Unique identifiability of elastic parameters from time dependent interior displacement measurement
|
|
- Lester Underwood
- 5 years ago
- Views:
Transcription
1 Unique identifiability of elastic parameters from time dependent interior displacement measurement Joyce R McLaughlin and Jeong-Rock Yoon Department of Mathematical Sciences, Rensselaer Polytechnic Institute, 11 8th st., Troy, NY , USA mclauj@rpi.edu and yoonj@rpi.edu Abstract. We consider the question: What can be determined about the stiffness distribution in biological tissue from indirect measurements? This leads us to consider an inverse problem for the identification of coefficients in the second-order hyperbolic system that models the propagation of elastic waves. The measured data for our inverse problem is the time dependent interior vector displacement. In the isotropic case, we establish sufficient conditions for the unique identifiability of wave speeds and the simultaneous identifiability of both density and the Lamé parameters. In the anisotropic case, counterexamples are presented to exhibit the nonuniqueness and to show the structure of the set of shear tensors corresponding to the same given data. Submitted to: Inverse Problems 1. Introduction Elastography is a proposed imaging technique for human tissue. The goal is to extend the doctor s palpation exam see [8, 6]), where fingers press against the skin to detect regions that are stiffer than normal tissue. To accomplish the goal three experiments have been proposed: Static experiment: the tissue is compressed; Dynamic excitation: a time harmonic excitation made on the boundary creates a time harmonic wave in the tissue; Transient elastography: a time dependent pulse on the boundary creates a propagating wave in the tissue. In each of these cases the interior displacement is measured on a fine grid of points using ultrasound [5, 7, 19, 5, 7] or magnetic resonance imaging [4, 16, 18]. The elastography problem then is to construct high resolution images of tissue stiffness characteristics from the measured displacement. This high resolution is expected for two reasons: 1) one is that interior measurements are used instead of boundary measurements; and ) the shear wave speed can be substantially more than double in abnormal stiff tissue. Some elegant reconstruction algorithms for transient elastography have also been proposed, among which we refer to [14, 3]. The former Submitted on April 17, 3
2 is based on the asymptotic expansion of geometric optics, and the latter is based on using propagating fronts to recover wave speeds. The purpose of this paper is to focus on unique identifiability for the transient elastography experiment. In this experiment the time and space dependent propagating wave has amplitudes on the order of microns [5, 5, 7]. Since stiffness is an elastic property and the wave amplitudes are small, the displacement satisfies the linear equations of elasticity. In this initial paper we also assume that the medium is isotropic. In this case then the relevant elastic properties are the density,, the Lamé parameters, λ and µ, or the compression and shear waves speeds, λ + µ)/ and µ/ respectively. Furthermore in soft tissue the compression wave speed is approximately 15 meters/sec while the shear wave speed in normal tissue is 1-3 meters/sec. This large difference means that the compression wave has a very long wavelength with a much shorter shear wave length in low frequency excitation experiments [5, 5]. This difference is used to argue that experiments can be designed where the shear wave displacement in the axial direction normal to the tissue boundary) can be isolated and that an approximate mathematical model for this displacement is a scalar wave equation with stiffness coefficient, µ, density,, and wave speed µ/. For this reason we consider both the scalar wave equation model and the linear equations of elasticity. In all cases we will assume that the medium begins at rest and that a displacement or a traction force on the boundary of the tissue initiates a wave that propagates into the tissue. A fundamental idea used in our analysis is that the wave has a propagating front. Our uniqueness results are for the inverse problem: find elastic parameters from a single interior time dependent scalar or vector displacement measurement. We will establish a series of uniqueness results for the elastic parameters in the region where the wave has propagated, that is in the region where the solution is nonzero for some time during the measurement period. More specifically two of our culminating results are: 1. that there is at most one pair, µ) corresponding to a time dependent solution of the scalar wave equation when µ is either given on the boundary or is determined from the boundary traction force;. that there is at most one pair, µ) corresponding to a time dependent vector solution of the linear equations of elasticity when λ/ is given throughout the tissue and λ is either given on the boundary or determined by the boundary traction force. In addition, we give examples to show that a single interior displacement data is not enough to establish a uniqueness theorem for the parameters in a general anisotropic medium. To put our results in perspective, we describe some related results, referring to [1, 11, 1, 1,, 4]: Imanuvilov and Yamamoto investigated, for the scalar wave equation, the identification problem of lower-order coefficients usually referred to as potentials) [1], and more recently, [11], they established the uniqueness and the stability for the identification of µ using a Carleman estimate assuming 1. But they needed an a priori assumption for µ and a special type of initial condition which could be difficult to control in the transient elastography experiments. Rachele established the unique identifiability of wave speeds [1] and the density [] from the knowledge of the Dirichlet-to-Neumann map on the boundary for the linear equations of elasticity under the assumption that there are no caustics. Richter [4] showed the
3 unique identifiability of µ in a steady state single elliptic equation µ u+µ u = q for a known q and with the measured data u given. However, in his approach he required a priori assumptions on the knowledge of µ on the inflow portion of the boundary and inf x Ω max{ ux), ux)} > that is generally not true in the problem we investigate. See also Knowles [1] for an extension of Richter s assumptions and argument for the determination of parameters in the aquifer identification problem. Our paper is organized as follows. In section, the mathematical models of the forward problem are discussed. In section 3, using the propagating front we establish the shrink and spread argument, which says that the solution starting out as zero in a region and satisfying both the finite propagation speed hyperbolic property) and the unique continuation elliptic property) at each time slice in that region must be identically zero for all time. This property is a basic ingredient in our uniqueness proofs. In section 4, we establish the unique identifiability of wave speeds in isotropic media for both scalar and vector displacement cases. In section 5, the simultaneous identifiability are investigated both for the Dirichlet and the Neumann cases. For the Dirichlet case, an a priori specification of a certain elastic parameter on the boundary is required. In addition, in this section we present counterexamples that exhibit this boundary specification cannot be removed. In section 6, anisotropic media are considered. We present counterexamples that show the unique identification of any elastic parameters even wave speeds) is impossible in general anisotropic media. And the nonuniqueness structure is also clarified.. Mathematical Model Our forward problem is described by the following hyperbolic initial-boundary value problems which model the wave propagation in an elastic body. Throughout this paper, let Ω R n n =, 3) be an open connected C domain and T > be fixed..1. Scalar shear displacement case Assume that the density C Ω) and the shear modulus µ C 1 Ω) satisfy x), µx) α >. Assume also that a scalar shear displacement u in an isotropic medium is governed by the following initial-boundary value problem µx) ux, t)) = x)u tt x, t) in Ω, T ).1) where the medium is initially at rest satisfying the homogeneous initial condition ux, ) = u t x, ) = on Ω and one of the following boundary conditions ux, t) = fx, t) on Ω, T ), µx) ux, t) νx) = gx, t) on Ω, T ),.) where ν is the outward normal to Ω and x is a point in R n n =, 3). It is well-known see [15, 17]) that there exists a unique solution u H Ω, T )) if the Dirichlet boundary condition f H 5/ Ω, T )) satisfies some compatibility conditions such as f, ) = f t, ) =. For the Neumann case, g H 3/ Ω, T )) is required. In anisotropic medium that will be considered in section 6, the shear modulus µ in.1) and.) must be substituted by the symmetric positive-definite shear tensor M [C 1 Ω)] n n. 3
4 P 4 1 "3 # :9 ; ; B"$ gb )"$ 4h Q RS,TUVWXYS,ZVR[\S ]_^`W+V *a b4?c"3d A )"<, 46 e 5 )"# f! #"$ &%' )) +*, -. / - ;+ )"<, 46 8=8 > -?@ )" 7AB 5 /?@ )"DC E F G HJIKBL MON "$ i )B # jk /4g Figure 1. An illustrative diagram representing the inverse problem for the identification of stiffness profile related to the elastic parameters, µ and λ from the measurement of the time dependent interior vector displacement u Ω,T )... Vector displacement case in isotropic media Assume that the density C 1 Ω) and the Lamé parameters µ, λ C Ω) satisfy x), µx), λx) α >. Then the vector elastic displacement u in an isotropic medium is governed by the following initial-boundary value problem λ u) + µ u + u T )) = u tt in Ω, T ).3) where again we assume the medium is initially at rest satisfying the homogeneous initial condition ux, ) = u t x, ) = on Ω. We assume also that one of the following boundary conditions ux, t) = fx, t) on Ω, T ), [ λx) u)i + µx) u + u T )] νx) = gx, t) on Ω, T ), where ν is the outward normal to Ω, ) T denotes the transpose of matrices and I is the identity matrix, is satisfied. Here represents the divergence of vectors and the matrices according to the context, which will be rigorously defined in section 3. Our inverse problem is to identify the elastic parameters, µ, λ or some combination of them such as the shear wave speed c s := µ/ and/or the compression wave speed c p := λ + µ)/ from a single time dependent interior displacement u Ω,T ) in the scalar case or u Ω,T ) in the vector case See Figure 1 for the illustration). 3. Shrink and Spread Argument In this section, we develop the shrink and spread argument which is a main tool for the proof of the unique identifiability in our inverse problem. Roughly speaking, this argument says that, in a given subregion, the solution that: 1) satisfies both hyperbolic and elliptic equations; and ) is zero in that subregion for some time t = t ; must vanish in that region for all t t. We begin with some basic definitions.
5 Definition 3.1 Let A, B be 3 3 matrices with A j and B j as the jth row vectors of A and B, respectively. Then the inner product, norm, cross product, divergence, and curl for matrices are defined by A B = tra T B), A = A A, and A B = A B 3 A 3 B A 3 B 1 A 1 B 3 A 1 B A B 1, A = A 1 A A 3, A = A 1 A A 3 where ) T and tr ) denote the transpose and the trace of matrices, respectively. For completeness and easy referral we give the following identities. For any function ψ, vector u = u 1, u, u 3 ) T and 3 3 matrix A which are all sufficiently smooth, we have the following: A u) = A T ) u + A T u, A u) = A T ) ) T u + u T A, ψ u) = ψ u + ψ u, u + u T ) = u)) T, u = u + u), 5, 3.1) where u denotes the Jacobian matrix of u and u = u is the Laplacian of u. One of the most important properties of a solution of a hyperbolic equation is that it has a finite propagation speed. An important property of a solution of an elliptic equation is the unique continuation principle. Both of these ideas will be important in our uniqueness proofs. Here we give a rigorous definition of these two notions. Definition 3. Let B ɛ x ) := {x R n : x x < ɛ} Ω be an open ball in Ω. a) U = U 1,..., U m ) [Hloc Ω, T ))]m is said to have a finite propagation speed in B ɛ x ), T ) with the maximum speed c > if for any t [, T ) U, t ) = U t, t ) = in B ɛ x ) implies that U = a.e. in a space-time cone <s<ɛ/c C s where C s = C s x, t, ɛ, c) := B ɛ cs x ) {t = t + s}. b) U = U 1,..., U m ) [H 1 loc Ω)]m is said to have a unique continuation principle in Ω if U = in an open subset of Ω implies that U = in Ω. In subsection 3.3, an important ingredient in the proofs will be that these two properties hold simultaneously Finite propagation speed Since the displacement u or u is a solution of the hyperbolic equation.1) or.3), the propagation speed must be finite as shown in the following two theorems. Theorem 3.3 Assume that C Ω) and µ, λ C 1 Ω) satisfy x), µx), λx) α >. Let u [H Ω, T ))] n be a solution of the hyperbolic system λ u) + µ u + u T )) = u tt in Ω, T ). 3.) Then for any open ball B ɛ x ) Ω, u has a finite propagation speed in B ɛ x ), T ) with the maximum speed c = sup x Bɛx ) λx) + µx))/x).
6 Proof. Fix any t [, T ) and assume that u, t ) = u t, t ) = in B ɛ x ). 3.3) We must show that u = a.e. in <s<ɛ/c C s where C s = B ɛ cs x ) {t = t + s}. Let es) := 1 { u t + λ u + µ u + ut } dx C s represent the elastic energy contained in C s. We will show that es) = for all s, ɛ/c). For a fixed s, ɛ/c) define Λs) := <τ<s C τ. Taking the inner product of 3.) with u t and integrating in Λs), using the first identity in 3.1) we get = u t { u tt λ u)i + µ u + u T ))} dxdt Λs) { = Λs) u t ) t } + Σ u t Σ u t ) dxdt. where Σ = λ u)i + µ u + u ) T. Since µ u + u ) T is symmetric, we have Σ u t = λ u)i u t + µ u + u T ) u t + u T t ) λ = u + µ u + u ) T. 4 t Thus we have = 1 { u t + λ u + µ u + u T ) } Σ u t ) dxdt. 3.4) t Λs) Applying space-time divergence theorem, we have = 1 { u t + λ u + µ u + u T ) } ν t Σ u t ) ν x ds x,t, 3.5) Λs) where Λs) = C s C <τ<s C τ ) is the space-time boundary of Λs), ds x,t is the space-time boundary element, and ν x, ν t ) is the space-time outward normal to Λs). Since ν x, ν t ) is explicitly given by, 1) on C s,, 1) on C, ν x, ν t ) = ) 1 x x 1 + c x x, c on L := 3.6) C τ, 3.5) can be rewritten as es) e) c = 1 + c L <τ<s { u t + λ u + µ u + u T } c Σ u x x t ds x,t. 3.7) x x We know that es) and e) =. Our intermediate goal is then to show that the right hand side of 3.7) is not positive implying that es). To do this we 6
7 first use the Cauchy-Schwarz inequality and the fact that c λ + µ)/. Then the integrand of the right hand side of 3.7) is greater than or equal to u t + λ u + µ u + u T c λ u u t µ u + u T u t c = λ λ + µ u t + u ) c u u t + µ λ + µ u t + 1 u + u T 1 u + u ) T u t 4 c ) λ λ + µ u t u + µ λ + µ u t 1 u + u ) T. Thus we have es) e) = implying es) = for all s, ɛ/c). Finally we use a standard argument to show that u = a.e.. With the lower bound α for, µ, and λ, we get the following L -estimate for u t in the cone Λɛ/c) = <s<ɛ/c C s: u t L Λɛ/c)) Λɛ/c) α u t dxdt α ɛ/c es) ds =. The homogeneous initial condition 3.3) then implies ux, t) = a.e. in Λɛ/c), which completes the proof. For the scalar shear displacement u, we also have a finite propagation speed. Since the proof is parallel to Theorem 3.3, we give only the outline of the proof. Theorem 3.4 Assume that C Ω) and µ C 1 Ω) satisfy µx), x) α >. Let u H Ω, T )) be a solution to the hyperbolic equation µx) ux, t)) = x)u tt x, t) in Ω, T ). 3.8) Then for any open ball B ɛ x ) Ω, u has a finite propagation speed in B ɛ x ), T ) with the maximum speed c = sup x Bɛx ) µx)/x). Proof. Fix any t [, T ) and assume that u, t ) = u t, t ) = in B ɛ x ). Then we must show that u = a.e. in <s<ɛ/c C s where C s = B ɛ cs x ) {t = t + s}. Let es) := 1 { ut + µ u } dx. C s Analogously as in the proof of Theorem 3.3, taking the inner product of 3.8) with u t and integrating in Λs), we get = 1 { ut + µ u ) µu t t u) } dxdt. 3.9) Λs) To show that es) = and then that u = a.e. we again apply the space-time divergence theorem. Using the explicit form 3.6) of the outward normal, we have es) e) c = 1 + c S <τ<s C τ { u t + µ u µ c u t u Since µ/c, the integrand of 3.1) is greater than or equal to 7 } x x ds x,t. 3.1) x x u t + µ u µ u t u = u t µ u ).
8 Thus we have es) e) = for all s, ɛ/c). Hence it follows immediately as in the proof of Theorem 3.3 that ux, t) = a.e. in Λɛ/c) Unique continuation principle It is well-known that an elliptic system with the same principal part has a unique continuation principle. For completeness we state this in following lemma. It is easily proved by a standard Carleman estimate [9, ] as in the single elliptic equation case. Lemma 3.5 Let Ω R n and U = U 1,..., U m ) [H 1 loc Ω)]m be a solution of U + B U) + V U) = in the distributional sense, where the lower-order operators B and V are given by [B U)] n m k = a k ijx) U j and V x m U) k = b k j x)u j 3.11) i i=1 j=1 with coefficients a k ij, bk j L Ω) for k = 1,..., m. Then U has a unique continuation principle in Ω. In order to prove the unique identifiability of elastic properties in our inverse problem, it is natural to begin by supposing that our solution u solves two elastic systems.3) each with distinct coefficients. Under this assumption we can show by subtracting that u satisfies a system of differential equations without a u tt term. This is shown in the the following lemma. Lemma 3.6 Assume that j C 1 Ω) and µ j, λ j C Ω) for j = 1, satisfy j x), µ j x), λ j x) α >. Let u [ H Ω, T )) ] n be a common solution for j = 1, to the hyperbolic system λ j u) + µ j u + u T )) = j u tt in Ω, T ). 3.1) Then u, v, ω) := u, u, u) satisfies the following system: µ λ + µ λ = u + v + v + u + u T ) µ ) λ + µ 1 λ + µ) λ = v + λ + µ v + ) 1 µ µ ω + u + u T ) µ ) µ µ 1 = ω + v ω) + λ ) ) T 1 µ µ + λ v + ω + j=1, 3.13) ) v 3.14) ), ) v 3.15) u + u T ), where F := F 1 F for any indexed quantity F j. In the two-dimensional case, we identify u = u 1 x 1, x ), u x 1, x )) T by u = u 1 x 1, x ), u x 1, x ), ) T so that all the above quantities are meaningful.
9 9 Proof. From 3.1), using the fact that u T ) = v we easily get u tt = µ j u + λ j + µ j j j v + λ j v + u + u T ) µ j. 3.16) j j Taking divergence of 3.16) and using the first and last identities in 3.1), we have v tt = λ j + µ j 1 λj + µ j ) ) ) λj v + v + v 3.17) j λ j + µ j j j ) 1 µ j ω + u + u T ) ) µj. µ j j Taking curl to 3.16) and using the identities 3.1), we have ω tt = µ ) ) j µj 1 ω + v ω) + λ j v) 3.18) j + ω µ j j j j ) T µj + u + u T ). j Subtracting indexed equations in 3.16) 3.18), respectively, 3.13) 3.15) are easily obtained. If the leading coefficients µ/ and λ + µ/ in 3.13) 3.15) are both away from zero, then we can establish a unique continuation principle as done in [1,, 6]. Theorem 3.7 Assume that j C 1 Ω) and µ j, λ j C Ω) for j = 1, satisfy j x), µ j x), λ j x) α >. Let u [ H Ω, T )) ] n be a common solution for j = 1, to the hyperbolic equations λ j u) + µ j u + u T )) = j u tt in Ω, T ). Then in any open subset D Ω satisfying min D { µ/, λ + µ/ } β >, U := u, u, u) satisfies U + B U) + V U) = in D, T ), where B and V with coefficients a k ij, bk j L D) are defined in 3.11). Hence u, t ) has a unique continuation principle in D for any t, T ). Proof. Since j x), µ j x), λ j x) α > and j C 1 D) and µ j, λ j C D) for j = 1,, all the coefficients in 3.13) 3.15) are L D). Since µ/, λ + µ/ β > in D, we can rewrite 3.13) 3.15) as U + B U) + V U) = with L D) coefficients. Hence Lemma 3.5 completes the proof. j 3.3. Shrink and spread argument Now we are in a position to state the shrink and spread argument. As illustrated in Figure, in any region where a solution 1) has a homogeneous initial condition; ) has a finite propagation speed; and 3) also satisfies a unique continuation principle; should vanish for all time. Theorem 3.8 Let U = U 1,..., U m ) [H Ω, T ))] m and B ɛ x ) Ω. Assume that U satisfies the following assumptions: a) U has a homogeneous initial condition in the sense of trace on B ɛ x ) {t = }: U, ) = U t, ) = in B ɛ x ).
10 1 a) Shrink: U = in a cone by finite propagation speed. b) Spread: U = on each whole slice by unique continuation principle. c) Repeat steps a) and b). d) Hence U in the whole cylinder B ɛ x ), T ). Figure. Illustration for the shrink and spread argument in Theorem 3.8. b) U has a finite propagation speed in B ɛ x ), T ) with the maximum speed c >. c) For any t, T ), the trace U, t ) on B ɛ x ) {t = t } has a unique continuation principle in B ɛ x ). Then U in B ɛ x ), T ). Proof. By a) and b), we get U = in <s<ɛ/c C s where C s = B ɛ cs x ) {t = s}. Then using c), we have U = in B ɛ x ), ɛ/c). Applying b) with U x, ɛ ) = U c t x, ɛ ) = in B ɛ x ) c as an initial condition, and c) again, we get U = in B ɛ x ), 3ɛ c ). Iterating such procedures, we finally obtain U in B ɛ x ), T ). 4. Uniqueness of Wave Speeds in Isotropic Media In this section we give our first set of uniqueness results for identifying wave speeds from interior displacement data. We begin with the scalar shear displacement case and show that the shear wave speed c s = µ/ is uniquely identified from the interior displacement in any subregion where u for some time t, T ). The proof is based on our shrink and spread argument. Theorem 4.1 Assume that j C Ω) and µ j C 1 Ω) for j = 1, satisfy j x), µ j x) α >. Let u H Ω, T )) be a common solution for j = 1, to the hyperbolic equations µ j x) ux, t)) = j x)u tt x, t) in Ω, T ) 4.1) with the homogeneous initial condition ux, ) = u t x, ) = in Ω, 4.) and satisfying either the same Dirichlet boundary condition ux, t) = fx, t) on Ω, T ), 4.3)
11 or the same Neumann boundary condition µ j x) ux, t) νx) = gx, t) on Ω, T ), 4.4) where ν is the outward normal to Ω. Then we have µ 1 = µ in Ω \ Ω E, 1 where Ω E := { V Ω is an open set satisfying u L V,T )) = }. Remark. Intuitively, Ω E is the subset of Ω where the wave has not yet travelled during the time, T ). See Remark 4.5 for more details. Proof. Let Ω be expressed by the union of disjoint subsets Ω = Ω Ω + Ω where Ω := {x Ω : µ 1 x)/ 1 x) = µ x)/ x)}, Ω ± := {x Ω : µ 1 x)/ 1 x) µ x)/ x)}. We will show that Ω + Ω Ω E : Fix any point x Ω +. Since µ 1 / 1 µ / C Ω), and Ω + is an open subset of Ω, there exists an open ball B ɛ x ) Ω + on which we have α 1 µ 1 1 µ α for some α 1, α >. 4.5) By Theorem 3.4, u already has a finite propagation speed in B ɛ x ), T ) with the maximum speed c = sup x Bɛx ) µ1 x)/ 1 x). Multiplying 4.1) by 1/ j and subtracting one from the other, we get that the trace u, t ) for any t, T ) solves the following elliptic equation ux, t ) + µ1 x) 1 x) µ x) x) ) 1 µ1 x) 1 x) µ ) x) ux, t ) = in B ɛ x ). x) From the Sobolev theory we get that u, t ) H 3/ B ɛ x )) H 1 B ɛ x )) for any fixed t, T ). In addition, the smoothness assumptions on j and µ j imply that all the coefficients in the above equation are in L B ɛ x )). Thus by Lemma 3.5, u, t ) has a unique continuation principle in B ɛ x ) for any t, T ). Finally, by Theorem 3.8 using the homogeneous initial condition 4.) we have u in B ɛ x ), T ). Hence x B ɛ x ) Ω E, thus Ω + Ω E. Similarly we have Ω Ω E implying that Ω \ Ω E Ω \ Ω + Ω ) = Ω, which completes the proof. Now assume that the measured data is the vector displacement that satisfies the system of the linear equations of elasticity. If λ/ is also given, then as in the scalar shear displacement case, the shear wave speed c s = µ/ is uniquely identified from the interior displacement u Ω,T ) in any subregion where u for some time t, T ). Since the proof is parallel to that of Theorem 4.1, only the outline is presented. Theorem 4. Assume that j C 1 Ω) and µ j, λ j C Ω) for j = 1, satisfy j x), µ j x), λ j x) α >. Let u [ H Ω, T )) ] n be a common solution for j = 1, to the hyperbolic equations λ j u) + µ j u + u T )) = j u tt in Ω, T ) 4.6) with the homogeneous initial condition ux, ) = u t x, ) = in Ω, 4.7) 11
12 and satisfying either the same Dirichlet boundary condition ux, t) = fx, t) on Ω, T ), 4.8) or the same Neumann boundary condition [ λj x) u)i + µ j x) u + u T )] νx) = gx, t) on Ω, T ), 4.9) where ν is the outward normal to Ω. If λ 1 / 1 = λ / in Ω, then we have µ 1 = µ in Ω \ Ω E, 1 where Ω E := { V Ω is an open set satisfying u L V,T )) = }. Proof. Using the same arguments in the proof of Theorem 4.1, it suffices to show that for any open ball B ɛ x ) Ω + = {x Ω µ 1 x)/ 1 x) > µ x)/ x)} on which 4.5) is satisfied, u has a finite propagation speed in B ɛ x ), T ) and u, t ) has a unique continuation principle in B ɛ x ) for any t, T ). Then we can apply Theorem 3.8 with the homogeneous initial condition 4.7) to obtain u in B ɛ x ), T ), implying x B ɛ x ) Ω E, which will complete the proof. By Theorem 3.3, u already has a finite propagation speed in B ɛ x ), T ) with the maximum speed c = sup x Bɛ x ) λ1 x) + µ 1 x))/ 1 x). From 4.5) and the fact that λ 1 / 1 = λ /, we have λ + µ)/ = µ/ α 1 > in B ɛ x ), where again F := F 1 F for any indexed quantity F j. Therefore applying Theorem 3.7, u, t ) has a unique continuation principle in B ɛ x ) for any t, T ), which completes the proof. In our application of interest, we are primarily interested in shear wave properties. Nevertheless we give hypotheses and uniqueness results that identify the compression wave speed. If the shear modulus µ is given and the Neumann boundary condition is specified or λ is specified on the boundary with the Dirichlet boundary condition, see Corollary 4.4), then the compression wave speed c p = λ + µ)/ is uniquely identified in any subregion where u for some time t, T ). Note that the proof is essentially different from the previous ones. Theorem 4.3 Assume that j C 1 Ω) and µ j, λ j C Ω) for j = 1, satisfy j x), µ j x), λ j x) α >. Let u [ H Ω, T )) ] n be a common solution to the Neumann-type initial-boundary value problem 4.6), 4.7) and 4.9) for j = 1,. If µ 1 = µ in Ω, then we have λ 1 + µ 1 1 = λ + µ in Ω \ Ω D, where Ω D := { V Ω is an open set satisfying u L V,T )) = }. Remark. Intuitively, Ω D is the subset of Ω where the compression wave has not yet travelled during the time, T ). See Remark 4.5 for more details. Proof. Let Ω cp := {x Ω : λ 1 + µ 1 )x)/ 1 x) λ + µ )x)/ x)}, and 1 Ω := {x Ω : 1 x) x)}, Ω = := {x Ω : 1 x) = x)}. Here again F := F 1 F for any indexed quantity F j. It suffices to show that λ1 + µ 1 x) λ ) + µ x) ux, t) = in Ω, T ), 4.1) 1
13 13! #"%$'& *) *) +"-, $'& Figure 3. A typical configuration of a connected component B of Ω int in the = proof of Theorem 4.3. since this implies u = in Ω cp =, T ), that is, Ω cp Ω D. This will complete the proof. Before proceeding further, we point out a useful observation such that u = in Ω cp Ω ), T ), 4.11) which is easily verified by our shrink and spread argument in the following way: For any x Ω cp = Ω, since µ 1 = µ and Ω cp Ω = is an open set, there exists an open ball B ɛ x ) Ω cp = Ω on which µ/, λ + µ)/ α 1 > in B ɛ x ) for some α 1 >. Hence as in the proof of Theorem 4., applying Theorem 3.3, Theorem 3.7, and then Theorem 3.8 with the homogeneous initial condition 4.7), we have u in B ɛ x ), T ). Thus 4.11) is obtained. From 4.11) we immediately obtain that λ1 + µ 1 x) λ + µ x) 1 ) ux, t) = in Ω =, T ). 4.1) To complete the proof, it suffices to establish the same identity as in 4.1) for Ω int =, T ), where Ωint = denotes the interior of Ω =, and we may assume : If Ωint = =, by the continuity of j and Baire s category theorem, we see that Ω = is an open dense subset of Ω. Hence 4.1) is an immediate result Ω int = from 4.1) and this completes the proof. In the case when Ω int =, by subtracting one from the other in 4.6), we get λ 1 λ ) u) = in Ω int =, T ). Thus for any connected component B of Ω int =, we have λ 1 λ )x) ux, t) = C B t) in B, T ), 4.13) where C B is independent of spatial variable x. Now we derive the boundary condition for 4.13), see Figure 3 for a typical configuration of B. We consider first the points in B Ω. Subtracting one from the other in the Neumann boundary condition 4.9), we get λ 1 λ )x) ux, t) = on B Ω), T ). 4.14) Now consider the points of B contained in Ω. Since 1 = in B, the coefficient of 4.1) is equal to λ 1 λ )/ 1 on B Ω. Hence from 4.1) we have λ 1 λ )x) ux, t) = on B Ω = ), T ). 4.15)
14 Since B = B Ω) B Ω ), from 4.14) and 4.15) we have λ 1 λ )x) ux, t) = on B, T ). 4.16) From 4.13) and 4.16) we obtain λ 1 λ )x) ux, t) = in B, T ). Since B is any connected component of Ω int =, and µ 1 = µ, 1 = in Ω int =, finally we have λ1 + µ 1 x) λ ) + µ x) ux, t) = in Ω int =, T ). 4.17) 1 Combining 4.1) and 4.17), we get 4.1) and this completes the proof. If we specify the Dirichlet boundary condition 4.8) instead of the Neumann boundary condition 4.9) in Theorem 4.3, then a priori knowledge of λ on the boundary is required to obtain the same result. Because in the proof of Theorem 4.3 the Neumann boundary condition 4.9) is used only to derive 4.14) which holds obviously when λ 1 = λ on Ω, we get the following corollary. Corollary 4.4 Under the same hypotheses µ 1 = µ in Ω) in Theorem 4.3, if 4.9) is substituted by the Dirichlet boundary condition 4.8) and, in addition, λ 1 = λ on Ω is assumed, we have λ 1 + µ 1 )/ 1 = λ + µ )/ in Ω \ Ω D. Remark 4.5 Roughly speaking, Ω E or Ω D ) represents a maximal subset of Ω on which no wave or no compression wave) has reached during the time, T ). Hence Ω \ Ω E and Ω \ Ω D represent the regions where the wave or the compression wave, respectively have travelled during the time, T ). If u and u are continuous in Ω, T ), then Ω u := {x Ω : ux, t) for some t, T )}, Ω u := {x Ω : ux, t) for some t, T )} are well-defined and contained in Ω \ Ω E and Ω \ Ω D, respectively. 5. Simultaneous Identification in Isotropic Media In the previous section, we showed the unique identifiability of the shear wave speed c s = µ/ or the compression wave speed c p = λ + µ)/ under suitable assumptions. In fact, the two elastic parameters and λ are uniquely identified under the same hypotheses of Theorem 4.3. Moreover both and µ are uniquely identified if we add the assumption that we are given the Neumann boundary condition in Theorem 4.1 and Theorem 4.. For the Dirichlet boundary condition, a priori knowledge of a certain elastic parameter on the boundary is required to guarantee similar simultaneous unique identification. Note that Barbone and Bamber [3] make a similar observation in the static elastography problem The Neumann case If we specify the Neumann boundary condition 4.4) in Theorem 4.1, not only the shear wave speed c s = µ/ but also all the elastic parameters and µ are uniquely identifiable. The proof is based on the unique identifiability of the shear wave speed, an energy estimate, and careful use of the divergence theorem. 14
15 Theorem 5.1 Under the same hypothesis on j and µ j in Theorem 4.1, let u H Ω, T )) be a common solution to the Neumann-type initial-boundary value problem 4.1), 4.) and 4.4) for j = 1,. Then we have 1, µ 1 ) =, µ ) in Ω \ Ω E, where Ω E := { V Ω is an open set satisfying u L V,T )) = }. Proof. Since we already know that c s = µ 1 / 1 = µ / in Ω \ Ω E by Theorem 4.1, it is sufficient to show that µ 1 = µ in Ω \ Ω E. Let Ω = Ω Ω + Ω where here Ω := {x Ω : µ 1 x) = µ x)} and Ω ± := {x Ω : µ 1 x) µ x)}. We will show that Ω + Ω Ω E. Then we have Ω \ Ω E Ω \ Ω + Ω ) = Ω, which will complete the proof. As in the derivation of 3.9), we have T s = { u t + µ u ) )} µ u t u dtdxds, t Ω + where F := F 1 F for any indexed quantity F j. Again using the homogeneous initial condition 4.), we have T ut + µ u ) T s ) dxds = µ u t u dtdxds. Ω + Ω + Applying the divergence theorem to the right hand side with the Neumann boundary condition µ u ν = on Ω, T ), we have T ut + µ u ) T s dxds = u t µ u ν dtds x ds =.5.1) Ω + Ω + Ω Note that the divergence theorem holds even though Ω + might be irregular and nonrectifiable, since µ vanishes on that possibly irregular boundary Ω + \ Ω and Ω is a C boundary [13]. On the other hand, since µ 1 µ = c s 1 ) in Ω \ Ω E and u t = a.e. in Ω E, T ), we have u t = µ /c s) u t a.e. in Ω, T ). Hence from 5.1) we get T { 1 µ Ω + } c u t + u dxds =. s Since µ > in Ω +, using our standard argument and the homogeneous initial condition 4.), we obtain u = a.e. in Ω +, T ). Thus we have Ω + Ω E. Similarly we have Ω Ω E, which completes the proof. If we specify the Neumann boundary condition 4.9) in Theorem 4., both of the elastic parameters and µ are uniquely identifiable. The proof is along the same line as that in Theorem 5.1. Theorem 5. Under the same hypothesis on j, µ j, and λ j in Theorem 4., let u [ H Ω, T )) ] n be a common solution to the Neumann-type initial-boundary value problem 4.6), 4.7) and 4.9) for j = 1,. If λ 1 / 1 = λ / in Ω, then we have 1, µ 1 ) =, µ ) in Ω \ Ω E, where Ω E := { V Ω is an open set satisfying u L V,T )) = }. 15
16 Proof. Since we already know that c l := λ 1 / 1 = λ / and c s = µ 1 / 1 = µ / in Ω \ Ω E by Theorem 4., it is sufficient to show that 1 = in Ω \ Ω E. Let Ω = Ω Ω + Ω where Ω := {x Ω : 1 x) = x)} and Ω ± := {x Ω : 1 x) x)}. We will show that Ω + Ω Ω E. Then we have Ω\Ω E Ω\Ω + Ω ) = Ω, which will complete the proof. As in the derivation of 3.4), we have T s { = u t + λ u + µ u + u ) } T Σ u t ) dtdxds, Ω + t where Σ := [ λ 1 λ ) u)i + µ 1 µ ) u + u )] T. Using the homogeneous initial condition 4.7), we have T u t + λ u + µ u + u ) T dxds = Ω + T Ω + s Σ u t ) dtdxds. From the fact that λ 1 λ = c l 1 ) in Ω \ Ω E, µ 1 µ = c s 1 ) in Ω \ Ω E, 16 5.) 5.3) u = in Ω E, T ), we have Σ = [ c l u)i + )] c s u + u T in Ω, T ). Since = on the possibly irregular boundary Ω + \ Ω, we can apply the divergence theorem to the right hand side of 5.), which is therefore equal to T s T s Σ u t ) ν dtds x ds = Σ ν) u t dtds x ds =.5.4) Ω + Ω Ω + Ω Here we have used the fact that Σ T = Σ and Σ ν = on Ω, T ) which is easily seen from the Neumann boundary condition 4.9). Again from 5.3) we have λ u = c l u and µ u + u T = c s u + u T in Ω, T ). Thus from 5.) and 5.4) we obtain T { u t + c l u + c s } u + u T dxds =. Ω + Since > in Ω +, using our standard argument and the homogeneous initial condition 4.7), we obtain u = a.e. in Ω +, T ). Thus we have Ω + Ω E. Similarly we have Ω Ω E, which completes the proof. Although we concluded in Theorem 4.3 that the compression wave speed c p is uniquely identifiable, in fact both of the elastic parameters and λ are uniquely identifiable. Since the proof is parallel to that of Theorem 5., only the outline is given. Theorem 5.3 Under the same hypothesis on j, µ j, and λ j in Theorem 4.3, let u [ H Ω, T )) ] n be a common solution to the Neumann-type initial-boundary value problem 4.6), 4.7) and 4.9) for j = 1,. If µ 1 = µ in Ω, then we have 1, λ 1 ) =, λ ) in Ω \ Ω D, where Ω D := { V Ω is an open set satisfying u L V,T )) = }.
17 Proof. Let Ω := {x Ω : 1 x) = x)} and Ω ± := {x Ω : 1 x) x)} as in the previous proof. Since we already know by hypothesis that µ 1 = µ in Ω and from Theorem 4.3 that c p = λ 1 + µ 1 )/ 1 = λ + µ )/ in Ω \ Ω D, we have λ 1 λ = c p 1 ) in Ω \ Ω D, µ 1 µ = in Ω, u = in Ω D, T ) ) Using 5.5) instead of 5.3) in the proof of Theorem 5., we analogously obtain T { u t + c p u } T s dxds = Σ ν) u t dtds x ds =.5.6) Ω + Ω + Ω Since Ω \ Ω E Ω \ Ω D where Ω E is defined in Theorem 5., we will instead show that 1 = in Ω \ Ω E because that result follows naturally from our previous arguments: Since > in Ω +, using our standard argument and the homogeneous initial condition 4.7), we obtain u = a.e. in Ω +, T ). Thus we have Ω + Ω E. Similarly we have Ω Ω E, which leads to Ω \ Ω E Ω \ Ω + Ω ) = Ω. Hence 1 = in Ω \ Ω E Ω \ Ω D. From 5.5) we conclude that λ 1 = λ in Ω \ Ω D. This completes the proof. 5.. The Dirichlet case Since the Neumann boundary condition is used only to derive 5.1), 5.4), and 5.6), the simultaneous unique identification still holds obviously under the Dirichlet boundary condition if a certain elastic parameter is specified on the boundary. The results are summarized as follows without proofs. Corollary 5.4 Under the same hypotheses in Theorem 5.1, if the Neumann boundary condition 4.4) is substituted by the Dirichlet boundary condition 4.3) and, in addition, either 1 = or µ 1 = µ on Ω, then 1, µ 1 ) =, µ ) in Ω \ Ω E. Corollary 5.5 Under the same hypotheses λ 1 / 1 = λ / in Ω) in Theorem 5., if the Neumann boundary condition 4.9) is substituted by the Dirichlet boundary condition 4.8) and, in addition, either 1 =, µ 1 = µ, or λ 1 = λ on Ω, then 1, µ 1 ) =, µ ) in Ω \ Ω E. Corollary 5.6 Under the same hypotheses µ 1 = µ in Ω) in Theorem 5.3, if the Neumann boundary condition 4.9) is substituted by the Dirichlet boundary condition 4.8) and, in addition, λ 1 = λ on Ω, then 1, λ 1 ) =, λ ) in Ω \ Ω D. In Corollary 5.6, λ must be specified on the boundary, while any one of elastic parameters may be specified in Corollary 5.4 and 5.5. That is because in this case µ 1 = µ in Ω), we required in Corollary 4.4 the specification of λ on the boundary under the Dirichlet boundary condition to obtain uniqueness of the compression wave speed, which is indispensable for our proof of the simultaneous unique identification. It is natural to ask the question: In the Dirichlet case, is it possible to obtain the simultaneous unique identification without any additional assumptions? We will present counterexamples in case of the scalar shear displacement, that is, it is impossible to remove the additional assumption in Corollary 5.4. Our counterexamples will be devised by traveling waves, hence we begin with the following lemma which shows a structure of traveling wave solutions. This lemma
18 will also be used for making counterexamples for unique identifiability in anisotropic media. Lemma 5.7 Let U C R) satisfy Us) = for s <, and let ϕ C R n ) satisfy ϕ > in R n ϕ> := {x R n : ϕx) > }. Let Ω R n ϕ> be an open connected C domain. If M [C 1 Ω)] n n and C Ω) satisfy ϕ M ϕ = and M ϕ) = in Ω, 5.7) then the traveling wave ux, t) = Ut ϕx)) C Ω [, T ]) satisfies Mx) ux, t)) = u tt x, t) in Ω, T ) 5.8) with the homogeneous initial condition ux, ) = u t x, ) = on Ω, 5.9) and the Dirichlet boundary condition ux, t) = Ut ϕx)) on Ω, T ). 5.1) Moreover, the Neumann boundary data is given by Mx) ux, t) νx) = Ut ϕx))mx) ϕx)) νx) on Ω, T ), 5.11) where ν is the outward normal to Ω and U represents the derivative of U. Proof. Since u = U ϕ and u tt = Ü where Ü represents the derivative of U, by 5.7) we get Mx) ux, t)) = U M ϕ) + Ü ϕ M ϕ) = Ü = u tt in Ω, T ), which proves 5.8). By the construction of u, 5.9) 5.11) are trivially satisfied. For the isotropic medium case M = µi), 5.7) is equivalent to = µ ϕ and µ ϕ) = in Ω. 5.1) By virtue of Lemma 5.7, the traveling wave ux, t) = Ut ϕx)) is the common solution to 5.8) 5.1) for different and µ that satisfy 5.1). Hence, the simultaneous identification of, µ) is generally impossible under the Dirichlet boundary condition unless we specify the boundary value of or µ as in Corollary 5.4. A concrete counterexample is presented in the following example. Example 5.8 Let x = x 1,, x n ) and x = x 1,, x n 1 ). Let us pick ϕx) = x n, Ω = R n + := {x R n : x n > }, fix U C R) satisfying Us) = for s <, and choose any ω C 1 Ω) with ωx) = ω x) > in Ω. Then the traveling wave solution ux, t) = Ut x n ) solves 5.8) 5.1) for M = µi, µ = ω and = ω, which is easily verified by checking 5.1). That is, any x), µx)) = ω x), ω x)) can be possible elastic parameters that assume the same shear displacement ux, t) = Ut x n ) in R n + satisfying the same Dirichlet boundary condition. 18
19 19 6. Nonuniqueness in Anisotropic Media In the previous sections, we considered various sufficient conditions for the unique identifiability of wave speeds, the simultaneous unique identification of all the elastic parameters, and presented some counterexamples of simultaneous identification in isotropic media. In anisotropic media, however, the shear tensor Mx) appearing in 5.8) may not be uniquely identified regardless of the type of specified boundary conditions, even though the density is assumed to be known. Counterexamples will be constructed using traveling waves as in the previous section. The simplest counterexample is analogous to Example 5.8: Let ϕx) = x n and Ω = R n +. Fix U C R) and C 1 Ω) satisfying Us) = for s < and x) = x) >, and choose any ω k C 1 Ω) with ω k x) > in Ω for k = 1,..., n 1. Then ux, t) = Ut x n ) solves 5.8) 5.1) for Mx) = diagω 1 x), ω x),, ω n 1 x), x)), which is easily verified by checking 5.7). Moreover, from 5.11) the Neumann boundary data Mx) ux, t) νx) = x) Ut ϕx)) on Ω, T ) is independent of ω k. Hence, as long as is fixed, any M = diagω 1, ω,, ω n 1, ) can be possible shear tensors that assume the same shear displacement ux, t) = Ut x n ) in R n + satisfying the same Dirichlet and Neumann boundary conditions. Now we will investigate the underlying structure between the wave front function ϕ and the corresponding possible shear tensors M. For simplicity, we restrict ourselves to the case that n = and < C 1 Ω) is assumed to be known. Theorem 6.1 Let U C R) satisfy Us) = for s <, and ϕ C R ) satisfy ϕ > in R ϕ> := {x, y) R : ϕx, y) > }. Let Ω R ϕ> be an open connected C domain. Assume that < C 1 Ω) is known and η, ω C 1 Ω) satisfy ) ϕ η ϕ = ϕ and ω > η ϕ, 6.1) where ϕ = ϕ y, ϕ x ). Then the symmetric positive-definite matrix M = ) ϕ x ϕ x ϕ y ϕ 4 ϕ x ϕ y ϕ + ω ) ϕ y ϕ x ϕ y y ϕ ϕ x ϕ y ϕ x + η ) 6.) ϕx ϕ y ϕ x ϕ y ϕ ϕ x ϕ y ϕ x ϕ y makes the traveling wave ux, t) = Ut ϕx)) C Ω [, T ]) satisfy 5.8)-5.1). In addition, the Neumann boundary condition M u ν = U ϕ ν ) ϕ + η ϕ ν on Ω, T ) is independent of ω. Proof. By Lemma 5.7, it suffices to check the { condition } 5.7). With respect to a new orthonormal coordinate system {ê 1, ê } = ϕ ϕ, ϕ ϕ, 6.) is represented by ) Mx, y) = P MP T ϕ η = 6.3) η ω
20 by using transition matrix P = 1 ϕ ) ϕx ϕ y. ϕ y ϕ x Hence we have ϕ M ϕ = ϕ ê 1 Mê 1 ) =. From the fact that ϕ) = and the first assumption in 6.1), we have ) ) ϕ ϕ M ϕ) = ϕ + η ϕ = ϕ + η ϕ =. Thus 5.7) is verified. The symmetric positive definiteness of M is immediately observed by the representation 6.3) and the second assumption in 6.1). Theorem 6.1 furnishes many counterexamples both under the Dirichlet and the Neumann boundary conditions: If we fix η, and choose any ω > η ϕ /, we can construct many distinct anisotropic shear tensor M which assume the same shear displacement data u Ω,T ) satisfying the same Neumann boundary condition. For the Dirichlet boundary condition, we need not even fix η. We conclude this paper by giving some concrete counterexamples with various wave front functions ϕ. In the following examples, is always assumed to be 1 for simplicity. Example 6. Linear wave front) Let ϕx, y) = ax + by for any constants satisfying a + b, and Ω {x, y) R : ax + by > } be an open connected C domain. Then for any real numbers ω and η satisfying ω > a +b )η, 6.1) is trivially satisfied and 6.) is represented by M = 1 a + b ) a a +b + b ab ω abη a +b abω + a b )η. ab a +b abω + a b b )η a +b + a ω + abη For instance, picking a, b, η) = 1, 1, 1 4 ) and ω = 1, 1, or 1 4, any of the following matrices M = 1/8 1/8 1/8 5/8 ), 1/4 3/4 ), 1/ 1/4 1/4 1 make the traveling wave ux, y, t) = Ut x + y)) satisfy 5.8) 5.1) and the same Neumann boundary condition M u ν = U 1 4, 3 4 ) ν on Ω, T ). Example 6.3 Circular wave front) Let ϕx, y) = x + y, and Ω {x, y) R : x + y > } be an open connected C domain. Then for any functions ω = ωx, y) and η = ηx + y ) satisfying ωx, y) > 4x + y )[ηx + y )], 6.1) is satisfied, since η ϕ = and ϕ/ ϕ ) =. And 6.) is represented by M = 1 4x + y ) x x +y + 4y ω 8xyη xy x +y 4xyω + 4x y )η y x +y ) ) xy x +y 4xyω + 4x y )η. + 4x ω + 8xyη For instance, picking η = and ω = 1 or 1 4 x +y ) 1, either of the following matrices ) 1 x x M = +y + 4y xy ) x +y 4xy 1 1 4x + y ) xy y, x +y 4xy x +y + 4x 4x + y ) 1 make ux, y, t) = Ut x +y )) satisfy 5.8) 5.1) and the same Neumann boundary condition M u ν = U x x + y ) 1, y x + y ) 1) ν on Ω, T ). But these two matrices are essentially different from each other, as none of the entries of the first one are radially symmetric while all the entries in the second one are.
21 Example 6.4 More general wave front) Let ϕx, y) = x + hy) for h C R), and Ω {x, y) R : x + hy) > } be an open connected C domain. Then for any functions η = η x + hy)) h y y)/1 + h yy)) for any η C 1 Ω) and ω = ωx, y) satisfying ωx, y) > 1 + h yy))η x, y), 6.1) is satisfied, since η ϕ = η, η h y y And 6.) is represented by M = h y hy 1 + h y )) h y, 1) = y 1 1+h + h yω h y η y h y 1+h h y ω + 1 h y)η y hy 1 + h y h y 1+h y h y 1+h y For instance, if we pick hy) = y + 1 sin y and η = 1, then we have η = 1 h y) 1 + h y) = cos y cos y + cos y. ) 1 ) ϕ = ϕ. h y ω + 1 h y)η + ω + h y η From the fact that 1 + h y)η = h y) 4 /1 + h y) and 1 h yy) 3, we can show 1 4 > 1 + h y)η and 1 + h 3 y h 4 y h y 1 + h y) > 1 + h y)η. Hence we can take ω = 1 4 or ω = 1 + h3 y h 4 y)/h y 1 + h y)), then the resulting matrices are as follows, respectively: ) 1 a11 a 1 ) M = cos y + cos y), 4 cos y) a 1 a + cos y) 1, where a 11 = cos y + 3 cos y cos4 y, a 1 = 8 3 cos y 5 cos3 y 1 cos4 y, a = 4 + cos y + 9 cos y + cos 3 y. Both of them make ux, y, t) = Ut x + y + 1 sin y)) satisfy 5.8) 5.1) and the same Neumann boundary condition M u ν = U 1 4 cos y), ) ν 1 on Ω, T ). Acknowledgments The authors are partially supported by NSF Focus Research Group Grant No. DMS and JM is partially supported also by ONR Grant No. N [1] Ang D D, Ikehata M, Trong D D, and Yamamoto M 1998 Unique continuation for a stationary isotropic Lamé system with variable coefficients Comm. Partial Differential Equations [] Alessandrini G and Morassi A 1 Strong unique continuation for the Lamé system of elasticity Comm. Partial Differential Equations [3] Barbone P E and Bamber J C Quantitative elasticity imaging: what can and cannot be inferred from strain images Phys. Med. Biol [4] Braun J, Buntkowsky G, Bernarding J, Tolxdorff T, and Sack I 1 Simulation and analysis of magnetic resonance elastography wave images using coupled harmonic oscillators and Gaussian local frequency estimation Magnetic Resonance Imaging [5] Catheline S, Thomas J-L, Wu F, and Fink M 1999 Diffraction field of a low frequency vibrator in soft tissues using transient elastography IEEE Trans. Ultrson., Ferroelect., Freq. Contr
22 [6] Eller M, Isakov V, Nakamura G, and Tataru D Uniqueness and stability in the Cauchy problem for Maxwell and elasticity systems in Nonlinear Partial Differential Equations College de France Seminar 14 Chapman and Hall/CRC Press) [7] Gao L, Parker K J, and Alam S K 1995 Sonoelasticity imaging: theory and experimental verification J. Acoust. Soc. Am [8] Garra B S, Cespedes E I, Ophir J, Spratt S R, Zuurbier R A, Magnant C M, and Pennanen M F 1997 Elastography of breast lesions: initial clinical results Radiology [9] Hörmander L 1985 The Analysis of Linear Partial Differential Operators III New York: Springer) [1] Imanuvilov O Y and Yamamoto M 1 Global Lipschitz stability in an inverse hyperbolic problem by interior observations Inverse Problems [11] Imanuvilov O Y and Yamamoto M 3 Determination of a coefficient in an acoustic equation with a single measurement Inverse Problems [1] Knowles I 1999 Uniqueness for an elliptic inverse problem SIAM J. Appl. Math [13] Král J 1996 The divergence theorem Math. Bohem [14] Ji L and McLaughlin J R 3 Recovery of the Lamé parameter µ in biological tissues Inverse Problems submitted [15] Lions J L and Magenes E 197 Non-Homogeneous Boundary Value Problems and Applications II New York: Springer) [16] Manduca A, Oliphant T E, Dresner M A, Mahowald J L, Kruse S A, Amromin E, Felmlee J P, Greenleaf J F, and Ehman R L 1 Magnetic resonance elastography: Non-invasive mapping of tissue elasticity Medical Image Analysis [17] Mikhailov V P 1978 Partial Differential Equations Moscow: Mir publishers) [18] Muthupillari R, Lomas D J, Rossman P J, Greenleaf J F, Manduca A, and Ehman R L 1995 Magnetic resonance elastography by direct visulaization of propagaing acoustic strain wave Science [19] Ophir J, Cespedes I, Ponnekanti H, Yazdi Y, and Li X 1991 Elastography: a quantitative method for imaging the elasticity of biological tissues Ultrason. Imaging [] Protter M H 196 Unique continuation for elliptic equations Trans. Amer. Math. Soc [1] Rachele L V An inverse problem in elastodynamics: uniqueness of the wave speeds in the interior J. Differential Equations [] Rachele L V 3 Uniqueness of the density in an inverse problem for isotropic elastodynamics, submitted for publication [3] Renzi D 3 Private communication [4] Richter G R 1981 An inverse problem for the steady state diffusion equation SIAM J. Appl. Math [5] Sandrin L, Tanter M, Catheline S, and Fink M Shear modulus imaging with -D transient elastography IEEE Trans. Ultrason., Ferroelect., Freq. Contr [6] Sarvazyan A P, Rudenko O V, Swanson S D, Fowlkes J B, and Emelianov S Y 1998 Shear wave elasticity imaging: a new ultrasonic technology of medical diagnostics Ultrasound in Med. and Biol [7] Tanter M, Bercoff J, Sandrin L, and Fink M Ultrafast compound imaging for -D motion vector estimation: application to transient elastography IEEE Trans. Ultrason., Ferroelect., Freq. Contr
Proceedings of the 5th International Conference on Inverse Problems in Engineering: Theory and Practice, Cambridge, UK, 11-15th, July 2005
Proceedings of the 5th International Conference on Inverse Problems in Engineering: Theory and Practice, Cambridge, UK, 11-15th, July 2005 FINITE ELEMENT APPROACH TO INVERSE PROBLEMS IN DYNAMIC ELASTO-
More informationElastic Modulus Imaging: Some exact solutions of the compressible elastography inverse problem
Elastic Modulus Imaging: Some exact solutions of the compressible elastography inverse problem Paul E. Barbone and Assad A. Oberai Aerospace & Mechanical Engineering, Boston University, 110 Cummington
More informationTwo-level multiplicative domain decomposition algorithm for recovering the Lamé coefficient in biological tissues
Two-level multiplicative domain decomposition algorithm for recovering the Lamé coefficient in biological tissues Si Liu and Xiao-Chuan Cai Department of Applied Mathematics, University of Colorado at
More informationUniqueness and stability of Lamé parameters in elastography
Uniqueness stability of Lamé parameters in elastography Ru-Yu Lai Abstract This paper concerns an hybrid inverse problem involving elastic measurements called Transient Elastography TE which enables detection
More informationShear modulus reconstruction in dynamic elastography: time harmonic case
INSTITUTE OF PHYSICS PUBLISHING Phys. Med. Biol. 51 (2006) 3697 3721 PHYSICS IN MEDICINE AND BIOLOGY doi:10.1088/0031-9155/51/15/007 Shear modulus reconstruction in dynamic elastography: time harmonic
More informationEnergy method for wave equations
Energy method for wave equations Willie Wong Based on commit 5dfb7e5 of 2017-11-06 13:29 Abstract We give an elementary discussion of the energy method (and particularly the vector field method) in the
More informationSound Touch Elastography
White Paper Sound Touch Elastography A New Solution for Ultrasound Elastography Sound Touch Elastography A New Solution for Ultrasound Elastography Shuangshuang Li Introduction In recent years there has
More informationSonoelastographic imaging of interference patterns for estimation of shear velocity distribution in biomaterials
Sonoelastographic imaging of interference patterns for estimation of shear velocity distribution in biomaterials Zhe Wu a and Kenneth Hoyt ECE Department, University of Rochester, Hopeman Building 204,
More informationNon-uniqueness result for a hybrid inverse problem
Non-uniqueness result for a hybrid inverse problem Guillaume Bal and Kui Ren Abstract. Hybrid inverse problems aim to combine two imaging modalities, one that displays large contrast and one that gives
More informationSHARP BOUNDARY TRACE INEQUALITIES. 1. Introduction
SHARP BOUNDARY TRACE INEQUALITIES GILES AUCHMUTY Abstract. This paper describes sharp inequalities for the trace of Sobolev functions on the boundary of a bounded region R N. The inequalities bound (semi-)norms
More informationHomogenization and error estimates of free boundary velocities in periodic media
Homogenization and error estimates of free boundary velocities in periodic media Inwon C. Kim October 7, 2011 Abstract In this note I describe a recent result ([14]-[15]) on homogenization and error estimates
More informationNon-uniqueness result for a hybrid inverse problem
Non-uniqueness result for a hybrid inverse problem Guillaume Bal and Kui Ren Abstract. Hybrid inverse problems aim to combine two imaging modalities, one that displays large contrast and one that gives
More informationModeling shear waves through a viscoelastic medium induced by acoustic radiation force
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING Int. J. Numer. Meth. Biomed. Engng. 212; 28:678 696 Published online 17 January 212 in Wiley Online Library (wileyonlinelibrary.com)..1488
More informationLECTURE # 0 BASIC NOTATIONS AND CONCEPTS IN THE THEORY OF PARTIAL DIFFERENTIAL EQUATIONS (PDES)
LECTURE # 0 BASIC NOTATIONS AND CONCEPTS IN THE THEORY OF PARTIAL DIFFERENTIAL EQUATIONS (PDES) RAYTCHO LAZAROV 1 Notations and Basic Functional Spaces Scalar function in R d, d 1 will be denoted by u,
More informationPATHOLOGICAL changes often alter the elastic properties. Tomography-Based 3-D Anisotropic Elastography Using Boundary Measurements
IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. 24, NO. 10, OCTOBER 2005 1323 Tomography-Based 3-D Anisotropic Elastography Using Boundary Measurements Yi Liu, L. Z. Sun*, and Ge Wang, Fellow, IEEE Abstract
More informationAN INVERSE PROBLEM FOR THE WAVE EQUATION WITH A TIME DEPENDENT COEFFICIENT
AN INVERSE PROBLEM FOR THE WAVE EQUATION WITH A TIME DEPENDENT COEFFICIENT Rakesh Department of Mathematics University of Delaware Newark, DE 19716 A.G.Ramm Department of Mathematics Kansas State University
More informationDetermination of thin elastic inclusions from boundary measurements.
Determination of thin elastic inclusions from boundary measurements. Elena Beretta in collaboration with E. Francini, S. Vessella, E. Kim and J. Lee September 7, 2010 E. Beretta (Università di Roma La
More informationNumerical Solutions to Partial Differential Equations
Numerical Solutions to Partial Differential Equations Zhiping Li LMAM and School of Mathematical Sciences Peking University Numerical Methods for Partial Differential Equations Finite Difference Methods
More informationInverse problems in lithospheric flexure and viscoelasticity
Inverse problems in lithospheric flexure and viscoelasticity Axel Osses in coll with M. de Buhan (CNRS, France), E. Contreras (Geophysics Department, Chile), B. Palacios (DIM, Chile) DIM - Departamento
More informationControllability of linear PDEs (I): The wave equation
Controllability of linear PDEs (I): The wave equation M. González-Burgos IMUS, Universidad de Sevilla Doc Course, Course 2, Sevilla, 2018 Contents 1 Introduction. Statement of the problem 2 Distributed
More informationOn uniqueness in the inverse conductivity problem with local data
On uniqueness in the inverse conductivity problem with local data Victor Isakov June 21, 2006 1 Introduction The inverse condictivity problem with many boundary measurements consists of recovery of conductivity
More informationUsing a Hankel function expansion to identify stiffness for the boundary impulse input experiment
Contemporary Mathematics Using a Hankel function expansion to identify stiffness for the boundary impulse input experiment Lin Ji and Joyce McLaughlin Abstract. Motivated by the fact that the Green s function
More informationLecture No 1 Introduction to Diffusion equations The heat equat
Lecture No 1 Introduction to Diffusion equations The heat equation Columbia University IAS summer program June, 2009 Outline of the lectures We will discuss some basic models of diffusion equations and
More informationSome inverse problems with applications in Elastography: theoretical and numerical aspects
Some inverse problems with applications in Elastography: theoretical and numerical aspects Anna DOUBOVA Dpto. E.D.A.N. - Univ. of Sevilla joint work with E. Fernández-Cara (Universidad de Sevilla) J. Rocha
More informationLaplace s Equation. Chapter Mean Value Formulas
Chapter 1 Laplace s Equation Let be an open set in R n. A function u C 2 () is called harmonic in if it satisfies Laplace s equation n (1.1) u := D ii u = 0 in. i=1 A function u C 2 () is called subharmonic
More informationLiouville-type theorem for the Lamé system with singular coefficients
Liouville-type theorem for the Lamé system with singular coefficients Blair Davey Ching-Lung Lin Jenn-Nan Wang Abstract In this paper, we study a Liouville-type theorem for the Lamé system with rough coefficients
More informationPseudo-Poincaré Inequalities and Applications to Sobolev Inequalities
Pseudo-Poincaré Inequalities and Applications to Sobolev Inequalities Laurent Saloff-Coste Abstract Most smoothing procedures are via averaging. Pseudo-Poincaré inequalities give a basic L p -norm control
More informationR. M. Brown. 29 March 2008 / Regional AMS meeting in Baton Rouge. Department of Mathematics University of Kentucky. The mixed problem.
mixed R. M. Department of Mathematics University of Kentucky 29 March 2008 / Regional AMS meeting in Baton Rouge Outline mixed 1 mixed 2 3 4 mixed We consider the mixed boundary value Lu = 0 u = f D u
More informationDS-GA 1002 Lecture notes 0 Fall Linear Algebra. These notes provide a review of basic concepts in linear algebra.
DS-GA 1002 Lecture notes 0 Fall 2016 Linear Algebra These notes provide a review of basic concepts in linear algebra. 1 Vector spaces You are no doubt familiar with vectors in R 2 or R 3, i.e. [ ] 1.1
More informationApplied Math Qualifying Exam 11 October Instructions: Work 2 out of 3 problems in each of the 3 parts for a total of 6 problems.
Printed Name: Signature: Applied Math Qualifying Exam 11 October 2014 Instructions: Work 2 out of 3 problems in each of the 3 parts for a total of 6 problems. 2 Part 1 (1) Let Ω be an open subset of R
More informationMATH COURSE NOTES - CLASS MEETING # Introduction to PDEs, Fall 2011 Professor: Jared Speck
MATH 8.52 COURSE NOTES - CLASS MEETING # 6 8.52 Introduction to PDEs, Fall 20 Professor: Jared Speck Class Meeting # 6: Laplace s and Poisson s Equations We will now study the Laplace and Poisson equations
More informationMATH COURSE NOTES - CLASS MEETING # Introduction to PDEs, Spring 2018 Professor: Jared Speck
MATH 8.52 COURSE NOTES - CLASS MEETING # 6 8.52 Introduction to PDEs, Spring 208 Professor: Jared Speck Class Meeting # 6: Laplace s and Poisson s Equations We will now study the Laplace and Poisson equations
More informationLECTURE 5 APPLICATIONS OF BDIE METHOD: ACOUSTIC SCATTERING BY INHOMOGENEOUS ANISOTROPIC OBSTACLES DAVID NATROSHVILI
LECTURE 5 APPLICATIONS OF BDIE METHOD: ACOUSTIC SCATTERING BY INHOMOGENEOUS ANISOTROPIC OBSTACLES DAVID NATROSHVILI Georgian Technical University Tbilisi, GEORGIA 0-0 1. Formulation of the corresponding
More informationBOUNDARY VALUE PROBLEMS ON A HALF SIERPINSKI GASKET
BOUNDARY VALUE PROBLEMS ON A HALF SIERPINSKI GASKET WEILIN LI AND ROBERT S. STRICHARTZ Abstract. We study boundary value problems for the Laplacian on a domain Ω consisting of the left half of the Sierpinski
More informationCOMPLEX SPHERICAL WAVES AND INVERSE PROBLEMS IN UNBOUNDED DOMAINS
COMPLEX SPHERICAL WAVES AND INVERSE PROBLEMS IN UNBOUNDED DOMAINS MIKKO SALO AND JENN-NAN WANG Abstract. This work is motivated by the inverse conductivity problem of identifying an embedded object in
More informationTHE WAVE EQUATION. d = 1: D Alembert s formula We begin with the initial value problem in 1 space dimension { u = utt u xx = 0, in (0, ) R, (2)
THE WAVE EQUATION () The free wave equation takes the form u := ( t x )u = 0, u : R t R d x R In the literature, the operator := t x is called the D Alembertian on R +d. Later we shall also consider the
More informationExistence and uniqueness of the weak solution for a contact problem
Available online at www.tjnsa.com J. Nonlinear Sci. Appl. 9 (216), 186 199 Research Article Existence and uniqueness of the weak solution for a contact problem Amar Megrous a, Ammar Derbazi b, Mohamed
More informationLECTURE 1: SOURCES OF ERRORS MATHEMATICAL TOOLS A PRIORI ERROR ESTIMATES. Sergey Korotov,
LECTURE 1: SOURCES OF ERRORS MATHEMATICAL TOOLS A PRIORI ERROR ESTIMATES Sergey Korotov, Institute of Mathematics Helsinki University of Technology, Finland Academy of Finland 1 Main Problem in Mathematical
More informationON THE REGULARITY OF SAMPLE PATHS OF SUB-ELLIPTIC DIFFUSIONS ON MANIFOLDS
Bendikov, A. and Saloff-Coste, L. Osaka J. Math. 4 (5), 677 7 ON THE REGULARITY OF SAMPLE PATHS OF SUB-ELLIPTIC DIFFUSIONS ON MANIFOLDS ALEXANDER BENDIKOV and LAURENT SALOFF-COSTE (Received March 4, 4)
More informationTHE STOKES SYSTEM R.E. SHOWALTER
THE STOKES SYSTEM R.E. SHOWALTER Contents 1. Stokes System 1 Stokes System 2 2. The Weak Solution of the Stokes System 3 3. The Strong Solution 4 4. The Normal Trace 6 5. The Mixed Problem 7 6. The Navier-Stokes
More informationBIHARMONIC WAVE MAPS INTO SPHERES
BIHARMONIC WAVE MAPS INTO SPHERES SEBASTIAN HERR, TOBIAS LAMM, AND ROLAND SCHNAUBELT Abstract. A global weak solution of the biharmonic wave map equation in the energy space for spherical targets is constructed.
More informationDiscreteness of Transmission Eigenvalues via Upper Triangular Compact Operators
Discreteness of Transmission Eigenvalues via Upper Triangular Compact Operators John Sylvester Department of Mathematics University of Washington Seattle, Washington 98195 U.S.A. June 3, 2011 This research
More informationThe oblique derivative problem for general elliptic systems in Lipschitz domains
M. MITREA The oblique derivative problem for general elliptic systems in Lipschitz domains Let M be a smooth, oriented, connected, compact, boundaryless manifold of real dimension m, and let T M and T
More informationSimple Examples on Rectangular Domains
84 Chapter 5 Simple Examples on Rectangular Domains In this chapter we consider simple elliptic boundary value problems in rectangular domains in R 2 or R 3 ; our prototype example is the Poisson equation
More informationComplex geometrical optics solutions for Lipschitz conductivities
Rev. Mat. Iberoamericana 19 (2003), 57 72 Complex geometrical optics solutions for Lipschitz conductivities Lassi Päivärinta, Alexander Panchenko and Gunther Uhlmann Abstract We prove the existence of
More informationCONVERGENCE OF EXTERIOR SOLUTIONS TO RADIAL CAUCHY SOLUTIONS FOR 2 t U c 2 U = 0
Electronic Journal of Differential Equations, Vol. 206 (206), No. 266, pp. 6. ISSN: 072-669. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu CONVERGENCE OF EXTERIOR SOLUTIONS TO RADIAL CAUCHY
More informationLucio Demeio Dipartimento di Ingegneria Industriale e delle Scienze Matematiche
Scuola di Dottorato THE WAVE EQUATION Lucio Demeio Dipartimento di Ingegneria Industriale e delle Scienze Matematiche Lucio Demeio - DIISM wave equation 1 / 44 1 The Vibrating String Equation 2 Second
More informationExistence and Uniqueness of the Weak Solution for a Contact Problem
Available online at www.tjnsa.com J. Nonlinear Sci. Appl. x (215), 1 15 Research Article Existence and Uniqueness of the Weak Solution for a Contact Problem Amar Megrous a, Ammar Derbazi b, Mohamed Dalah
More informationNDT&E Methods: UT. VJ Technologies CAVITY INSPECTION. Nondestructive Testing & Evaluation TPU Lecture Course 2015/16.
CAVITY INSPECTION NDT&E Methods: UT VJ Technologies NDT&E Methods: UT 6. NDT&E: Introduction to Methods 6.1. Ultrasonic Testing: Basics of Elasto-Dynamics 6.2. Principles of Measurement 6.3. The Pulse-Echo
More informationVISCOSITY SOLUTIONS. We follow Han and Lin, Elliptic Partial Differential Equations, 5.
VISCOSITY SOLUTIONS PETER HINTZ We follow Han and Lin, Elliptic Partial Differential Equations, 5. 1. Motivation Throughout, we will assume that Ω R n is a bounded and connected domain and that a ij C(Ω)
More information[2] (a) Develop and describe the piecewise linear Galerkin finite element approximation of,
269 C, Vese Practice problems [1] Write the differential equation u + u = f(x, y), (x, y) Ω u = 1 (x, y) Ω 1 n + u = x (x, y) Ω 2, Ω = {(x, y) x 2 + y 2 < 1}, Ω 1 = {(x, y) x 2 + y 2 = 1, x 0}, Ω 2 = {(x,
More informationUNIQUENESS OF POSITIVE SOLUTION TO SOME COUPLED COOPERATIVE VARIATIONAL ELLIPTIC SYSTEMS
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 00, Number 0, Pages 000 000 S 0002-9947(XX)0000-0 UNIQUENESS OF POSITIVE SOLUTION TO SOME COUPLED COOPERATIVE VARIATIONAL ELLIPTIC SYSTEMS YULIAN
More informationA CALDERÓN PROBLEM WITH FREQUENCY-DIFFERENTIAL DATA IN DISPERSIVE MEDIA. has a unique solution. The Dirichlet-to-Neumann map
A CALDERÓN PROBLEM WITH FREQUENCY-DIFFERENTIAL DATA IN DISPERSIVE MEDIA SUNGWHAN KIM AND ALEXANDRU TAMASAN ABSTRACT. We consider the problem of identifying a complex valued coefficient γ(x, ω) in the conductivity
More informationInverse Transport Problems and Applications. II. Optical Tomography and Clear Layers. Guillaume Bal
Inverse Transport Problems and Applications II. Optical Tomography and Clear Layers Guillaume Bal Department of Applied Physics & Applied Mathematics Columbia University http://www.columbia.edu/ gb23 gb23@columbia.edu
More informationON A CHARACTERIZATION OF THE KERNEL OF THE DIRICHLET-TO-NEUMANN MAP FOR A PLANAR REGION
ON A CHARACTERIZATION OF THE KERNEL OF THE DIRICHLET-TO-NEUMANN MAP FOR A PLANAR REGION DAVID INGERMAN AND JAMES A. MORROW Abstract. We will show the Dirichlet-to-Neumann map Λ for the electrical conductivity
More informationFINITE ENERGY SOLUTIONS OF MIXED 3D DIV-CURL SYSTEMS
FINITE ENERGY SOLUTIONS OF MIXED 3D DIV-CURL SYSTEMS GILES AUCHMUTY AND JAMES C. ALEXANDER Abstract. This paper describes the existence and representation of certain finite energy (L 2 -) solutions of
More informationA method of the forward problem for magneto-acousto-electrical tomography
Technology and Health Care 24 (216) S733 S738 DOI 1.3233/THC-16122 IOS Press S733 A method of the forward problem for magneto-acousto-electrical tomography Jingxiang Lv a,b,c, Guoqiang Liu a,, Xinli Wang
More informationAsymptotic behavior of the degenerate p Laplacian equation on bounded domains
Asymptotic behavior of the degenerate p Laplacian equation on bounded domains Diana Stan Instituto de Ciencias Matematicas (CSIC), Madrid, Spain UAM, September 19, 2011 Diana Stan (ICMAT & UAM) Nonlinear
More informationOn a general definition of transition waves and their properties
On a general definition of transition waves and their properties Henri Berestycki a and François Hamel b a EHESS, CAMS, 54 Boulevard Raspail, F-75006 Paris, France b Université Aix-Marseille III, LATP,
More informationDecoupling of modes for the elastic wave equation in media of limited smoothness
Decoupling of modes for the elastic wave equation in media of limited smoothness Valeriy Brytik 1 Maarten V. de Hoop 1 Hart F. Smith Gunther Uhlmann September, 1 1 Center for Computational and Applied
More informationOriginal Contribution
PII S0301-5629(00)00199-X Ultrasound in Med. & Biol., Vol. 26, No. 5, pp. 839 851, 2000 Copyright 2000 World Federation for Ultrasound in Medicine & Biology Printed in the USA. All rights reserved 0301-5629/00/$
More informationScattering of electromagnetic waves by thin high contrast dielectrics II: asymptotics of the electric field and a method for inversion.
Scattering of electromagnetic waves by thin high contrast dielectrics II: asymptotics of the electric field and a method for inversion. David M. Ambrose Jay Gopalakrishnan Shari Moskow Scott Rome June
More informationPiecewise Smooth Solutions to the Burgers-Hilbert Equation
Piecewise Smooth Solutions to the Burgers-Hilbert Equation Alberto Bressan and Tianyou Zhang Department of Mathematics, Penn State University, University Park, Pa 68, USA e-mails: bressan@mathpsuedu, zhang
More informationAn introduction to Mathematical Theory of Control
An introduction to Mathematical Theory of Control Vasile Staicu University of Aveiro UNICA, May 2018 Vasile Staicu (University of Aveiro) An introduction to Mathematical Theory of Control UNICA, May 2018
More informationExistence of minimizers for the pure displacement problem in nonlinear elasticity
Existence of minimizers for the pure displacement problem in nonlinear elasticity Cristinel Mardare Université Pierre et Marie Curie - Paris 6, Laboratoire Jacques-Louis Lions, Paris, F-75005 France Abstract
More informationMATH 220: INNER PRODUCT SPACES, SYMMETRIC OPERATORS, ORTHOGONALITY
MATH 22: INNER PRODUCT SPACES, SYMMETRIC OPERATORS, ORTHOGONALITY When discussing separation of variables, we noted that at the last step we need to express the inhomogeneous initial or boundary data as
More informationDilatation Parameterization for Two Dimensional Modeling of Nearly Incompressible Isotropic Materials
Dilatation Parameterization for Two Dimensional Modeling of Nearly Incompressible Isotropic Materials Hani Eskandari, Orcun Goksel,, Septimiu E. Salcudean, Robert Rohling, Department of Electrical and
More informationPartial differential equations
Partial differential equations Many problems in science involve the evolution of quantities not only in time but also in space (this is the most common situation)! We will call partial differential equation
More informationObstacle problems and isotonicity
Obstacle problems and isotonicity Thomas I. Seidman Revised version for NA-TMA: NA-D-06-00007R1+ [June 6, 2006] Abstract For variational inequalities of an abstract obstacle type, a comparison principle
More informationIntroduction to Partial Differential Equations
Introduction to Partial Differential Equations Partial differential equations arise in a number of physical problems, such as fluid flow, heat transfer, solid mechanics and biological processes. These
More informationDiffraction by Edges. András Vasy (with Richard Melrose and Jared Wunsch)
Diffraction by Edges András Vasy (with Richard Melrose and Jared Wunsch) Cambridge, July 2006 Consider the wave equation Pu = 0, Pu = D 2 t u gu, on manifolds with corners M; here g 0 the Laplacian, D
More informationOn the torsion of functionally graded anisotropic linearly elastic bars
IMA Journal of Applied Mathematics (2007) 72, 556 562 doi:10.1093/imamat/hxm027 Advance Access publication on September 25, 2007 edicated with admiration to Robin Knops On the torsion of functionally graded
More informationDeforming Composite Grids for Fluid Structure Interactions
Deforming Composite Grids for Fluid Structure Interactions Jeff Banks 1, Bill Henshaw 1, Don Schwendeman 2 1 Center for Applied Scientific Computing, Lawrence Livermore National Laboratory, Livermore,
More informationMATH 425, FINAL EXAM SOLUTIONS
MATH 425, FINAL EXAM SOLUTIONS Each exercise is worth 50 points. Exercise. a The operator L is defined on smooth functions of (x, y by: Is the operator L linear? Prove your answer. L (u := arctan(xy u
More informationExplicit Reconstructions in QPAT, QTAT, TE, and MRE
Explicit Reconstructions in QPAT, QTAT, TE, and MRE Guillaume Bal February 14, 2012 Abstract Photo-acoustic Tomography (PAT) and Thermo-acoustic Tomography (TAT) are medical imaging modalities that combine
More informationTHE L 2 -HODGE THEORY AND REPRESENTATION ON R n
THE L 2 -HODGE THEORY AND REPRESENTATION ON R n BAISHENG YAN Abstract. We present an elementary L 2 -Hodge theory on whole R n based on the minimization principle of the calculus of variations and some
More informationA uniqueness result and image reconstruction of the orthotropic conductivity in magnetic resonance electrical impedance tomography
c de Gruyter 28 J. Inv. Ill-Posed Problems 16 28), 381 396 DOI 1.1515 / JIIP.28.21 A uniqueness result and image reconstruction of the orthotropic conductivity in magnetic resonance electrical impedance
More informationSecond Order Elliptic PDE
Second Order Elliptic PDE T. Muthukumar tmk@iitk.ac.in December 16, 2014 Contents 1 A Quick Introduction to PDE 1 2 Classification of Second Order PDE 3 3 Linear Second Order Elliptic Operators 4 4 Periodic
More informationElements of Continuum Elasticity. David M. Parks Mechanics and Materials II February 25, 2004
Elements of Continuum Elasticity David M. Parks Mechanics and Materials II 2.002 February 25, 2004 Solid Mechanics in 3 Dimensions: stress/equilibrium, strain/displacement, and intro to linear elastic
More informationNEW PARAMETERS IN SHEAR WAVE ELASTOGRAPHY IN VIVO
NEW PARAMETERS IN SHEAR WAVE ELASTOGRAPHY IN VIVO. Jean-Luc Gennisson, Institut Langevin Ondes et Images, 1 Rue Jussieu, 75005, Paris, France. Téléphone: 01 80 96 30 79, Adresse électronique: jl.gennisson@espci.fr.
More informationDETERMINATION OF THE BLOW-UP RATE FOR THE SEMILINEAR WAVE EQUATION
DETERMINATION OF THE LOW-UP RATE FOR THE SEMILINEAR WAVE EQUATION y FRANK MERLE and HATEM ZAAG Abstract. In this paper, we find the optimal blow-up rate for the semilinear wave equation with a power nonlinearity.
More informationWeak Convergence Methods for Energy Minimization
Weak Convergence Methods for Energy Minimization Bo Li Department of Mathematics University of California, San Diego E-mail: bli@math.ucsd.edu June 3, 2007 Introduction This compact set of notes present
More informationAsymptotic behavior of infinity harmonic functions near an isolated singularity
Asymptotic behavior of infinity harmonic functions near an isolated singularity Ovidiu Savin, Changyou Wang, Yifeng Yu Abstract In this paper, we prove if n 2 x 0 is an isolated singularity of a nonegative
More informationGlobal unbounded solutions of the Fujita equation in the intermediate range
Global unbounded solutions of the Fujita equation in the intermediate range Peter Poláčik School of Mathematics, University of Minnesota, Minneapolis, MN 55455, USA Eiji Yanagida Department of Mathematics,
More informationMultivariable Calculus
2 Multivariable Calculus 2.1 Limits and Continuity Problem 2.1.1 (Fa94) Let the function f : R n R n satisfy the following two conditions: (i) f (K ) is compact whenever K is a compact subset of R n. (ii)
More informationSYMMETRY IN REARRANGEMENT OPTIMIZATION PROBLEMS
Electronic Journal of Differential Equations, Vol. 2009(2009), No. 149, pp. 1 10. ISSN: 1072-6691. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu ftp ejde.math.txstate.edu SYMMETRY IN REARRANGEMENT
More informationMath 302 Outcome Statements Winter 2013
Math 302 Outcome Statements Winter 2013 1 Rectangular Space Coordinates; Vectors in the Three-Dimensional Space (a) Cartesian coordinates of a point (b) sphere (c) symmetry about a point, a line, and a
More informationPEAT SEISMOLOGY Lecture 2: Continuum mechanics
PEAT8002 - SEISMOLOGY Lecture 2: Continuum mechanics Nick Rawlinson Research School of Earth Sciences Australian National University Strain Strain is the formal description of the change in shape of a
More informationSobolev Spaces. Chapter 10
Chapter 1 Sobolev Spaces We now define spaces H 1,p (R n ), known as Sobolev spaces. For u to belong to H 1,p (R n ), we require that u L p (R n ) and that u have weak derivatives of first order in L p
More informationSome issues on Electrical Impedance Tomography with complex coefficient
Some issues on Electrical Impedance Tomography with complex coefficient Elisa Francini (Università di Firenze) in collaboration with Elena Beretta and Sergio Vessella E. Francini (Università di Firenze)
More informationThe Linear Sampling Method and the MUSIC Algorithm
CODEN:LUTEDX/(TEAT-7089)/1-6/(2000) The Linear Sampling Method and the MUSIC Algorithm Margaret Cheney Department of Electroscience Electromagnetic Theory Lund Institute of Technology Sweden Margaret Cheney
More informationMATH 205C: STATIONARY PHASE LEMMA
MATH 205C: STATIONARY PHASE LEMMA For ω, consider an integral of the form I(ω) = e iωf(x) u(x) dx, where u Cc (R n ) complex valued, with support in a compact set K, and f C (R n ) real valued. Thus, I(ω)
More informationFinite difference method for elliptic problems: I
Finite difference method for elliptic problems: I Praveen. C praveen@math.tifrbng.res.in Tata Institute of Fundamental Research Center for Applicable Mathematics Bangalore 560065 http://math.tifrbng.res.in/~praveen
More informationNull-controllability of the heat equation in unbounded domains
Chapter 1 Null-controllability of the heat equation in unbounded domains Sorin Micu Facultatea de Matematică-Informatică, Universitatea din Craiova Al. I. Cuza 13, Craiova, 1100 Romania sd micu@yahoo.com
More informationMathematics Department Stanford University Math 61CM/DM Inner products
Mathematics Department Stanford University Math 61CM/DM Inner products Recall the definition of an inner product space; see Appendix A.8 of the textbook. Definition 1 An inner product space V is a vector
More informationControllability of the linear 1D wave equation with inner moving for
Controllability of the linear D wave equation with inner moving forces ARNAUD MÜNCH Université Blaise Pascal - Clermont-Ferrand - France Toulouse, May 7, 4 joint work with CARLOS CASTRO (Madrid) and NICOLAE
More informationFinite-dimensional spaces. C n is the space of n-tuples x = (x 1,..., x n ) of complex numbers. It is a Hilbert space with the inner product
Chapter 4 Hilbert Spaces 4.1 Inner Product Spaces Inner Product Space. A complex vector space E is called an inner product space (or a pre-hilbert space, or a unitary space) if there is a mapping (, )
More informationOn Approximate Cloaking by Nonsingular Transformation Media
On Approximate Cloaking by Nonsingular Transformation Media TING ZHOU MIT Geometric Analysis on Euclidean and Homogeneous Spaces January 9, 2012 Invisibility and Cloaking From Pendry et al s paper J. B.
More informationNEW RESULTS ON TRANSMISSION EIGENVALUES. Fioralba Cakoni. Drossos Gintides
Inverse Problems and Imaging Volume 0, No. 0, 0, 0 Web site: http://www.aimsciences.org NEW RESULTS ON TRANSMISSION EIGENVALUES Fioralba Cakoni epartment of Mathematical Sciences University of elaware
More informationInverse Scattering Theory: Transmission Eigenvalues and Non-destructive Testing
Inverse Scattering Theory: Transmission Eigenvalues and Non-destructive Testing Isaac Harris Texas A & M University College Station, Texas 77843-3368 iharris@math.tamu.edu Joint work with: F. Cakoni, H.
More information