transversal along for all .
For each maximal geodesic in , we let denote the set of all transversal -tensors that solve equation (21) subject to the additional constraint that
[TABLE]
Here, denotes the imaginary part and we recall that is the interval of definition associated to the maximal unit speed geodesic in . We now define, for all , the Jacobi weighted ray transform of the first and second kind, and , as follows.
[TABLE]
The following lemma guarantees that , is well-defined.
Lemma 2**.**
For all we have that is non-degenerate, is symmetric and for all .
We refer the reader to [21, Lemma 2.56] for the proof of this lemma. In the following subsections, we will study the injectivity of the Jacobi ray transforms of the first and second kind along a single maximal geodesic . Before presenting the main results and their proofs, let us give a heuristic discussion to shed some light on the approach. Recall that the matrices solve second order ODEs along the geodesics. Therefore it is possible to choose weights in the Jacobi transform that have a limiting singular behavior at any fixed point . We will see that this singularity will also appear at all points that are conjugate to on .
In the case of the Jacobi transform of the second kind, the transform will have a limiting singularity at and its conjugate points and local information can be obtained in all dimensions under the admissibility assumption (Proposition 4). In the case of the Jacobi ray transform of the first kind, the proof is more delicate as there is no limiting singularity in the transform. Here, the imaginary part of the transform can be localized to deduce injectivity. We have presented injectivity of the Jacobi transform of the first kind along a single geodesic, only in dimensions two and three and left the higher dimensional cases open (Proposition 3). This will be further discussed in Remark 1.
3.1. Inversion of Jacobi weighted ray transform of the first kind
This subsection is concerned with the following injectivity result.
Proposition 3**.**
Suppose is a two or three dimensional compact smooth Riemannian manifold with boundary. Suppose that is a maximal geodesic in that contains no conjugate points. Let . The following injectivity result holds:
[TABLE]
Proof of Proposition 3.
For consistency of notation, we will denote the dimension of by with throughout this proof.
Let us first consider the case when . In this case the Jacobi matrices will simply be complex valued scalar functions along the geodesic, that solve (21) on the maximal interval . It is in fact possible to consider this equation on a slightly larger interval after choosing a smooth extension of . We consider a family of solutions to (21) with , subject to the initial data
[TABLE]
Observe that since condition (22) is satisfied for for all . Note also that
[TABLE]
where and are real-valued solutions to (21) subject to , and , . We also record that since contains no conjugate points on , it follows that is strictly positive for .
Recall that by the hypothesis of the proposition,
[TABLE]
for all . This equation reduces to
[TABLE]
where . Applying the Taylor series approximation of near we deduce that
[TABLE]
We claim that is strictly decreasing on . To see this, observe that
[TABLE]
where denotes the Wronskian corresponding to the Jacobi equation (21) and as such satisfies
[TABLE]
where we are using the fact that are scalar functions that solve a second order ODE and therefore their Wronskian is constant. Using this observation, we conclude that
[TABLE]
implying that is strictly decreasing on . We can consequently define the new variable and rewrite (25) in terms of as
[TABLE]
Finally, using the Stone-Weierstrass theorem, and since , we conclude that must identically vanish along , thus concluding the proof for the case .
Let us now consider the case that . We consider an arbitrary point and assume without loss of generality that . Let be an orthonormal basis for and for each , consider the unique transversal -tensor solving the Jacobi equation (21) subject to initial conditions
[TABLE]
where is the column of the tensor at the point with respect to the basis . Observe that condition (22) holds at for each , implying that . By the hypothesis of the proposition, we have
[TABLE]
We can write where solve (21) subject to the initial conditions
[TABLE]
Our aim now is to study the behavior of as approaches zero. Observe that with is singular at . This singularity will allow us to obtain information about the value of at the point . However, is analytic with respect to and studying the asymptotic behavior of itself will not contain any local information about on . To remedy this issue, we define
[TABLE]
and note that by the hypothesis of the proposition, and since is real valued we have . We now choose a small positive parameter and assume that . In what follows, we will study the limiting behavior of as approaches zero while is fixed.
Writing to denote the parallel transport of the orthonormal basis along , it is easy to see that can be thought of as a two by two matrix with respect to the basis . Next, using the Taylor series approximation for the matrix near , we deduce that given any and all , there holds
[TABLE]
where is independent of and . Here, we are considering the matrix with respect to the basis . Applying these estimates to the expression for , and noting that , we deduce that there exists a constant independent of , such that
[TABLE]
for all . Consequently, there exists a constant independent of such that
[TABLE]
for all .
Let us now consider the interval . First, note that and that by Definition 2, no point on is conjugate to for (see for example [6, Section 5.5]). We deduce that
[TABLE]
Note also that by applying the point-wise bounds in (28) for , it follows that,
[TABLE]
for some independent of . Together with the fact that is non-degenerate away from the origin, we conclude that
[TABLE]
Using this observation, we write
[TABLE]
where we applied the expansion formula for the characteristic polynomial of matrices in the last step. Since is strictly positive away from the origin, we can conclude that there exists a constant only depending on , such that
[TABLE]
Let us now analyze the limiting behavior of as approaches zero. To this end, we begin by writing
[TABLE]
where
[TABLE]
For the term , we use the bound (29) together with the estimate
[TABLE]
to write
[TABLE]
for some independent of , and independent of . Here, we are using the fact that (29) is uniformly bounded in . The appearance of in the first term above is due to the length of the interval of integration in .
For the term , we use the bounds (29) and (32) again to obtain
[TABLE]
for some independent of , and independent of , where denotes the modulus of continuity for the function at the point . Finally, for the term , we use the bound (30) to write
[TABLE]
We now return to , letting approach zero. Using the last three estimates for , , we deduce that
[TABLE]
Finally, letting converge to zero, it follows that . Since is arbitrary, it follows that for all . ∎
Remark 1*.*
The restriction on the dimension is mainly due to two technical difficulties. One has to do with the parity of the dimension. Namely, when the dimension of is odd, an equation of the form (30) will no longer be valid. This is due to the fact that will change sign at the origin and the imaginary part of will not become small in away from the region . This is the reason that we have pursued a different approach for proving the proposition when . Another general issue with higher dimensions seems to be the fact that the bound (29) will no longer hold.
3.2. Inversion of Jacobi weighted ray transform of the second kind
This section is concerned with the proof of the following proposition.
Proposition 4**.**
Suppose is a smooth compact Riemannian manifold with boundary. Let and be a maximal geodesic passing through that contains no conjugate points to . Let . The following injectivity result holds:
[TABLE]
Proof of Proposition 4.
We will again denote the dimension of by with . We consider the unit-speed parametrization with . Let be an orthonormal basis and for each sufficiently small, consider the unique subject to
[TABLE]
where is the column of the tensor at the point with respect to with . Writing to denote the parallel transport of the orthonormal basis along , it is easy to see that can be thought of as a matrix with respect to the basis and that
[TABLE]
where
[TABLE]
[TABLE]
Here, we have realized the -tensors , and as matrices with respect to the basis . As in the proof of Proposition 3 we remark that since there are no conjugate points to away from the origin , it follows that is non-degenerate on away from .
Let be a small parameter. We assume that . In what follows, we will study the asymptotic behavior of as approaches zero while is fixed. We start by writing
[TABLE]
First, we analyze the term . Recall that this corresponds to the small neighborhood . The following point-wise estimates are analogous to (28) and hold on the set ,
[TABLE]
where is independent of and . Applying these estimates to the expression for , we deduce that
[TABLE]
for some independent of which can be rewritten as
[TABLE]
We deduce that for , there holds
[TABLE]
for some independent of and . This latter bound implies that
[TABLE]
for all where independent of and .
We now write
[TABLE]
and
[TABLE]
For the term , we use the bound (36) to write
[TABLE]
where the constant is independent of . For , we use continuity of to write
[TABLE]
where is independent of , and is a modulus of continuity for .
Next, we proceed to give a bound on in the expression (34). To this end, recall that is non-degenerate on away from and therefore has a positive lower bound on that depends on . Since converges to as approaches zero, we can write
[TABLE]
for some that only depends on .
We will now divide the entire expression (34) by the normalization factor
[TABLE]
and study what happens as tends to zero. Let us first observe that
[TABLE]
and that
[TABLE]
and
[TABLE]
where are positive constants that are independent of and . Combining (39)(42) we deduce that
[TABLE]
Thus, by dividing (34) with the normalization factor (40), using the bounds (37)–(38), and letting converge to zero, we conclude that
[TABLE]
for some independent of . Finally, by taking the limit , the proposition follows. ∎
4. Complex Geometric Optics
The main aim of this section is to construct a pair of so called complex geometric optics solutions , with
[TABLE]
for the equation
[TABLE]
Here, we have smoothly extended the known function from to the larger set such that . Recall from Section 2 that we have assumed without loss of generality that . We construct solutions that take the form
[TABLE]
Here, the functions are directly related to Gaussian quasi modes for the transversal manifold and will be supported near the two dimensional sub-manifold with denoting a maximal non-self-intersecting geodesic in . It should be remarked that the Gaussian quasi mode construction is well-known and is analogous to Gaussian beams for the wave equation (see for example [1, 22, 36]). The presentation here follows [9, 23] with some modifications. The correction term will asymptotically converge to zero for any fixed non-zero , as with an arbitrary a priori fixed rate of decay :
[TABLE]
These statements will be made precise in Proposition 5.
4.1. Gaussian quasi modes
Fix a unit speed maximal non-self-intersecting geodesic with and extend it as a geodesic to the larger manifold (see Section 2.4) so that it is defined on an interval with and . Let be a point on . We define such that forms an orthonormal basis and denote by , the parallel transport along of to the point . We define
[TABLE]
and for each define the smooth map
[TABLE]
We use the notation with and recall the following lemma (see [9, Lemma 3.5]).
Lemma 3** (Fermi coordinates).**
Given any sub-interval of containing , the coordinate system above is a smooth diffeomorphism in a neighborhood of , and the following statements hold.
- (i)
, where is the ball of radius centered at the origin in .
- (ii)
\mathcal{F}^{-1}(y^{0},\gamma(y^{1}))=(y^{0},y^{1},\underbrace{0,\ldots,0}_{\text{n-2 times}})* for all .*
Moreover, and , for .
Let us now return to the task of constructing solutions of the form (44). Let
[TABLE]
for some . This is the neighborhood where the Gaussian quasi modes will be compactly supported. We make the ansatz
[TABLE]
The functions , are called the phase and amplitude functions respectively. We observe that
[TABLE]
where
[TABLE]
and
[TABLE]
Here, we would like to apply the WKB method with respect to the parameter in a neighborhood of . More specifically, we start by constructing such that the function vanishes up to order on the geodesic , that is to say
[TABLE]
for all multi indices with . We make the following ansatz,
[TABLE]
where is a homogeneous polynomial of degree in the transversal variables . Following [9, Section 3], we can choose
[TABLE]
where solves the following Riccati equation,
[TABLE]
Here, , and is any symmetric matrix with . The subsequent terms can be constructed by solving linear systems of ODEs and prescribing initial values at the point and we refer the reader to [9] for the details.
Let us now analyze the Riccati equation further as this term dictates the Gaussian type decay away from the two dimensional sub-manifold . Applying [21, Lemma 2.56]), we deduce that given any symmetric with , there exists a unique solution to equation (54). Moreover,
[TABLE]
and there holds
[TABLE]
where is a constant independent of and is the unique solution to the second order ODE
[TABLE]
with any non-degenerate matrix and . We note that and are related through the expression
[TABLE]
Applying arguments analogous to [11, Section 3.5] one can show that the matrix is equal to the (1,1)-Riccci tensor defined in Section 3. Therefore, the matrix solving (57) above coincides with in Section 3, namely that it solves the complex Jacobi equation (21) (see also [5]) and satisfies the condition (22).
Next, we consider the construction of the amplitude functions . We write
[TABLE]
where is as in the definition of and is a smooth non-negative function with for and for . We require that
[TABLE]
and that
[TABLE]
for and all multi indices with . The study of equation (59) is presented in [9, Section 3]. There, it is showed that if we write
[TABLE]
with denoting a homogeneous polynomial of degree in , then one can take
[TABLE]
and that the subsequent terms with can be uniquely determined by solving first order ODEs along the geodesic subject to some prescired initial conditions at the point .
Let us now study equation (60). Here, we deviate from [9] due to the presence of -dependence in , . This comes from the fact that we consider with a -dependent , whereas the case is considered in [9]. Proceeding analogously to the study of (59), we write
[TABLE]
where is a homogeneous polynomial in the variables of degree . Using the definition of , the form of the metric near , (60) reduces to
[TABLE]
where the functions is a homogeneous polynomial in the variables of degree only depending on and the preceding terms in the expansion of the amplitude functions.
To solve for the functions we can proceed with an iterative process by solving at each step, an equation of the form
[TABLE]
To solve such an equation, we simply extend smoothly to in such a way that . Let
[TABLE]
and pick
[TABLE]
where is the characteristic function of the set . Note that . By using this method, we can iteratively determine the coefficients and thus complete the construction of the amplitude functions .
We have completed the task of constructing the Gaussian quasi modes . Let us point out that for the phase function , we have prescribed the initial conditions for all the ODEs at the point . This will be later exploited in Section 5. To summarize the construction, we state the following key lemma.
Lemma 4**.**
Let and let be constructed as above. Then, for any and all with , we have the estimates
[TABLE]
and
[TABLE]
where and are as defined in Section 2.4.
Proof.
We will show how to prove these bounds for . The bounds for will then follow analogously. First, observe that using equations (52)–(53) together with (55), we have
[TABLE]
where is as defined in (46). Using the Fermi coordinate system together with expressions (44) and (58), it follows that
[TABLE]
thus proving the first claim. For the second claim, we observe that
[TABLE]
We now derive the bound for . Let us first use the fact that equations (51), (59) and (60) are satisfied together with (58) to obtain the point-wise bounds on the set ,
[TABLE]
for multi-indices with , where we are using the notation to stand for derivatives of order with respect to the Fermi coordinates. Next, we recall from (48) that
[TABLE]
Using the previous point-wise bounds we write
[TABLE]
∎
4.2. The remainder term
In this section we complete the construction of the complex geometric optic solutions to (43) of the form (44). More specifically, we will determine the asymptotically small correction terms .
Proposition 5**.**
Let , with , and consider the functions as above. There exists solutions to equation (43) of the form (44) satisfying the following estimate,
[TABLE]
for all , .
Proof.
Let us start by noting that the correction term satisfies the equation
[TABLE]
Now, combining the bounds given in Lemma 4 together with Proposition 2 we observe that there exists a solution such that
[TABLE]
Now pick . Using the Sobolev embedding , we obtain that
[TABLE]
∎
5. Proof of Theorem 1
This section is concerned with the proof of Theorem 1. The proof will be built on an induction argument based on , where is the order of the linearization method discussed in Section 2.2. As the first step of induction and also to shed some light on the methodology, we start with a proposition.
Proposition 6**.**
Let the assumptions of Theorem 1 hold. Then the DN map uniquely determines the function .
Proof.
We start by choosing a point and choose to be an admissible geodesic passing through in the sense of Definition 2. Let with fixed and construct a family of complex geometric optic solutions (see (44)) with and a decay rate for the correction terms given by an integer (see Proposition 5). Here, we have assigned the initial values for the ODEs that govern the phase function at the point . Let us now define
[TABLE]
Recall that are defined by (44) and that is explicitly known since is assumed to be known. By using the definition of together with the arguments in Section 2.2 we deduce that we know for solving the equation
[TABLE]
We note that is known as it only depends on and . Let denote the volume form on . Applying Green’s identity together with (43) and (65), we write
[TABLE]
Thus we can conclude that for all with , the knowledge of the DN map uniquely determines the expression
[TABLE]
Applying Proposition 5 and Lemma 4 we have the bounds
[TABLE]
We also recall the point-wise bound (64) to obtain that
[TABLE]
Using this bound together with the latter two bounds, the expression for simplifies to
[TABLE]
where we have extended to all of through setting it to zero outside . Next, and by using the estimate
[TABLE]
we can further simplify to obtain
[TABLE]
Finally, applying stationary phase together with equations (56) and (62), we conclude that the Dirichlet-to-Neumann map uniquely determines the expression
[TABLE]
with denoting the Fourier transform of with respect to variable. Here we have extended the function to the set by setting it to zero outside of . We can summarize the analysis thus far as follows. For each point and each admissible geodesic passing through , we have shown that the Dirichlet-to-Neumann map uniquely determines the expression (67). Now, recall from (57) that the matrix solves the complex Jacobi equation (21) along subject to the initial condition
[TABLE]
where is symmetric and satisfies and is non-degenerate. This implies that .
Returning to (67) and applying Proposition 4 together with the fact that is arbitrary, we conclude that
[TABLE]
for all and all . The theorem now follows using the density of in and applying the inverse Fourier transform. ∎
Before presenting the proof for the more general case , we need a lemma.
Lemma 5**.**
Given any point , there exists a smooth solution to the equation
[TABLE]
with the additional property that .
Proof.
Let us consider to denote the Dirichlet Green’s function associated to the operator on . For each fixed , is the unique distributional solution to
[TABLE]
For each fixed , is smooth away from . Moreover, since for any and any fixed , it follows from elliptic regularity that for any . Let be arbitrary and choose such that subject to . Applying Green’s identity we have
[TABLE]
If the claim fails to hold, that is for all , then clearly we must have for all . Since also vanishes there, by the elliptic unique continuation principle, that must vanish away from implying that it is supported at the point . Subsequently, it must be a linear combination of and its derivatives at the point . But as already mentioned in the beginning of the proof is smoother than , and whence it must vanish everywhere which is a contradiction with (68). ∎
Proof of Theorem 1.
We use an induction argument on to show that can be uniquely determined from the DN map . We have already proved this for . Now let and assume that has been determined for all . We consider a point with an admissible geodesic passing through . Similar to the proof of Propostion 6, we pick and consider the solutions and define analogously. We also choose the function as in Lemma 5 and let be its trace on the boundary .
Following Section 2.2 we define
[TABLE]
Applying (16) we note that solves the equation
[TABLE]
where
[TABLE]
Recall from Section 2.2 that is explicitly known as it only depends on and these functions are known from the induction hypothesis. Applying Green’s identity we observe that
[TABLE]
We deduce that the map uniquely determines the expression
[TABLE]
Thus using the same asymptotic analysis as in the proof of Proposition 6, together with Proposition 4, we conclude that uniquely determines and consequently by Lemma 5 it determines the function at the all points with . The proof is completed by noting the density of in . ∎
6. Proof of Theorem 2
Proof of Theorem 2.
It suffices to prove that can be uniquely reconstructed from the knowledge of . Indeed, the recovery of the higher order derivatives with , follows by using induction as in the proof of Theorem 1.
We start by choosing an arbitrary point and assume that is a maximal non-self intersecting geodesic passing through . Let with fixed and construct a family of complex geometric optic solutions and as in Section 4 with a decay rate given by an integer where we recall that . Here, we have assigned the initial values for the ODEs that govern the phase function at the point . Let us now define
[TABLE]
Recall that and that are explicitly known. By using the definition of together with the arguments in Section 2.2, we deduce that we know for solving the equation
[TABLE]
Let denote the volume form on . Applying Green’s identity we observe that
[TABLE]
Thus we can conclude that for all with , the knowledge of the DN map uniquely determines the expression
[TABLE]
Applying Proposition 5 and Lemma 4, we have the bounds
[TABLE]
Next and by using the form of the phase function and the amplitude functions given by equations (52) and (58) together with the previous four bounds, we write
[TABLE]
where it is to be understood that is extended to by setting it to zero outside . Finally, applying stationary phase together with equations (56) and (62), we deduce that the Dirichlet to Neumann map determines the expression
[TABLE]
with denoting the Fourier transform of with respect to variable. Here, we have extended the function to the entire by setting it to zero outside of . We can summarize the analysis thus far as follows. For each point and each admissible geodesic passing through , we have shown that the Dirichlet-to-Neumann map uniquely determines the expression (74). Repeating the same analysis, this time with the dual choices and we can similarly determine the expression
[TABLE]
Finally, combining the expressions (74)–(75) we deduce that the map uniquely determines the expressions
[TABLE]
where .
Applying Proposition 3 to the real-valued function together with the fact that is arbitrary, it immediately follows that can be uniquely determined from for all and all . We conclude that can be uniquely determined from for all . Using the inverse Fourier transform, it follows that uniquely determines the function everywhere in . ∎
Acknowledgments
A.F was supported by EPSRC grant EP/P01593X/1. L.O acknowledges support from EPSRC grants EP/R002207/1 and EP/P01593X/1.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] V. M. Babich and V. V. Ulin, The complex space-time ray method and quasiphotons. Zap. Nauchn. Sem. Leningrad. Otdel. Mat. Inst. Steklov. (LOMI), 117:5-12, 197, 1981. Mathemat- ical questions in the theory of wave propagation, 12.
- 2[2] A. P. Calderón, On an inverse boundary value problem. In Seminar on Numerical Analysis and its Applications to Continuum Physics (Rio de Janeiro, 1980), pages 65-73. Soc. Brasil. Mat., Rio de Janeiro, 1980.
- 3[3] C. I. Cârstea, G. Nakamura and M. Vashisth, Reconstruction for the coefficients of a quasilinear elliptic partial differential equation. ar Xiv e-prints, Mar 2019.
- 4[4] X. Chen, M. Lassas, L. Oksanen and G. Paternain, Detection of Hermitian connections in wave equations with cubic non-linearity, ar Xiv preprint 2019.
- 5[5] M. F. Dahl, Geometrization of the leading term in acoustic Gaussian beams. J. Nonlinear Math. Phys., 16(1):35-45, 2009.
- 6[6] M.P. do Carmo, Riemannian Geometry. Mathematics (Boston, Mass.). Birkhäuser, 1992.
- 7[7] D. Dos Santos Ferreira, C. E. Kenig, M. Salo and G. Uhlmann, Limiting carleman weights and anisotropic inverse problems. Inventiones mathematicae, 178(1):119- 171, Oct 2009.
- 8[8] D. Dos Santos Ferreira, Y. Kurylev, M. Lassas, T. Liimatainen and M. Salo, The Linearized Calderón Problem in Transversally Anisotropic Geometries, International Mathematics Research Notices, rny 234, 2018.
