Optimal Runge approximation for damped nonlocal wave equations and simultaneous determination results
Abstract.
The main purpose of this article is to establish new uniqueness results for Calderón type inverse problems related to damped nonlocal wave equations. To achieve this goal we extend the theory of very weak solutions to our setting, which allows to deduce an optimal Runge approximation theorem. With this result at our disposal, we can prove simultaneous determination results in the linear and semilinear regime.
Keywords. Fractional Laplacian, wave equations, nonlinear PDEs, inverse problems, Runge approximation, very weak solutions.
Mathematics Subject Classification (2020): Primary 35R30; secondary 26A33, 42B37
1. Introduction
In recent years, inverse problems for nonlocal partial differential equations (PDEs) of elliptic, parabolic and hyperbolic type have been studied. This line of research was initiated by Ghosh, Salo and Uhlman [GSU20], in which they have considered the (partial data) Calderón problem related to the fractional Schrödinger equation
(1.1) |
where is a bounded domain, , , is a suitable potential and is the fractional Laplacian which is the operator with Fourier symbol . In this problem one asks whether the knowledge of the (partial) Dirichlet to Neumann (DN) map
(1.2) |
where are given measurement sets (i.e. nonempty open sets) and denotes the unique solution to (1.1), uniquely determines the potential . The overall strategy to establish unique determination results for the above Calderón problem is as follows (see [GSU20, RS20, RZ23]):
-
(i)
Integral identity: Assume that the potentials are suitably regular, then one can write
(1.3) when the right hand side is interpreted accordingly.
- (ii)
-
(iii)
If the potentials for have suitable continuity properties, then together with ii ensure that there holds in .
In iiII, the space is the closure of in the energy space
where is the Bessel potential operator. Observe the similarity of the above strategy to the one of [SU87] for showing unique determination for the classical Calderón problem, where instead of the Runge approximation theorem suitable geometric optics solutions are used. Moreover, the Runge approximation ii relies on a Hahn–Banach argument and the unique continuation property (UCP) of the fractional Laplacian . For more results on Calderón problems for elliptic nonlocal PDEs, we refer the interested reader to [GLX17, CLR20, CLL19, LL22, LL23, LZ23, KLZ24, KLW22, LRZ22, LTZ24b, LLU23, CGRU23, LLU23, RZ23, RZ24, CRTZ22, LZ24, FGKU21, Fei21, FKU24, LNZ24] and the references therein.
1.1. Mathematical model and main results
Recently, the above approach for solving elliptic nonlocal inverse problems has also been adapted to deduce uniqueness results for the Calderón problem of nonlocal hyperbolic equations. Let us next describe some of these results in more detail and for this purpose consider the problem
(1.4) |
where and is a possibly nonlinear function. If the problem (1.4) is well-posed in the energy class , then for any two given measurement sets we may introduce the DN map via
whenever is supported in and is the solution of (1.4). The Calderón problem for (1.4) reads as follows:
Question 1.
Does the DN map uniquely determine the function ?
A suitable class of nonlinearities are the so-called weak nonlinearities, which are defined next.
Definition 1.1.
We call a Carathéodory function weak nonlinearity, if it satisfies the following conditions:
-
(i)
has partial derivative , which is a Carathéodory function, and there exists such that
(1.5) for all and a.e. . Here the exponents and satisfy the restrictions
(1.6) and
(1.7) respectively. Moreover, fulfills the integrability condition .
-
(ii)
The function defined via
satisfies for all and .
Let us note that with satisfying (1.7) and is a weak nonlinearity. Using the above notions, we can now discuss some of the existing results.
- (a)
-
(b)
The work [Zim24] deals on the one hand with the linear case , with , where satisfies the restrictions (1.6), and is weakly continuous in and on the other hand with the nonlinear case and is a homogeneous, weak nonlinearity. The uniqueness proofs use substantially that due to presence of the viscosity term solutions to (1.4) satisfy and as a consequence the linearized equations have the Runge approximation property in .
- (c)
-
(d)
By establishing a theory for very weak solutions of linear nonlocal wave equations with , the authors of [LTZ24a] could deduce an optimal Runge approximation theorem for these equations. This allowed to extend the results in c to the cases and additionally showed that one can recover any linear perturbation with satisfying the restrictions (1.6). Furthermore, by this improved Runge approximation theorem the authors could also treat the case of serially or asymptotically polyhomogeneous nonlinearities (see [LTZ24a, Theorem 1.5]).
In this context, let us also mention the recent article [FY24] which deals with the Calderón problem for a third order semilinear, nonlocal, viscous wave equation.
The goal of this paper us to present an extension of the models described in b and c, which we discuss next. Let and suppose that we have given coefficients , where and satisfies the restrictions in (1.6). Then we define the following damped, nonlocal wave operator
(1.8) |
and consider the problem
(1.9) |
where is a weak nonlinearity or . In fact, this is a possibly nonlinear generalization of the model (G2) with in [Zim24, Section 1.1]. By [LTZ24c, Proposition 3.7] (see Section 2.1 for the linear case), we know that the problem (1.9) is well-posed, whenever the source , exterior condition and initial conditions are sufficiently regular. Thus, we can introduce the related (partial) DN map via
(1.10) |
where are some measurement sets, is supported in and is the unique solution of (1.9) with . Then we ask the following question:
Question 2.
Does the partial DN map uniquely determine the damping coefficient and the function ?
In this work we establish the following affirmative answers to this question, whereas the first result discusses the linear case and the second one the semilinear perturbations.
Theorem 1.2 (Uniqueness for linear perturbations).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that for we have given coefficients and let be the DN map associated to the problem
(1.11) |
for . If are two measurement sets such that
(1.12) |
for all , then there holds
(1.13) |
Theorem 1.3 (Uniqueness for semilinear perturbations).
Let be a bounded Lipschitz domain, and . Assume that for we have given coefficients and homogeneous, weak nonlinearities , where satisfies (1.7). Let be the DN map associated to the problem
(1.14) |
for . If are two measurement sets such that
(1.15) |
for all , then there holds
(1.16) |
Remark 1.4.
For simplicity we restrict our attention to homogeneous nonlinearities , but the unique determination remains valid in some polyhomogeneous cases as described in [LTZ24a] for .
1.2. Organization of the article
The rest of this article is structured as follows. In Section 2, we establish the existence of unique weak and very weak solutions to damped nonlocal wave equations. In Section 3 we then move on to the inverse problem part of this work. First, in Section 3.1 we establish the optimal Runge approximation theorem. Afterwards, in Section 3.2 we prove a suitable integral identity that allows us to recover simultaneously the damping coefficient and potential in Section 3.3. Finally, Section 3.4 contains the proof of the simultaneous determination of the damping coefficient and the homogeneous nonlinearity .
2. Weak and very weak solutions to damped, nonlocal wave equations
The main purpose of this section is to show existence of unique weak and very weak solutions to damped, nonlocal wave equations (DNWEQ)
(2.1) |
where is given by (1.8) and only the case is considered for very weak solutions.
2.1. Weak solutions
This section deals with the well-posedness of (2.1) for regular sources, exterior conditions and initial data. We also prove well-posedness for the case when instead of initial values the values at are specified, which will be needed for the development of the theory of very weak solutions.
Theorem 2.1 (Weak solutions to homogeneous DNWEQ).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients . Then for any 111Here and below we set . and initial conditions , there exists a unique weak solution of
(2.2) |
which means that in and there holds
(2.3) |
for all in the sense of distributions on . Moreover, the unique solution obeys the energy identity
(2.4) |
which implies
(2.5) |
for all and some only depending on , and .
Proof.
Throughout the proof, we endow with the equivalent norm (see [LTZ24c, Lemma 2.3]) and we introduce the following continuous sesquilinear forms
(2.6) |
for and
(2.7) |
for . Next, recall that by [LTZ24c, eq. (3.7)] one has
(2.8) |
for all . It is not hard to see that we can invoke the existence and uniqueness results [DL92, Chapter XVIII, §5, Theorem 3 & 4] (see [DL92, p. 571]), which ensure the existence of a unique, real-valued solution to (2.2). Furthermore, by [DL92, Chapter XVIII, §5, Lemma 7] the solution satisfies the following energy identity
(2.9) |
for . Hence, we have shown the identity (2.4). Let us define by
for . Using (2.8), (2.9) and , we get
and via Gronwall’s inequality we deduce the energy estimate
(2.10) |
for all and some only depending on , and . This establishes the estimate (2.5). ∎
As a consequence we have the following result:
Proposition 2.2 (Weak solutions to inhomogeneous DNWEQ).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients . Then for any , exterior condition and initial conditions satisfying the compatibility conditions and , there exists a unique weak solution of
(2.11) |
which means that satisfies (2.3), the in and in means that a.e. in for any . Furthermore, the following energy estimate holds
(2.12) |
for any .
Proof.
Observe, under the current regularity assumptions and compatibility conditions, that solves (2.11) if and only if solves
(2.13) |
The only fact to keep in mind is that if , then the condition a.e. in is equivalent to as is a bounded Lipschitz domain. So, the assertions of Propsition 2.2 follow immediately from Theorem 2.1. ∎
Next, let us define for any , open, its time-reversal
(2.14) |
Then, we have the following lemma.
Lemma 2.3.
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients . Let , and satisfying the compatibility conditions and . Then solves
(2.15) |
if and only if solves
(2.16) |
In particular, for any , and satisfying the compatibility conditions and , there exists a unique solution of
(2.17) |
2.2. Very weak solutions
Let us start by making some simple observations. Suppose that and are smooth solutions of the problems
(2.18) |
and
(2.19) |
respectively. If we multiply the PDE (2.18) by and integrate over , then we get
(2.20) |
Notice that if , and , then one can make sense of the first integral and the last line in (2.20), even in the case , and . Here, is defined by
and it can be identified with the dual space of , when is Lipschitz. The previous computation motivates the following definition.
Definition 2.4 (Very weak solutions).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients , source and initial conditions . Then we say that is a very weak solution of
(2.21) |
whenever there holds222Here and below we sometimes write to denote the duality pairing between .
(2.22) |
for all , where is the unique weak solution of the adjoint equation
(2.23) |
(see Theorem 2.1).
Next, let us recall the following well-posedness result of very weak solutions.
Theorem 2.5 (Very weak solutions for ,[LTZ24a, Theorem 3.6]).
Let be a bounded Lipschitz domain, and . Then for any given source and initial conditions , there exists a unique solution to
(2.24) |
and it satisfies the following energy estimate
(2.25) |
for all .
Hence, we have a well-defined solution map.
Proposition 2.6 (Solution map).
Let be a bounded Lipschitz domain, , and let be endowed with the usual product norm
Then the solution map defined by
(2.26) |
where is the unique solution of (2.24) with . Moreover, the solution map is continuous and satisfies the estimate
(2.27) |
for any .
Proof.
First of all note that the solution map is well-defined by Theorem 2.5. The estimate (2.27) follows from (2.25), which together with the linearity of gives the continuity of . Observe that the linearity of is a direct consequence of the unique solvability of (2.24) and the fact that the PDE is linear. ∎
Theorem 2.7.
Let be a bounded Lipschitz domain, , and suppose that satisfies the Lipschitz estimate
(2.28) |
for a.e. and . Then for all , there exists a unique solution of
(2.29) |
that is the formula (2.22) holds with replaced by in which we test against every weak solution of the adjoint equation
(2.30) |
with .
Proof of Theorem 2.7.
Let be the unique solution to
(2.31) |
and let us set . Furthermore, we define the operator as
(2.32) |
which is well-defined by (2.6) and the properties of . Next, we show that has a unique fixed point .
Step 1. Existence. Let , then by linearity of , (2.27) and (2.28) we get
Next, let us define the following norm on
(2.33) |
for , which will be fixed in a moment. Then we have the estimate
and hence there holds
Therefore, we deduce that is a strict contraction from the complete metric space to itself, when is chosen such that . Now, we may invoke Banach’s fixed point theorem to obtain a unique fixed point of . Next, observe that the definition of the solution map and imply
where solves
(2.34) |
Going back to the definition of very weak solutions, we see this implies that solves (2.29).
Step 2. Uniqueness. Suppose is any other solution to (2.29), then solves
(2.35) |
Thus, applying the energy estimate (2.25) together with the Lipschitz assumption on , we see that
where and . So, Gronwall’s inequality shows that . This establishes the uniqueness assertion and we can conclude the proof. ∎
As an application of Theorem 2.7, we can show the unique solvability of (2.1) for rough source and initial data.
Theorem 2.8 (Very weak solutions to DNWEQ).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients . Then for any and , there exists a unique solution of
(2.36) |
Proof.
Let us define the mapping by
where . On the one hand, using the estimate (2.8) we see that for any one has and there holds
(2.37) |
On the other hand, by applying [CRTZ24, Lemma 3.1] and we deduce that for any one has and it obeys the estimate
(2.38) |
Thus, we can again infer from a duality argument that is a continuous map satisfying
(2.39) |
From the estimates (2.37) and (2.39), we easily deduce that is well-defined and satisfies the Lipschitz estimate
(2.40) |
for all . Thus, we can apply Theorem 2.7 to get the existence of a unique solution to (2.36) in the sense that for any and corresponding solution of (2.30), there holds
(2.41) |
It remains to verify that is indeed a solution of (2.36) in the sense of Definition 2.4. For this purpose let and suppose that is the unique solution to (2.23). Hence, solves
with (see (2.8)). Next, we claim that there holds
(2.42) |
For this purpose, let us consider for the unique solution with to the following parabolically regularized problem
(2.43) |
(see [DL92, Chapter XVIII, Section 5.3.1]). By [DL92, Chapter XVIII, Section 5.3.4] we know that there holds
(2.44) |
First, note that the conditions and , where the latter follows from the Sobolev embedding, guarantee that with
(2.45) |
Thus, by the fundamental theorem of calculus we deduce that there holds
By the convergence assertions (2.44) and , we get
This proves (2.42). Hence, inserting this into (2.41), we obtain
As this gives
Hence, we observe that is indeed a solution of (2.36) in the sense of Definition 2.4. By reversing the above arguments one can also observe that if is a solution in the sense of Definition 2.4, then by (2.42) it is a solution in the sense of (2.41) and thus the solution in the sense of Definition 2.4 is unique. ∎
3. The inverse problem
After establishing the theory of very weak solutions to damped, nonlocal wave equations, we now turn our attention to the inverse problem part. First, in Section 3.1 we prove the optimal Runge approximation theorem (Theorem 3.1) and in Section 3.2 a suitable integral identity. Using these results, we then show in Section 3.3 our first main result dealing with linear perturbations (Theorem 1.2). Finally, in Section 3.4 we prove Theorem 1.3 showing that the damping coefficient and the nonlinearity can be determined simultaneously.
3.1. Runge approximation
With the material from Section 2 at our disposal, we can now show the following Runge approximation theorem, whose proof is very similar to the one of [LTZ24a, Theorem 1.2].
Theorem 3.1 (Runge approximation).
Proof.
First of all note that it is enough to consider the case . To see this assume that the density holds for and let . Let be the unique solution to
(3.3) |
and define . By assumption there exists such that in as , where is the unique solution to
(3.4) |
with . Then is the unique solution to (3.2) with . The above convergence now implies in as and we get that is dense in .
Therefore, it remains to show that is dense in . As usual, we show this by a Hahn–Banach argument. Thus, suppose that vanishes on . Let us recall that if and solves (3.4), then by (2.13) and Lemma 2.3 the function satisfies
(3.5) |
Next, let be the unique solution to
(3.6) |
(see Theorem 2.8). By testing the equation for by , we get
for any . This ensures that there holds
Furthermore, by construction vanishes in and hence the unique continuation principle for the fractional Laplacian guarantees in (see [GSU20]). As very weak solutions are distributional solutions, we get
for all . To see that very weak solutions are distributional solutions, one can simply take with in Definition 2.4, where denotes the characteristic function of (see also [LTZ24a, Proposition 3.8]). By density of in we deduce that . This concludes the proof. ∎
As a consequence we have the following lemma.
Lemma 3.2 (Convergence of time derivative).
Let be a bounded Lipschitz domain, , and suppose that satisfies (1.6). Assume that we have given coefficients . Let and suppose is such that
(3.7) |
where solves
(3.8) |
for . If satisfy one of the conditions
-
(a)
-
(b)
or ,
then we have
(3.9) |
Remark 3.3.
Let us note that the same formula (3.9) holds for second order time derivatives under appropriate conditions.
Proof.
Using the integration by parts formula, we may compute
In the first equality sign we used an integration by parts, in the second equality we used (3.8), and (3.8), in the third equality the convergence (3.7), in the fourth equality again an integration by parts and finally in the last equality the conditions a or b. ∎
3.2. DN map and integral identities
Next, we define the Dirichlet to Neumann (DN) map related to
(3.10) |
via
(3.11) |
for all , where is the unique solution to (3.10) with exterior condition . Using the above preparation, we now establish the following integral identity.
Proposition 3.4 (Integral identity for linear perturbations).
Proof.
Let , , and suppose is the unique solutions of (3.10) with and exterior condition . Then we may compute
(3.13) |
In the first equality we used that has vanishing initial conditions, has vanishing terminal conditions and an integration by parts. In the third equality we used that the PDEs for and hold in the sense of (see Lemma 2.3). In the fourth equality, we used the PDEs for and , Lemma 2.3 and that there holds
which can be established similarly as [LTZ24c, Claim 4.2] (see also the proof of Theorem 2.8). In the last equality, we have made the change of variables for the second integral. On the one hand, using (3.13) with
we observe that
(3.14) |
for all , . On the other hand, choosing
in (3.13) and taking into account the self-adjointness (3.14), we get (3.12). ∎
3.3. Simultaneous determination of damping coefficient and linear perturbations
Proof of Theorem 1.2.
First note that by the integral identity in Proposition 3.4, we may deduce from the condition (1.12) that there holds
(3.15) |
for all , where denotes the unique solution to
(3.16) |
Let and choose a cutoff function satisfying on . Moreover, let . By the Runge approximation (Theorem 3.1), there exist sequences with corresponding solutions of (3.16) with such that in . Taking and in (3.15) gives
for all . First, we let to deduce
(3.17) |
for all . As the estimate (2.38) ensures that we can apply Lemma 3.2 under the condition b and so shows that the first term in (3.17) goes to zero. So in the limit what remains is
where we used on . This ensures that on . As the set is arbitrary, we get in . Now, the identity (3.15) reduces to
for all . We choose , define
and take . Then using and arguing as above via a Runge approximation and Lemma 3.2, we get from (3.15) the identity
This again implies in . ∎
3.4. Simultaneous determination of damping coefficient and nonlinearity
Before turning to the proof of our second main result, let us recall that the DN map related to the problem
(3.18) |
is defined by
(3.19) |
where and is the unique solution to (3.18) (see [LTZ24c, Proposition 3.7]).
Proof of Theorem 1.3.
Let and denote by the unique solutions to (3.18) with , and for some fixed . Let us observe that the UCP for the fractional Laplacian and the condition (1.15) imply that . Next, let us note that we can write
(3.20) |
for , where and are the unique solutions of
(3.21) |
and
(3.22) |
respectively. This simply follows from the unique solvability of (3.18) and both functions and are solutions. Furthermore, we notice that the energy estimate of [LTZ24c, Theorem 3.1], [LTZ24c, eq. (3.18)] and the homogeneity of ensure that satisfies
(3.23) |
Moreover, we may estimate
(3.24) |
This follows from the following observations. If solves (3.18) for a damping coefficient , a weak nonlinearity and , then solves
(3.25) |
Now, we may invoke [LTZ24c, eq. (3.15)] to find that there holds
Thus, Gronwall’s inequality gives
This ensures the validity of the second estimate in (3.24). Next, observe that by subtracting the PDEs for and , we deduce that
(3.26) |
By (3.20), we may write
(3.27) |
Combining (3.23) and (3.24), we see that
(3.28) |
Multiplying by gives
(3.29) |
Next, let us focus one the case as the other one can be treated similarly. As we deduce from (3.24) that in and so by Sobolev’s embedding in for all and . Hence, by our assumptions on and [Zim24, Lemma 3.6], we get
(3.30) |
for all as . Additionally, using (3.28) we know that
(3.31) |
Therefore, from (3.29), (3.30) and (3.31), we infer
In particular, this ensures that there holds
for any , where is the unique solution of
(3.32) |
Now, arguing as in the previous section, we get in . Hence, (3.26) reduces to
(3.33) |
Multiplying this identity by and arguing as before, we deduce that
where as . One can now show for all and exactly as described in [LTZ24a, p. 29]. Hence, we can conclude the proof. ∎
Acknowledgments. P. Zimmermann was supported by the Swiss National Science Foundation (SNSF), under grant number 214500.
Statements and Declarations
Data availability statement
No datasets were generated or analyzed during the current study.
Conflict of Interests
Hereby we declare there are no conflict of interests.
References
- [CGRU23] Giovanni Covi, Tuhin Ghosh, Angkana Rüland, and Gunther Uhlmann. A reduction of the fractional Calderón problem to the local Calderón problem by means of the Caffarelli-Silvestre extension. arXiv preprint arXiv:2305.04227, 2023.
- [CLL19] Xinlin Cao, Yi-Hsuan Lin, and Hongyu Liu. Simultaneously recovering potentials and embedded obstacles for anisotropic fractional Schrödinger operators. Inverse Probl. Imaging, 13(1):197–210, 2019.
- [CLR20] Mihajlo Cekic, Yi-Hsuan Lin, and Angkana Rüland. The Calderón problem for the fractional Schrödinger equation with drift. Cal. Var. Partial Differential Equations, 59(91), 2020.
- [CRTZ22] Giovanni Covi, Jesse Railo, Teemu Tyni, and Philipp Zimmermann. Stability estimates for the inverse fractional conductivity problem, 2022.
- [CRTZ24] Giovanni Covi, Jesse Railo, Teemu Tyni, and Philipp Zimmermann. Stability estimates for the inverse fractional conductivity problem. SIAM Journal on Mathematical Analysis, 56(2):2456–2487, 2024.
- [DL92] Robert Dautray and Jacques-Louis Lions. Mathematical analysis and numerical methods for science and technology. Vol. 5. Springer-Verlag, Berlin, 1992. Evolution problems. I, With the collaboration of Michel Artola, Michel Cessenat and Hélène Lanchon, Translated from the French by Alan Craig.
- [Fei21] Ali Feizmohammadi. Fractional Calderón’ problem on a closed Riemannian manifold. arXiv preprint arXiv:2110.07500, 2021.
- [FGKU21] Ali Feizmohammadi, Tuhin Ghosh, Katya Krupchyk, and Gunther Uhlmann. Fractional anisotropic Calderón problem on closed Riemannian manifolds. arXiv:2112.03480, 2021.
- [FKU24] Ali Feizmohammadi, Katya Krupchyk, and Gunther Uhlmann. Calderón problem for fractional Schrödinger operators on closed Riemannian manifolds. arXiv preprint arXiv:2407.16866, 2024.
- [FY24] Song-Ren Fu and Yongyi Yu. Well-posedness and inverse problems for the nonlocal third-order acoustic equation with time-dependent nonlinearity, 2024.
- [GLX17] Tuhin Ghosh, Yi-Hsuan Lin, and Jingni Xiao. The Calderón problem for variable coefficients nonlocal elliptic operators. Comm. Partial Differential Equations, 42(12):1923–1961, 2017.
- [GSU20] Tuhin Ghosh, Mikko Salo, and Gunther Uhlmann. The Calderón problem for the fractional Schrödinger equation. Anal. PDE, 13(2):455–475, 2020.
- [KLW22] Pu-Zhao Kow, Yi-Hsuan Lin, and Jenn-Nan Wang. The Calderón problem for the fractional wave equation: uniqueness and optimal stability. SIAM J. Math. Anal., 54(3):3379–3419, 2022.
- [KLZ24] Manas Kar, Yi-Hsuan Lin, and Philipp Zimmermann. Determining coefficients for a fractional -laplace equation from exterior measurements. J. Differential Equations, accepted for publication, 2024.
- [LL22] Ru-Yu Lai and Yi-Hsuan Lin. Inverse problems for fractional semilinear elliptic equations. Nonlinear Anal., 216:Paper No. 112699, 21, 2022.
- [LL23] Yi-Hsuan Lin and Hongyu Liu. Inverse problems for fractional equations with a minimal number of measurements. Communications and Computational Analysis, 1:72–93, 2023.
- [LLU23] Ching-Lung Lin, Yi-Hsuan Lin, and Gunther Uhlmann. The Calderón problem for nonlocal parabolic operators: A new reduction from the nonlocal to the local. arXiv preprint arXiv:2308.09654, 2023.
- [LNZ24] Yi-Hsuan Lin, Gen Nakamura, and Philipp Zimmermann. The calderón problem for the schrödinger equation in transversally anisotropic geometries with partial data, 2024.
- [LRZ22] Yi-Hsuan Lin, Jesse Railo, and Philipp Zimmermann. The Calderón problem for a nonlocal diffusion equation with time-dependent coefficients. arXiv preprint arXiv:2211.07781, 2022.
- [LTZ24a] Yi-Hsuan Lin, Teemu Tyni, and Philipp Zimmermann. Optimal runge approximation for nonlocal wave equations and unique determination of polyhomogeneous nonlinearities, 2024.
- [LTZ24b] Yi-Hsuan Lin, Teemu Tyni, and Philipp Zimmermann. Well-posedness and inverse problems for semilinear nonlocal wave equations. Nonlinear Analysis, 247:113601, 2024.
- [LTZ24c] Yi-Hsuan Lin, Teemu Tyni, and Philipp Zimmermann. Well-posedness and inverse problems for semilinear nonlocal wave equations. Nonlinear Analysis, 247:113601, 2024.
- [LZ23] Yi-Hsuan Lin and Philipp Zimmermann. Unique determination of coefficients and kernel in nonlocal porous medium equations with absorption term. arXiv preprint arXiv:2305.16282, 2023.
- [LZ24] Yi-Hsuan Lin and Philipp Zimmermann. Approximation and uniqueness results for the nonlocal diffuse optical tomography problem. arXiv preprint arXiv:2406.06226, 2024.
- [RS20] Angkana Rüland and Mikko Salo. The fractional Calderón problem: low regularity and stability. Nonlinear Anal., 193:111529, 56, 2020.
- [RZ23] Jesse Railo and Philipp Zimmermann. Fractional Calderón problems and Poincaré inequalities on unbounded domains. J. Spectr. Theory, 13(1):63–131, 2023.
- [RZ24] Jesse Railo and Philipp Zimmermann. Low regularity theory for the inverse fractional conductivity problem. Nonlinear Analysis, 239:113418, 2024.
- [SU87] John Sylvester and Gunther Uhlmann. A global uniqueness theorem for an inverse boundary value problem. Ann. of Math. (2), 125(1):153–169, 1987.
- [Zim24] Philipp Zimmermann. Calderón problem for nonlocal viscous wave equations: Unique determination of linear and nonlinear perturbations, 2024.