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.
Export citation and abstract BibTeX RIS
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 [8–10, 13, 14]. In particular, in [10], Isakov considered the Helmholtz equation with a potential
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 be a bounded domain, where n ⩾ 3. Let ∂Ω be smooth. We assume q ∈ Hs(Ω) for some s > (n/2) + 1 and consider the equation
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 and 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 and , respectively. Let s > (n/2) + 1, M > 0. Suppose (l = 1, 2) and . Denote by the zero extension of q1 − q2. Then there exists a constant C1, depending only on n, s and Ω, such that if k2 ⩾ 1/(C1M) and then
holds, where C > 0 depends only on n, s, Ω, M and .
- (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:
where |ω| = 1 and r = |x|. We now choose Ω such that 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 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 satisfy ξ · ξ = 0 and |ξ| ⩾ ε0. Then for any f ∈ Hs(Ω) there exists w ∈ Hs(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
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 satisfy ξ · ξ = 0 and |ξ| ⩾ ε0. Let f, g ∈ Hs(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 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
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).
Now we would like to estimate the Fourier transform of the difference of two qs. We denote the Fourier transformation of a function f.
Lemma 3.2. Let s > (n/2) + 1 be an integer and M > 0. Assume , and k2 ⩾ 1/C1M, where C1 is the constant defined in lemma 2.2 corresponding to ε0 = 1. Let be the zero extension of q1 − q2 and a0 ⩾ C1. Suppose that χ ∈ C∞0(Ω) satisfies χ ≡ 1 near . Then for r ⩾ 0 and with |η| = 1 the following statements hold: if 0 ⩽ r ⩽ a0k2M then
holds; if r ⩾ C1k2M then
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
from proposition 3.1, where ψl satisfies
if satisfies ξl · ξl = 0, |ξl| ⩾ 1 and
We remark that also holds. Indeed, we have
Now, let r ⩾ 0, and satisfy |η| = 1. We assume that satisfy
Define ξ1 and ξ2 as
Then, we have
and (ξ1 + ξ2)/2 = −irη.
Hence by (3.3), we immediately obtain that
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 and k2 ⩾ 1/C1M. Then we can see that
where CM depends only on n, s, M and Ω since ul ∈ H1(Ω) is a solution of Δul + k2qlul = 0 in Ω. Consequently, we obtain that
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 with |η| = 1 if we take α and ζ satisfying the conditions (3.5), |ζ| ⩾ 2−1/2 and
then
holds.
Now, if
holds, then (3.8) and |ζ| ⩾ 2−1/2 are satisfied. Pick a0 ⩾ C1. We first consider the case where 0 ⩽ r ⩽ a0k2M. By choosing α and ζ satisfying
both (3.5) and (3.10) are then satisfied since a0 ⩾ C1. Hence we obtain (3.9), that is (3.1). On the other hand, when r ⩾ C1k2M, 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
where a0 ⩾ C1 and T ⩾ a0k2M 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 , q1 − q2 ∈ Hs0(Ω) and s > n/2, we have that
for ε > 0, where m := 2s − n.
On the other hand, by lemma 3.2, we can estimate
where χ ∈ C∞0(Ω) satisfies χ ≡ 1 near and . In view of
and
we have that
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
for T ⩾ a0k2M = 2C2Cχk2M = ak2, where
, a := 2C2CχM and C4 > 0 depends only on n, s and Ω.
To continue, we consider two cases
and
where p will be determined later (see (3.26)).
For the first case (3.16), our aim is to show that there exists T ⩾ ak2 such that
Substituting (3.18) into (3.15) clearly implies (1.3). Now to derive (3.18), it is enough to prove that
and
Remark that (3.20) is equivalent to
which holds if
because of (3.16). Setting T = plog (1/A) (⩾ak2 by (3.16)), then (3.21) holds provided
Now we turn to (3.19). It is clear that (3.19) is equivalent to
since T = plog (1/A). It follows from (3.16) that
Hence (3.23) is verified if we can show that
for log (1/A) ⩾ 1. To obtain (3.24), it suffices to prove
i.e.
for log (1/A) ⩾ 1. Now we choose
Then (3.25) becomes
Note that
Hence, if we choose C5 such that
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.
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.