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Increasing stability in an inverse problem for the acoustic equation

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Published 25 January 2013 © 2013 IOP Publishing Ltd
, , Citation Sei Nagayasu et al 2013 Inverse Problems 29 025012 DOI 10.1088/0266-5611/29/2/025012

0266-5611/29/2/025012

Abstract

In this work, we study the inverse boundary value problem of determining the refractive index in the acoustic equation. It is known that this inverse problem is ill-posed. Nonetheless, we show that the ill-posedness decreases when we increase the frequency and the stability estimate changes from logarithmic type for low frequencies to a Lipschitz estimate for large frequencies.

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1. Introduction

In this paper, we study the issue of stability for determining the refractive index in the acoustic equation by boundary measurements. It is well known that this inverse problem is ill posed. However, one anticipates that the stability will increase if one increases the frequency. This phenomenon was observed numerically in the inverse obstacle scattering problem [6]. Several rigorous justifications of the increasing stability phenomena in different settings were obtained by Isakov et al [810, 13, 14]. In particular, in [10], Isakov considered the Helmholtz equation with a potential

Equation (1.1)

He obtained stability estimates of determining c(x) by the Dirichlet-to-Neumann map for different ranges of ks. All of these results demonstrate the increasing stability phenomena in k. For the case of the inverse source problem for Helmholtz equation and a homogeneous background it was shown in [3] that the ill-posedness of the inverse problem decreases as the frequency increases.

In this paper, we study the acoustic wave equation. Let $\Omega \subset \mathbb {R}^{n}$ be a bounded domain, where n ⩾ 3. Let ∂Ω be smooth. We assume qHs(Ω) for some s > (n/2) + 1 and consider the equation

Equation (1.2)

where the function q(x) is the refractive index. Since the kernel of the operator Δ + k2q(x) on H10(Ω) is not necessarily trivial, we define the boundary measurements to be the Cauchy data corresponding to (1.2)

Hereafter, ν is the unit outer normal vector of ∂Ω. Assume that $\mathcal {C}_{q_1}$ and $\mathcal {C}_{q_2}$ are two Cauchy data associated with refraction indices q1 and q2, respectively. To measure the distance between two Cauchy data, we define

where

The uniqueness of this inverse problem is well known [16]. This inverse problem is notoriously ill posed. For this aspect, Alessandrini proved that the stability estimate for this problem is of log type [1] and Mandache showed that the log-type stability is optimal [11]. In this paper, we would like to focus on how the stability behaves when the frequency k increases. Now we state the main result.

Theorem 1.1. Assume that q1(x) and q2(x) are two refraction indices with associated Cauchy data $\mathcal {C}_{q_1}$ and $\mathcal {C}_{q_2}$, respectively. Let s > (n/2) + 1, M > 0. Suppose $\Vert q_{l} \Vert _{H^{s} ( \Omega )} \le M$ (l = 1, 2) and $\mathop {\mathrm{supp}}( q_{1} - q_{2} ) \subset \Omega$. Denote by $\widetilde{q}$ the zero extension of q1q2. Then there exists a constant C1, depending only on n, s and Ω, such that if k2 ⩾ 1/(C1M) and $\mathop {\mathrm{dist}}( \mathcal {C}_{q_1}, \mathcal {C}_{q_2}) \le 1 / e$ then

Equation (1.3)

holds, where C > 0 depends only on n, s, Ω, M and $\mathop {\mathrm{supp}}( q_{1} - q_{2} )$.

Remark 1.2. 

  • (1)  
    The estimate (1.3) consists of two parts—Lipschitz and logarithmic estimates. As k increases, the logarithmic part decreases and the Lipschitz part becomes dominant. In other words, the ill posedness is alleviated when k is large.
  • (2)  
    We would like to remark on the constant Ck2exp (Ck2) appearing in the Lipschitz part of (1.3). k2 comes from k2q in the equation, which appears naturally (see also [10, equation (8)]), while exp (Ck2) is due to the fact that we use the complex geometrical optics solutions in the proof. Even so, we expect that there is an exponential growth of the constant with frequency since we do not assume any geometrical restriction on q(x) other than regularity. We do not know whether the constant Ck2exp (Ck2) is optimal. For the wave equation it has been shown by Burq for the obstacle problem [5] that the local energy decay is log-slow and this is due to the presence of trapped rays. Note that in our case we can have trapped rays. For the case of simple sound speeds, we expect that there is no exponential increase in the constant. In [15], a Hölder stability estimate was obtained for the hyperbolic DN map for generic simple metrics. For very general metrics, there is no known modulus of continuity for the hyperbolic DN map; see [2] for convergence results.However, in practice, k is fixed and so is the constant. Therefore, one should expect to obtain a better resolution of q from boundary measurements when the chosen k is large.
  • (3)  
    Unlike the result in [10, theorem 2.1] (for equation (1.1)) where the stability estimates were derived in different ranges of k, estimate (1.3) is valid for all the range of k provided k2 ⩾ 1/(C1M). Similar to our arguments here, the analysis in [10] relies on complex geometrical optics solutions and Alessandrini's identity. We also want to point out that in [10] the constant appearing in the Lipschitz part of the stability estimate grows polynomially in k (see (8) there).

We consider the problem in dimension n ⩾ 3 here. For n = 2, a global uniqueness for the Schrödinger equation with a general potential was proved by Bukhgeim [4] who used complex geometrical optics solutions with quadratic phases in the proof. Based on Bukhgeim's result, a logarithmic-type stability estimate was derived by Novikov and Santacesaria [12]. However, the phenomenon of increasing stability in the wave number k for (1.1) and (1.2) is yet to be verified. This is of course an interesting open problem.

We would also like to say a few words on performing our measurements in practice. For simplicity, we assume that n = 3 and q(x) = 1 outside of a ball B. Let v = v(x, ω, k) be the total field satisfying the following scattering problem:

Equation (1.4)

where |ω| = 1 and r = |x|. We now choose Ω such that $\bar{B}\subset \Omega$ and measure the Cauchy data of v on ∂Ω for all v solving (1.4). Using the denseness property of span{v(x, ω, ·)} on the solution set of (1.2) in Ω, we can determine, at least in theory, the Cauchy data $\mathcal {C}_q$ for (1.2).

The proof of theorem 1.1 makes use of Alessandrini's arguments [1] and the CGO solutions constructed in [16]. The main task is to keep track of how k appears in the proof of the stability estimates.

2. Complex geometrical optics solutions

In this section, we construct CGO solutions to the equation (1.2) by using the idea in [16]. The main point is to express the dependence of constants on k explicitly. We first state two easy consequences from the results in [16].

Lemma 2.1 (see [16, proposition 2.1 and corollary 2.2]). Let s ⩾ 0 be an integer. Let ε0 > 0. Let $\xi \in \mathbb {C}^{n}$ satisfy ξ · ξ = 0 and |ξ| ⩾ ε0. Then for any fHs(Ω) there exists wHs(Ω) such that w is a solution to

and satisfies the estimate

where a positive constant C0 depends only on n, s, ε0 and Ω.

By using this lemma, we can obtain a solution to the equation

Equation (2.1)

satisfying some decaying property as in the following lemma.

Lemma 2.2 ([16, theorem 2.3 and corollary 2.4]). Let s > n/2 be an integer. Let ε0 > 0. Let $\xi \in \mathbb {C}^{n}$ satisfy ξ · ξ = 0 and |ξ| ⩾ ε0. Let f, gHs(Ω). Then there exists C1 > 0 depending only on n, s, ε0 and Ω such that if

then there exists a solution ψ ∈ Hs(Ω) to the equation (2.1) satisfying the estimate

where C0 is the positive constant in lemma 2.1.

The CGO solutions needed are constructed as follows.

Proposition 2.3. Let s > n/2 be an integer. Let ε0 > 0. Let $\xi \in \mathbb {C}^{n}$ satisfy ξ · ξ = 0 and |ξ| ⩾ ε0. Define the constants C0 and C1 as in lemma 2.2. Then if

then there exists a solution u to the equation (1.2) with the form of

Equation (2.2)

where ψ has the estimate

Proof. Substituting (2.2) into (1.2), we have

Then by lemma 2.2, we obtain this proposition. □

3. Proof of stability estimate

This section is devoted to the proof of theorem 1.1. Let u1 and u2 be the solutions of (1.2) corresponding to q1 and q2, respectively. The following inequality was proved in [7] (see (4.3.12) there).

Proposition 3.1. 

Now we would like to estimate the Fourier transform of the difference of two qs. We denote $\mathcal {F}(f)$ the Fourier transformation of a function f.

Lemma 3.2. Let s > (n/2) + 1 be an integer and M > 0. Assume $\Vert q_{l} \Vert _{H^{s} ( \Omega )} \le M$, $\mathop {\mathrm{supp}}( q_{1} - q_{2} ) \subset \Omega$ and k2 ⩾ 1/C1M, where C1 is the constant defined in lemma 2.2 corresponding to ε0 = 1. Let $\widetilde{q}$ be the zero extension of q1q2 and a0C1. Suppose that χ ∈ C0(Ω) satisfies χ ≡ 1 near $\mathop {\mathrm{supp}}( q_{1} - q_{2} )$. Then for r ⩾ 0 and $\eta \in \mathbb {R}^{n}$ with |η| = 1 the following statements hold: if 0 ⩽ ra0k2M then

Equation (3.1)

holds; if rC1k2M then

Equation (3.2)

holds, where C > 0 depends only on n, s, M and Ω.

Proof. In the following proof, the letter C stands for a general constant depending only on n, s and Ω. By proposition 2.3, we can construct CGO solutions ul(x) to the equation (1.2) with q = ql having the form of

for l = 1, 2, and we have

Equation (3.3)

from proposition 3.1, where ψl satisfies

if $\xi _{l} \in \mathbb {C}^{n}$ satisfies ξl · ξl = 0, |ξl| ⩾ 1 and

Equation (3.4)

We remark that $\Vert \psi _{l} \Vert _{H^{s} ( \Omega )} \le C$ also holds. Indeed, we have

Now, let r ⩾ 0, and $\eta \in \mathbb {R}^{n}$ satisfy |η| = 1. We assume that $\alpha , \zeta \in \mathbb {R}^{n}$ satisfy

Equation (3.5)

Define ξ1 and ξ2 as

Then, we have

and (ξ1 + ξ2)/2 = −irη.

Hence by (3.3), we immediately obtain that

Equation (3.6)

provided |ξl| ⩾ 1 and (3.4) are satisfied. We first estimate the first term on the right-hand side of (3.6) by

since χ(ψ1 + ψ2 + ψ1ψ2) ∈ Hs0(Ω) and s > n/2.

Now we assume that $\Vert q_{l} \Vert _{H^{s} ( \Omega )} \le M$ and k2 ⩾ 1/C1M. Then we can see that

where CM depends only on n, s, M and Ω since ulH1(Ω) is a solution of Δul + k2qlul = 0 in Ω. Consequently, we obtain that

Equation (3.7)

Now by taking R large enough such that Ω⊂BR(0), we have

Likewise, we can obtain that

since s − 1 > n/2. Combining above estimates and (3.7) yields

Therefore, we can estimate the second term of the right-hand side of (3.6) by

Summing up, we have shown that for r > 0 and for $\eta \in \mathbb {R}^{n}$ with |η| = 1 if we take α and ζ satisfying the conditions (3.5), |ζ| ⩾ 2−1/2 and

Equation (3.8)

then

Equation (3.9)

holds.

Now, if

Equation (3.10)

holds, then (3.8) and |ζ| ⩾ 2−1/2 are satisfied. Pick a0C1. We first consider the case where 0 ⩽ ra0k2M. By choosing α and ζ satisfying

both (3.5) and (3.10) are then satisfied since a0C1. Hence we obtain (3.9), that is (3.1). On the other hand, when rC1k2M, we can choose α = 0, η · ζ = 0 and |ζ| = r. Then (3.5), (3.10) are satisfied and thus (3.9) holds and consequently (3.2) is valid. □

Now we prove our main result.

Proof. As above, C denotes a general constant depending only on n, s, M and Ω. Written in polar coordinates, we have

Equation (3.11)

where a0C1 and Ta0k2M are parameters which will be chosen later. Here C1 is the constant given in lemma 3.2. From now on, we take k2 ⩾ 1/(C1M).

Our task now is to estimate each integral separately. We begin with I3. Since $ | \mathcal {F} \widetilde{q} ( r \eta ) | \le C \Vert q_{1} - q_{2} \Vert _{L^{2} ( \Omega )}$, q1q2Hs0(Ω) and s > n/2, we have that

Equation (3.12)

for ε > 0, where m := 2sn.

On the other hand, by lemma 3.2, we can estimate

Equation (3.13)

where χ ∈ C0(Ω) satisfies χ ≡ 1 near $\mathop {\mathrm{supp}}( q_{2} - q_{1} )$ and $C_{\chi } := \Vert \chi \Vert _{H^{s} ( \Omega )}$. In view of

and

we have that

Equation (3.14)

Combining (3.11)–(3.14) gives

where positive constants C2 and C3 depend only on n, s and Ω.

Now we pick a0 and ε as

(if needed, we take C2 large enough). We then obtain that

Equation (3.15)

for Ta0k2M = 2C2Cχk2M = ak2, where

$A := \mathop {\mathrm{dist}}(\mathcal{C}_{q_1},\mathcal{C}_{q_2})^{2}$, a := 2C2CχM and C4 > 0 depends only on n, s and Ω.

To continue, we consider two cases

Equation (3.16)

and

Equation (3.17)

where p will be determined later (see (3.26)).

For the first case (3.16), our aim is to show that there exists Tak2 such that

Equation (3.18)

Substituting (3.18) into (3.15) clearly implies (1.3). Now to derive (3.18), it is enough to prove that

Equation (3.19)

and

Equation (3.20)

Remark that (3.20) is equivalent to

which holds if

Equation (3.21)

because of (3.16). Setting T = plog (1/A) (⩾ak2 by (3.16)), then (3.21) holds provided

Equation (3.22)

Now we turn to (3.19). It is clear that (3.19) is equivalent to

Equation (3.23)

since T = plog (1/A). It follows from (3.16) that

Hence (3.23) is verified if we can show that

Equation (3.24)

for log (1/A) ⩾ 1. To obtain (3.24), it suffices to prove

i.e.

Equation (3.25)

for log (1/A) ⩾ 1. Now we choose

Equation (3.26)

Then (3.25) becomes

Equation (3.27)

Note that

Hence, if we choose C5 such that

Equation (3.28)

then (3.27) follows. Finally, we take

which depends only on n, Ω, s, M and χ. With such a choice of C5, the conditions (3.28) and (3.22) hold, and thus estimate (3.18) is satisfied.

Next we consider the second case (3.17). By (3.15) with T = ak2, we obtain that

Hence, it remains to show that

i.e.

Equation (3.29)

Since

by (3.17), we have (3.29) if we take C6 large enough so that

The proof is completed. □

Acknowledgments

SN was partially supported by Grant-in-Aid for Young Scientists (B). GU was partly supported by NSF and a Visiting Distinguished Rothschild Fellowship at the Isaac Newton Institute. J-NW was partially supported by the National Science Council of Taiwan. We would also like to thank P Stefanov for helpful discussions.

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10.1088/0266-5611/29/2/025012